diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 0a3dcfa847e10edfc6329327e233a95e8b66489c..fa4c88acc6ff58b77e997c27429cf25e4a98c741 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": "20260719T120035Z", - "generated_at": "2026-07-19T12:08:08Z", + "snapshot_id": "20260719T180031Z", + "generated_at": "2026-07-19T18:11:18Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1049,6 +1049,172 @@ } ] }, + { + "cluster_id": "cluster-40546-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 40546, + 43451, + 47163 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 40546, + "right_pr_number": 43451, + "code_similarity": 0.187, + "size_similarity": 0.633, + "file_overlap": 0.091, + "area_overlap": 0.0, + "patch_similarity": 0.224, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py", + "utils/check_repo.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1167, + 1174 + ] + ], + "right_ranges": [ + [ + 1375, + 1382 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 645, + 654 + ], + [ + 925, + 931 + ], + [ + 1132, + 1138 + ] + ], + "right_ranges": [ + [ + 391, + 398 + ], + [ + 824, + 830 + ], + [ + 945, + 951 + ], + [ + 1068, + 1074 + ], + [ + 1202, + 1208 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 512, + 523 + ], + [ + 1330, + 1336 + ], + [ + 1820, + 1826 + ] + ], + "right_ranges": [ + [ + 331, + 338 + ], + [ + 1094, + 1100 + ], + [ + 1913, + 1919 + ] + ] + }, + { + "filename": "utils/check_repo.py", + "left_ranges": [ + [ + 280, + 286 + ], + [ + 546, + 552 + ] + ], + "right_ranges": [ + [ + 250, + 258 + ], + [ + 337, + 344 + ] + ] + } + ] + }, + { + "left_pr_number": 40546, + "right_pr_number": 47163, + "code_similarity": 0.004, + "size_similarity": 0.007, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.019, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 47163, + "code_similarity": 0.004, + "size_similarity": 0.004, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.02, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-46894-9", "summary": "Cluster of 4 issues and 5 PRs centered on issue #46894.", @@ -1512,298 +1678,111 @@ ] }, { - 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158, - 166 + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 ] ] } @@ -2694,6 +2650,72 @@ } ] }, + { + "cluster_id": "cluster-47039-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47039.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 47039, + "canonical_pr_number": 47291, + "issue_numbers": [ + 47039 + ], + "pr_numbers": [ + 47291, + 47415 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 47291, + "right_pr_number": 47415, + "code_similarity": 0.285, + "size_similarity": 0.395, + "file_overlap": 0.333, + "area_overlap": 0.261, + "patch_similarity": 0.098, + "shared_filenames": [ + "src/transformers/generation/configuration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/generation/configuration_utils.py", + "left_ranges": [ + [ + 464, + 470 + ], + [ + 1811, + 1822 + ], + [ + 1825, + 1831 + ] + ], + "right_ranges": [ + [ + 468, + 475 + ], + [ + 1816, + 1826 + ], + [ + 1859, + 1871 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-46614-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46614.", @@ -2982,65 +3004,141 @@ ] }, { - "cluster_id": "cluster-47122-2", + "cluster_id": "cluster-47166-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47166, + "issue_numbers": [], + "pr_numbers": [ + 47166, + 47184, + 47383 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47166, + "right_pr_number": 47184, + "code_similarity": 0.11, + "size_similarity": 0.517, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.041, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47383, + "code_similarity": 0.063, + "size_similarity": 0.294, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.025, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47383, + "code_similarity": 0.032, + "size_similarity": 0.152, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.008, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-45157-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47122, + "canonical_pr_number": 47143, "issue_numbers": [], "pr_numbers": [ - 47122, - 47224 + 45157, + 47143 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47122, - "right_pr_number": 47224, - "code_similarity": 0.474, - "size_similarity": 0.302, - "file_overlap": 0.4, - "area_overlap": 0.818, - "patch_similarity": 0.051, - "shared_filenames": [ - "src/transformers/models/edgetam/modeling_edgetam.py", - "src/transformers/models/edgetam/modular_edgetam.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/edgetam/modeling_edgetam.py", - "left_ranges": [ - [ - 464, - 472 - ] - ], - "right_ranges": [ - [ - 464, - 474 - ] - ] - }, - { - "filename": "src/transformers/models/edgetam/modular_edgetam.py", - "left_ranges": [ - [ - 210, - 218 - ] - ], - "right_ranges": [ - [ - 210, - 220 - ] - ] - } - ] + "left_pr_number": 45157, + "right_pr_number": 47143, + "code_similarity": 0.022, + "size_similarity": 0.08, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.04, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46509-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46509, + "issue_numbers": [], + "pr_numbers": [ + 46509, + 47387 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46509, + "right_pr_number": 47387, + "code_similarity": 0.038, + "size_similarity": 0.119, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.095, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-47301-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47301, + "issue_numbers": [], + "pr_numbers": [ + 47301, + 47367 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47301, + "right_pr_number": 47367, + "code_similarity": 0.11, + "size_similarity": 0.492, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.077, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -3174,35 +3272,6 @@ } ] }, - { - "cluster_id": "cluster-46501-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46501, - "issue_numbers": [], - "pr_numbers": [ - 46501, - 46554 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46501, - "right_pr_number": 46554, - "code_similarity": 0.093, - "size_similarity": 0.464, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3500,6 +3569,16 @@ } ], "duplicate_prs": [ + { + "cluster_id": "cluster-40546-3", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 40546, + 47163 + ], + "target_issue_number": null, + "reason": "PRs in cluster-40546-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -3518,18 +3597,6 @@ "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-43451-5", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 46509, - 47143, - 47163, - 47383 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-5 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -3574,6 +3641,15 @@ "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-45157-2", + "canonical_pr_number": 47143, + "duplicate_pr_numbers": [ + 45157 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45157-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -3611,13 +3687,13 @@ "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46501-2", - "canonical_pr_number": 46501, + "cluster_id": "cluster-46509-2", + "canonical_pr_number": 46509, "duplicate_pr_numbers": [ - 46554 + 47387 ], "target_issue_number": null, - "reason": "PRs in cluster-46501-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46509-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46614-3", @@ -3628,6 +3704,19 @@ "target_issue_number": 46614, "reason": "PRs in cluster-46614-3 are treated as duplicates because they converge on issue #46614 with closing_reference evidence." }, + { + "cluster_id": "cluster-46658-7", + "canonical_pr_number": 47322, + "duplicate_pr_numbers": [ + 46658, + 47298, + 47398, + 47399, + 47409 + ], + "target_issue_number": 47355, + "reason": "PRs in cluster-46658-7 are treated as duplicates because they converge on issue #47355 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -3650,13 +3739,13 @@ "reason": "PRs in cluster-46894-9 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47122-2", - "canonical_pr_number": 47122, + "cluster_id": "cluster-47039-3", + "canonical_pr_number": 47291, "duplicate_pr_numbers": [ - 47224 + 47415 ], - "target_issue_number": null, - "reason": "PRs in cluster-47122-2 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 47039, + "reason": "PRs in cluster-47039-3 are treated as duplicates because they converge on issue #47039 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-47123-2", @@ -3676,6 +3765,16 @@ "target_issue_number": 47138, "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." }, + { + "cluster_id": "cluster-47166-3", + "canonical_pr_number": 47166, + "duplicate_pr_numbers": [ + 47184, + 47383 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47166-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-47282-2", "canonical_pr_number": 47380, @@ -3686,14 +3785,13 @@ "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-47298-4", - "canonical_pr_number": 47398, + "cluster_id": "cluster-47301-2", + "canonical_pr_number": 47301, "duplicate_pr_numbers": [ - 47298, - 47409 + 47367 ], - "target_issue_number": 47355, - "reason": "PRs in cluster-47298-4 are treated as duplicates because they converge on issue #47355 with closing_reference, shared_issue_target, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-47301-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47405-3", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index b20cbff06ca712543da7584cae1a1f8280d9dbde..887c0cee3dffc7c4586332d1a7c04604038b9afd 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": "20260719T120035Z", - "generated_at": "2026-07-19T12:08:08Z", + "snapshot_id": "20260719T180031Z", + "generated_at": "2026-07-19T18:11:18Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:24643", "issue:30277", @@ -125,376 +125,370 @@ "issue:43039|issue:44918", "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "f65c9956318cfbe5c0418ff2bada5621451827258d140a051fa2039ce96170f5", + "prepared_review_unit_hash": "05c19d91ea504e2618f3a0deff119e218b58181f857234950fae9afc0af276e3", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 56, - "serialized_chars": 44512, - "estimated_input_tokens": 11128, - "estimated_eval_tokens": 22512 + "serialized_chars": 44520, + "estimated_input_tokens": 11130, + "estimated_eval_tokens": 22516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are broad, unrelated runtime/model-support issues; only the two BertModel ZeRO-3 IndexError reports look like a true duplicate pair.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43596 is the broadest, clearest representative of the shared BertModel + DeepSpeed ZeRO-3 zero-sized-tensor IndexError; issue:43638 is the narrower non-pretrained Bert variant of the same bug.", + "summary": "The cluster is mostly heterogeneous, but a few tight duplicate subclusters stand out: Bert/ZeRO-3 index-out-of-bounds reports, torch 2.4.1 compatibility reports, and Qwen3_5MoeTextRotaryEmbedding device/materialization reports.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43596 is the clearest concrete bug report in the strongest duplicate subcluster: the same ZeRO-3/Bert index-0 out-of-bounds failure as issue:43638, with a precise runtime symptom and setup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 best captures the underlying bug and is the most general duplicate target among the cluster.", + "best_issue_reason": "issue:43596 is the best overall representative because it describes a specific, reproducible code-path failure and anchors one of the few true duplicate groups in this otherwise mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: config attribute missing vs streaming chat/completions inference issue." + "reason": "Different failures: missing config attribute during model loading vs chat/completions streaming error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend bugs (AMD GPU failure vs MPS histogram op not implemented)." + "reason": "Different model/runtime problems: AMD GPU failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bug classes: dtype mismatch in Mistral-3 vs GPT-OSS running on AMD GPUs." + "reason": "Different concrete bugs and models; only broad model/GPU context overlaps." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS AMD GPU failure." + "reason": "Different symptoms and code paths: autocast dtype mismatch vs AMD GPU incompatibility." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; one is AMD GPU runtime failure, the other a broken official example." + "reason": "Unrelated model/example failures; same broad hardware/runtime area is not enough." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model/backend issues; not the same concrete code path." + "reason": "Different model-specific bugs: AMD GPU issue vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export failure." + "reason": "Different failure modes and subsystems: ZeRO3 collective mismatch vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are export/model errors, but the model-specific causes are different." + "reason": "Different models and errors; no shared concrete bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Different issues: ONNX export vs auto device-map cudaErrorAssert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are different docs/runtime issues." + "reason": "One is a task crash, the other is outdated RAG docs; not the same bug." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug is unrelated to GenerationMixin import failure." + "reason": "Different problems: ONNX export vs import path breakage." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale docs, but they concern different removed content and likely different edits." + "reason": "Both are stale docs issues, but they are distinct missing/removed-doc references rather than one concrete duplicate bug." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "SFT trainer embedding unpacking and training-resume/trust-remote-code are different problems." + "reason": "Different features and failures: TRL SFT embedding unpacking vs training resume with trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training issue is unrelated to YOLO multi-GPU device-map failure." + "reason": "Different bug reports; only a vague multi-GPU/model-loading theme overlaps." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 PLE device mismatch are not the same bug." + "reason": "Different runtime errors: mask shape mismatch vs device mismatch during forward." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the model/setup and failure mechanism differ." + "reason": "Both are runtime errors, but the concrete failure modes and code paths differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 init bug is unrelated to resume-training trust-remote-code failure." + "reason": "Different model-loading/training problems; no same underlying bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different IndexError contexts; not the same Bert ZeRO-3 initialization bug." + "reason": "Different tensor-shape failures in different code paths." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/indexing error is unrelated to Qwen3.5 video token/template mismatch." + "reason": "Different multimodal shape issues; not the same bug." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Training resume problem and broken official example are unrelated." - }, - { - "left": "issue:44805", - "right": "issue:45161", - "accept": false, - "reason": "Shape-mismatch IndexError is not the same as GPT-OSS tensor-parallel failure." + "reason": "Unrelated issues: resume/trust_remote_code vs broken official example." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video input StopIteration and training-resume issue are unrelated." + "reason": "Different features and errors; no duplicate evidence." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "Different components entirely: BarkProcessor vs ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention distributed/ZeRO-3, but the collective mismatch and Bert init IndexError are different bugs." + "reason": "Both involve training/distributed setups, but the concrete bugs are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying BertModel + DeepSpeed ZeRO-3 zero-sized tensor IndexError; one is just the non-pretrained variant." + "reason": "Same underlying bug: ZeRO-3/Bert index-0 out-of-bounds during initialization/loading." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy regression and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Different problems: Liger kernel cross-entropy path vs GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different issues: detokenization regression vs LoRA merge/save/reload mismatch." + "reason": "Different bugs: detokenization regression vs LoRA save/load inconsistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure is unrelated to LoRA merge/save behavior." + "reason": "Different model/runtime issues with no shared concrete code path." }, { "left": "issue:34928", "right": "issue:35308", "accept": false, - "reason": "Both are distributed-training crashes, but activation-checkpointing/FSDP mismatch is not the same as IterableDataset length handling." + "reason": "Different distributed training failures: activation checkpointing/FSDP mismatch vs iterable dataset length crash." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class AttributeError." + "reason": "Processor failure vs remote-code model_class/config_class AttributeError are different bugs." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-shape error and collective mismatch are different failure modes." + "reason": "Both are DeepSpeed training crashes, but the concrete failures and triggers differ." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + "reason": "Different model families and errors: dtype mismatch vs auto device-map failure." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Different distributed/shape errors with different triggers and code paths." + "reason": "Different tensor mismatch bugs in different training setups." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram limitation is unrelated to YOLO multi-GPU device-map auto failure." + "reason": "Different hardware/runtime bugs; no same underlying issue." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP error is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "Different training failures: checkpointing/FSDP mismatch vs custom trainer signature breakage." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Both touch Qwen3_5Moe rotary embedding, but CPU offload incompatibility and uninitialized-memory after to_empty are distinct bugs." + "accept": true, + "reason": "Same underlying Qwen3_5MoeTextRotaryEmbedding device/materialization bug family, both centered on inv_freq/offload handling." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 initialization IndexError is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Different bugs and model families." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and different distributed failure modes." + "reason": "Different errors and code paths." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Different model-specific runtime problems." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to GPT-OSS on AMD GPUs." + "reason": "Different models and failure modes; no duplicate evidence." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Reverse embedding lookup issue is unrelated to video feature/token mismatch." + "reason": "Different multimodal/model behaviors: reverse embedding lookup vs video token/feature mismatch." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM config attribute error and Mistral tokenizer regex patch crash are unrelated." + "reason": "Different components: Gemma3 config/vLLM vs tokenizer regex patch crash." }, { "left": "issue:45800", "right": "issue:46515", - "accept": false, - "reason": "Torch-version incompatibility reports are similar in theme but appear to be different compatibility cases." + "accept": true, + "reason": "Same underlying incompatibility report: torch 2.4.1 vs transformers 5.8.0." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 bugs." + "reason": "Both are Gemma4-related, but one is device mismatch and the other is expensive reverse embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General Torch incompatibility and Qwen-3 NVFP4 runtime error are not the same issue." + "reason": "Different bugs: version incompatibility vs Qwen-3-8B-NVFP4 runtime error." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP/checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated distributed bugs." + "reason": "Different distributed-training and device-map failures." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Different model/runtime issues; only a broad MoE/theme overlap." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm torch-dynamo tracing error and Mistral-3 dtype mismatch are different bugs." + "reason": "Different failures: torch dynamo grouped_mm tracing vs dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model-specific runtime errors with different root causes." + "reason": "Different models and error mechanisms." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch and MPS histogram limitation are unrelated." + "reason": "Different device/runtime failures on unrelated models." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to an MPS int histogram backend limitation." + "reason": "Different invalid-method vs MPS histogram implementation problems." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 embedding unpacking with TRL are different failures." + "reason": "Different model failures; no same underlying bug." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen-3 NVFP4 error are unrelated." + "reason": "Different model-specific runtime errors." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL embedding unpacking failure and GPT-OSS tensor-parallel failure are not the same bug." + "reason": "Different trainer/input-embedding issue vs GPT-OSS tensor-parallel issue." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy regression is unrelated to Qwen3.5 SFT trainer unpacking." + "reason": "Different bugs in different training paths; not duplicates." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 empty-tensor IndexError is similar in shape, but the model and code path differ from the BertModel bug." + "reason": "Same broad ZeRO-3 index error pattern, but different model families and not enough evidence of one concrete shared bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the lone accepted soft-edge pair (issue:43596 vs issue:43638) is a conservative, title-supported duplicate judgment. No overstatement stands out." + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The accepted duplicate pairs are well supported by the issue titles: issue:43596/issue:43638 both describe the same ZeRO-3 Bert index-out-of-bounds class, issue:45859/issue:45902 both center on Qwen3_5MoeTextRotaryEmbedding inv_freq/offload/materialization, and issue:45800/issue:46515 are both torch 2.4.1 compatibility reports. The rejected soft-edge pairs are also cautious and do not overstate duplication." }, "evaluator_used": true, "retried": false, @@ -510,10 +504,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:30277", "issue:34928", @@ -598,238 +592,238 @@ "issue:43854|issue:43866", "issue:43425|issue:45070" ], - "prepared_review_unit_hash": "1e9124a1400e676c59d1d11f6695c4dad2fcb7b4eca525c314fa73aa2104c988", + "prepared_review_unit_hash": "5da48b4147f6400483602523fc35deb5a15b018fb1b1bb3c5a0a70a9e4e4e87c", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36961, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with two likely duplicate subgroups: an AutoTokenizer v5 regression affecting multiple models, and a causal-LM training-loss double-shift issue. Most other soft-similarity pairs are false positives and should stay separate.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45920 is the broadest and most explicit tokenizer regression report, covering multiple affected model families and framing it as a v5-wide silent behavior change.", + "summary": "This cluster is mostly heterogeneous; most soft pairs are superficial similarity matches across unrelated bugs. The only plausible duplicates are the deepseed ZeRO-3 index-out-of-bounds reports, the AutoTokenizer wrong-token-ID regression reports, and the causal-loss double-shift reports.", + "confidence": 0.77, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest anchor for the cluster\u2019s main duplicate theme: it is broad, concrete, and clearly describes the regression in a way that can subsume the narrower Granite-specific report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related v5 complaints, but they refer to different removed/deprecated docs content and do not look like the same concrete change." + "reason": "Both are docs regressions, but one is about pipeline() and the other about the removed transformers run command; different cleanup tasks." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different failure modes: autocast dtype mismatch vs MPS histogram/int support." + "reason": "Different failure modes and subsystems: torch.autocast dtype mismatch vs an MPS histogram kernel unsupported for Int." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "One is a Liger Kernel cross-entropy call issue; the other is an autocast dtype mismatch. No shared code path." + "reason": "Cross-entropy being called under Liger Kernel is unrelated to the Phi MoE autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Different distributed/training errors: collective mismatch with DeepSpeed ZeRO3 vs a trainer API signature mismatch." + "reason": "Deepspeed collective mismatch and a CustomTrainer signature change are unrelated bugs." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to a missing GenerationMixin import." + "reason": "Activation-checkpointing/FSDP recomputation mismatch is unrelated to the GenerationMixin import error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU compatibility and outdated RAG docs are unrelated." + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Cross-entropy/Liger Kernel behavior is unrelated to a mask-vs-tensor shape mismatch." + "reason": "These are different bugs; one is about Liger/cross_entropy dispatch, the other about a mask/tensor shape mismatch." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version incompatibility, but one is torch/transformers generally and the other is USE_DISTRIBUTED=0 support; not the same bug." + "reason": "Both are compatibility complaints, but one is torch 2.4.1 vs transformers 5.8.0 and the other is USE_DISTRIBUTED=0 support in v5.9.0." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM model-loading failure and distributed support breakage are separate issues." + "reason": "PaddleOCR-VL loading in vLLM and distributed build support are unrelated issues." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model-specific failures: Gemma3 config attribute missing vs Qwen3 auto device-map cuda assert." + "reason": "Gemma3/vLLM sliding_window metadata and Qwen3 auto device mapping cuda asserts are different code paths." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption and missing text-encoder weight loading are not the same underlying problem." + "reason": "A corrupted Ovis2 checkpoint is not the same as Sam3Model text encoder weights not being loaded." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but they involve different models and the evidence is too thin to treat as one concrete bug." + "accept": true, + "reason": "Both report the same ZeRO-3 loading failure pattern: index 0 out of bounds for dimension 0 with size 0 during model initialization/loading." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPU compatibility for GPT-OSS is unrelated to table-question-answering crashes." + "reason": "AMD GPU support for GPT-OSS and table-question-answering task crashes are unrelated." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to distributed build/runtime support." + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 breakage." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "One is a pipeline docs mismatch; the other is a removed run command mention. Similar topic, different docs change." + "reason": "These are separate docs issues: return_all_scores behavior vs removed run command references." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Cross-entropy/Liger Kernel issue is unrelated to Qwen3-vl video StopIteration." + "reason": "Liger/cross_entropy dispatch has nothing to do with the Qwen3-vl video StopIteration error." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and different forward-path failures; not the same bug." + "reason": "Processor failure for Voxtral and Gemma4 device-map mismatch are different multimodal/model-loading problems." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal model loading/input, but one is device-map forward mismatch and the other is video token/template mismatch." + "reason": "Gemma4 PLE device placement and Qwen3.5 video token/feature mismatch are different multimodal bugs." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug and outdated RAG docs are unrelated." + "reason": "A detokenization regression and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint and NVIDIA ModelOpt compatibility are separate problems." + "reason": "Checkpoint corruption and ModelOpt/NVFP4 compatibility are not the same issue." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code regressions and distributed build support are different change areas." + "reason": "Remote_code regression and USE_DISTRIBUTED=0 support breakage are different root causes." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to RAG example documentation." + "reason": "NemotronH checkpoint loading and outdated docs about RAG are unrelated." }, { "left": "issue:35308", "right": "issue:42617", "accept": false, - "reason": "Both are multi-GPU/distributed failures, but the specific crash modes and entry points differ too much." + "reason": "IterableDataset length crashes and a vague 3d_parallel.py failure are not concrete duplicates." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same tokenizer-ID regression in v5; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." + "reason": "Both describe the same AutoTokenizer v5 regression producing wrong token IDs across multiple model families." }, { "left": "issue:46901", "right": "issue:47394", "accept": true, - "reason": "Both report the same training-loss double-shift bug in causal-LM loss computation; they could plausibly be fixed by one PR." + "reason": "Both report the same causal-training loss double-shift regression, with labels being shifted when they should not be." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes storage/type incompatibility is unrelated to distributed support changes." + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to distributed support being broken." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs." + "reason": "Qwen-3-8B-NVFP4 runtime failure and outdated RAG examples are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3-MoE sliding-window issue are separate model-specific regressions." + "reason": "Both mention sliding_window, but Gemma3 config metadata and Qwen3-MoE model behavior are different concrete problems." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different loading failures: corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading implementation." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are not the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/tensor shape mismatch and ZeRO-3 BertModel index error are different bugs." + "reason": "They share a similar IndexError wording, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 BertModel load failure." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load failure and table QA crash are unrelated." + "reason": "Whisper-large-v2 failing to run and table-question-answering crashing are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model-loading failure and corrupted checkpoint are not the same issue." + "reason": "GLM-4.7 unit-test loading problems and Ovis2 checkpoint corruption are different failures." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch/transformers incompatibility and pydantic PretrainedConfig breakage are different changes." + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig field regression are unrelated compatibility issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet and stays conservative overall. The two accepted duplicate pairs are plausible from the issue titles, and the rejected soft matches mostly avoid overclaiming. The canonical issue choice of issue:45920 is also supported by the broader v5 tokenizer regression framing." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft pairs are well supported by the titles/body themes (ZeRO-3 loading failure, AutoTokenizer wrong token IDs, and causal-loss double-shift), while the rejected pairs are generally distinct bugs or docs cleanups. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -845,10 +839,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:36010", "issue:39186", @@ -901,15 +895,15 @@ ], "soft_pairs": [ "issue:43541|issue:47228", - "issue:43792|issue:45070", "issue:43596|issue:45800", + "issue:43792|issue:45070", "issue:43975|issue:45901", "issue:45362|issue:45464", "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", - "issue:36010|issue:39290", "issue:45464|issue:45685", + "issue:36010|issue:39290", "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", @@ -921,8 +915,8 @@ "issue:45800|issue:45823", "issue:43872|issue:47228", "issue:44805|issue:44918", - "issue:43828|issue:45464", "issue:43716|issue:47228", + "issue:43828|issue:45464", "issue:43296|issue:43366", "issue:43366|issue:45464", "issue:44291|issue:45070", @@ -942,292 +936,286 @@ "issue:39186|issue:44918", "issue:43716|issue:44918" ], - "prepared_review_unit_hash": "f0b8d71cf51242eda3ea6adda963ab7113bcab321635a51109fb5651794af361", + "prepared_review_unit_hash": "73cc3b7e2876602ac709cf9af84eb6f974340318831d9001f5cbd4cf07adeb55", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39847, - "estimated_input_tokens": 9962, - "estimated_eval_tokens": 20180 + "serialized_chars": 39841, + "estimated_input_tokens": 9961, + "estimated_eval_tokens": 20178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose collection of unrelated Transformers issues, with only a couple of clear duplicate-style pairs. The strongest matches are the repeated mask-shape IndexError reports and the Qwen video input/token mismatch regression.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 41093 is the best representative because it is a generic, recurring error signature and has a near-verbatim duplicate (44805), making it the clearest canonical issue among the set.", + "summary": "The cluster is mostly heterogeneous: most pairs share only broad themes like model loading, dtype errors, or generic IndexErrors, but not the same concrete bug. The only plausible duplicate here is the two SigLIP2 quality regressions.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the broadest representative issue in this set: it describes a recent transformer-version regression affecting model loading across multiple models, so it best fits the cluster's general pattern.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41093 is the most suitable global issue anchor here: it is concise, generic, and maps cleanly to an exact duplicate report with the same failure mode.", + "best_issue_reason": "issue:45020 has the widest scope and the clearest cross-model regression framing, making it the best single issue representative for this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Both are regression/runtime failures, but one is a grouped_mm torch-dynamo issue and the other is a bf16 compilation regression; not the same bug." + "reason": "Different models and failure modes: Mixtral torch-dynamo grouped_mm tracing vs Sam3 bf16 compilation regression." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Unrelated failures: Whisper model loading vs a PretrainedConfig/pydantic field breakage." + "reason": "One is a DeepSpeed ZeRO-3 zero-size index error on BertModel; the other is a torch/transformers version incompatibility." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Different root causes: DeepSpeed ZeRO-3 empty tensor indexing vs torch/transformers version incompatibility." + "reason": "Whisper runtime failure and a PretrainedConfig/pydantic regression are unrelated code paths." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different models and symptoms: detokenization bug vs table-question-answering crash." + "reason": "Detokenization bug for DeepSeek Coder is unrelated to a table-question-answering crash." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; too different to treat as the same bug." + "reason": "Both involve chat usage, but one is a Qwen3.5 crash in transformers chat and the other is a streaming API failure; not the same bug." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Grouped_mm tracing error and YOLO multi-GPU device-map failure are different code paths." + "reason": "Mixtral torch-dynamo tracing and YOLO multi-GPU device-map issues are different models and different failure paths." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different failures: NVFP4 model load error vs table QA task crash." + "reason": "Qwen NVFP4 loading/runtime error is not the same as a table QA task crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window attribute error is unrelated to Gemma4 device mismatch." + "reason": "Gemma3 text config missing attribute with vLLM and Gemma4 PLE device mismatch are separate multimodal regressions." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 config attribute access." + "reason": "Qwen3.5 streaming API failure is unrelated to an MPS histogram unsupported-int error in MoE code." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Chat/completions streaming failure is unrelated to the MPS histogram kernel error." + "reason": "ImportError for GenerationMixin and Gemma3 config attribute errors are different import/config issues." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different bugs: torch-dynamo grouped_mm tracing vs MPS int histogram support." + "reason": "Mixtral torch-dynamo grouped_mm tracing and MPS histogram errors do not share the same code path." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure is not the same as an autocast dtype mismatch." + "reason": "Grouped_mm tracing on Mixtral is not the same as a torch.autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." + "reason": "Voxtral processor failure and a template-node compilation error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoE hybrid invalid method call is unrelated to YOLO multi-GPU device mapping." + "reason": "GraniteMoEHybrid invalid-method calls and YOLO multi-GPU loading are different model-specific bugs." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "lm_head weight tying bug is unrelated to a corrupted checkpoint report." + "reason": "Mistral3 tied-weight bug and Ovis2 checkpoint corruption are not the same underlying issue." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexError reports, but the shapes and loading paths differ; not enough to assume the same underlying bug." + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a zero-sized tensor during Gemma3 loading." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-Attn fallback gating and remote-code config_class lookup are different issues." + "reason": "Flash-attn2 fallback gating and remote-code config_class errors are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and pydantic PretrainedConfig breakage are separate regressions." + "reason": "StableLm pad_token_idx missing after v5 update is not the same as a pydantic PretrainedConfig field regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Version incompatibility vs Gemma4 device mismatch are not the same bug." + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are different regressions." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the Sam3 bf16 compilation regression." + "reason": "Bitsandbytes _is_hf_initialized incompatibility is unrelated to the Sam3 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "They both mention shape/embedding problems, but one is a mask-index mismatch and the other is a TRL SFT embedding unpacking failure." + "reason": "Both mention shape/packing problems, but the first is a generic mask/index mismatch while the second is a TRL embedding unpacking failure; not clearly the same bug." }, { - "left": "issue:43828", - "right": "issue:45464", + "left": "issue:43716", + "right": "issue:47228", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to streaming chat/completions failure." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation." }, { - "left": "issue:43716", - "right": "issue:47228", + "left": "issue:43828", + "right": "issue:45464", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming API failure are different symptoms and code paths." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different model/loader issues." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-architecture issues." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming inference failures." + "reason": "GGUF gpt-oss architecture support does not match a Qwen3.5 streaming inference bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to the PretrainedConfig pydantic field issue." + "reason": "The _is_hf_initialized argument issue during init_empty_weights is a model-loading API change, not a pydantic config-field regression." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and pydantic config serialization are different defects." + "reason": "Qwen3-MoE sliding_window behavior and the PretrainedConfig pydantic breakage are unrelated." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device-map failure is unrelated to Sam3 bf16 compilation regression." + "reason": "YOLO multi-GPU device-map failures and Sam3 bf16 compilation regression are different model/runtime issues." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory/OOM regression and tied-weights translation-model issues are different problems." + "reason": "Int4 quantization OOM in Transformers 5.x is not the same as tied-weights issues on translation models." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage is broader than, and unrelated to, the torch 2.4.1 / transformers 5.8.0 incompatibility." + "reason": "Remote-code model breakage and torch/transformers version incompatibility overlap only broadly; they are not the same concrete regression." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoE hybrid method error and Sam3 compilation regression are unrelated." + "reason": "GraniteMoEHybrid method dispatch errors and Sam3 compilation regressions are unrelated." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image preprocessor dtype mismatch and video token/feature mismatch are different multimodal bugs." + "reason": "Image-preprocessor dtype mismatch and video apply_chat_template feature/token mismatch are different multimodal bugs." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but they occur in different contexts and don\u2019t share the same concrete failure mode." + "reason": "Mask-shape mismatch and zero-size index during ZeRO-3 init are both IndexErrors but not the same bug." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Both describe the same Qwen video-input regression: video features/tokens become mismatched in the chat-template path." + "accept": false, + "reason": "Video input regression for several Qwen VL models is not the same as the apply_chat_template feature/token mismatch reported for Qwen3.5-9B." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Siglip2 text-embedding quality complaint is not the same as the AutoModel/pipeline nonsensical-output report." + "accept": true, + "reason": "Both reports are about SigLIP2 producing bad/nonsensical text-embedding outputs, so they likely describe the same underlying model/config regression." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Broken official Nemotron example and YOLO multi-GPU device-map failure are different issues." + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failures are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error is unrelated to resuming training with local models and remote code." + "reason": "DeepSpeed ZeRO-3 loading failure is not the same as resuming training with remote code from a local model." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code config_class error are different failure modes." + "reason": "Flash Attention 2 issue and remote-code config_class errors are different problems." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping bug and uninitialized rotary embedding memory are distinct Qwen3.5-MoE issues." + "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are distinct bugs." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight requirement is unrelated to TRL SFT embedding unpacking." + "reason": "FSDP weight-dimension error and TRL embedding unpacking failure are not the same code path." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking in TRL." - }, - { - "left": "issue:41093", - "right": "issue:44805", - "accept": true, - "reason": "Same mask-shape IndexError; these look like the same underlying indexing bug reported twice." + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking in TRL are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative overall. The canonical anchor choice for issue 41093 is defensible because 44805 is a near-verbatim duplicate of the same mask-shape IndexError, and the other accepted pair (44479/46294) is also a plausible same-bug match from the issue titles. The remaining soft-edge rejections are appropriately cautious and do not overclaim duplicate status." + "feedback": "Grounded overall. The canonical issue choice is reasonable for a heterogeneous set, and the soft-edge verdicts stay conservative, with the SigLIP2 pair as the only clearly plausible duplicate." }, "evaluator_used": true, "retried": false, @@ -1243,10 +1231,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:33666", "issue:35308", @@ -1322,237 +1310,237 @@ "issue:46032|issue:47246", "issue:43872|issue:44589", "issue:46899|issue:46932", - "issue:43054|issue:45701", "issue:45920|issue:46489", + "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:47332|issue:47333", "issue:43828|issue:44928", "issue:45987|issue:46858", "issue:43950|issue:45902" ], - "prepared_review_unit_hash": "1b474c22f9554ad15ce5d0bc75f8922d90838d276f72de4f64cea11998cea507", + "prepared_review_unit_hash": "36deb6ce3bc02ee5f6d98357e9ee41057dc074dc2c8df2216f4b81d0519fe785", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37123, - "estimated_input_tokens": 9281, - "estimated_eval_tokens": 18818 + "serialized_chars": 37130, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is still a heterogeneous issue cluster. The strongest duplicate evidence is around the non-persistent-buffer regression in v5, while most other pairs are only thematically related. I removed the over-strong acceptance for the custom-module loading pair: they may be adjacent reports, but the packet does not prove a single underlying bug.", - "confidence": 0.81, - "canonical_issue_reason": "#43950 is the clearest representative regression report here: it is specific, actionable, and matches the strongest confirmed duplicate set around non-persistent buffer corruption in v5.", + "summary": "This is not one cohesive duplicate cluster; it is mostly a loose theme of Transformers v5 regressions across different subsystems. The only clear duplicate groups are the non-persistent-buffer corruption reports, the StaticCache/get_seq_length reports, and the Gemma4 quantized embedder reports. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #43950 is the clearest representative of the main duplicate subcluster: it describes the v5 non-persistent-buffer corruption directly and precisely, while #43644 and #44534 are near-identical phrasings of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the best anchor for the cluster because it is concrete, broadly phrased, and directly covers one of the strongest same-bug pairs.", + "best_issue_reason": "#43950 is the best single issue to keep as the representative report because it is specific, actionable, and directly names the regression; the other close matches are broader or more repetitive.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Different problems: notebook/custom-model initialization vs flash-attn2 fallback gating." + "reason": "Different problems: custom notebook model initialization vs flash-attn2 fallback being blocked." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different model/perplexity reports with no clear shared code path." + "reason": "Both are perplexity-related, but on different models and likely different root causes." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn fallback checks." + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback gating." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Related custom-module loading symptoms, but the packet only shows titles and does not establish the same bug or a mergeable single fix." + "reason": "Both involve custom-module loading, but one is a leaf-directory cache collision and the other is wrong module after save_pretrained; not clearly the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they concern different model families and different failure modes." + "reason": "Both mention tied weights, but they affect different model families and code paths." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated: DSA indexer activation bug vs documentation cleanup." + "reason": "DSA indexer/ReLU discussion is unrelated to a docs command-removal issue." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weight translation-model issues." + "reason": "Quantization/offloading behavior is unrelated to tied-weights bugs." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "Different training bugs: iterable dataset length mismatch vs custom compute_loss signature breakage." + "reason": "IterableDataset multi-GPU crash is unrelated to the compute_loss signature change." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to a removed CLI docs reference." + "reason": "A cache-strategy typo is unrelated to outdated docs mentioning a removed command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model/trainer issues with no shared failing code path." + "reason": "Different failures in different model stacks; no shared concrete bug." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied weights." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different tokenizer/runtime failures on different models." + "reason": "Tokenizer detokenization regression and Qwen-3 NVFP4 runtime error are different bugs." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Related area, but one is broad input_ids/inputs_embeds validation and the other is a T5-specific decoder-input error message." + "reason": "Both are input-validation complaints, but the former is a broad XOR-validation regression and the latter is a T5-specific error-message issue; not clearly the same code path." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to tied-weight translation-model behavior." + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." }, { "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Multi-GPU IterableDataset crash and FP8 model failure are unrelated." + "reason": "Multi-GPU IterableDataset crash and FineGrainedFP8Config failure are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but one is docs/example mismatch and the other is an actual embedding quality issue." + "reason": "Docs-example mistakes are unrelated to model-quality/token-embedding regression." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different incorrect outputs." + "reason": "Different tokenizer regressions affecting different models and symptoms." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer regression in v5, just phrased as the broader symptom versus the specific from_pretrained corruption." + "reason": "Same underlying bug: v5 corrupts non-persistent buffers during load/materialization; the titles are near-identical." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different training API breakages: custom trainer loss signature vs ZeRO-3 model loading failure." + "reason": "Unexpected compute_loss kwarg and ZeRO-3 loading index error are different issues." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Clear duplicate pair: both report v5 corrupting non-persistent buffers with junk values during loading/materialization." + "reason": "Same underlying non-persistent-buffer corruption regression in Transformers v5; 43950 is just the more precise wording." }, { "left": "issue:33666", "right": "issue:35308", "accept": false, - "reason": "Both are training-related, but they describe different multi-GPU/data-loader issues." + "reason": "Both mention multi-GPU training, but they describe different failure modes." }, { "left": "issue:46032", "right": "issue:47246", "accept": false, - "reason": "Related Mamba-family code, but not the same concrete bug: seq_len>1 cache corruption vs NemotronH slow-path recurrence propagation." + "reason": "Both are Mamba-family recurrence bugs, but one is a generic use_cache failure and the other is a NemotronH-specific missing propagation of a prior fix; not clearly the same artifact." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities with different error signatures." + "reason": "Different bitsandbytes/storage incompatibility errors." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly the fix for the same issue." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly the same fix." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "Text-embedding quality regression and tokenization-version change are different bugs." + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and have different symptoms." }, { - "left": "issue:45920", - "right": "issue:46489", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Broad AutoTokenizer token-id regression across models is distinct from a DeepSeek-Coder v1 encode/decode issue." + "reason": "SigLIP2 embedding quality issue is unrelated to a version-dependent tokenization change." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Different SigLIP2 symptoms: zero probabilities vs degraded text embeddings." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is degraded text embeddings; not the same bug." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Same offloading-save failure: both report inability to save disk-offloaded Qwen3 models, differing only by model variant." + "reason": "Same offloading/save failure for disk-offloaded Qwen3 VL/Qwen3 A3B models." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different dtype-related failures on different models and workloads." + "reason": "Autocast dtype mismatch and RLHF NaN explosion are different failures." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache contract bug: get_seq_length returns a tensor instead of a plain int, breaking downstream arithmetic." + "reason": "Same StaticCache/get_seq_length contract bug: returning a tensor instead of an int breaks downstream arithmetic." }, { "left": "issue:43950", - "right": "issue:45902", - "accept": false, - "reason": "Non-persistent buffer loading corruption is unrelated to uninitialized rotary-embedding memory after materialization." + "right": "issue:44534", + "accept": true, + "reason": "Same underlying bug: Transformers v5 corrupts non-persistent buffers; both titles describe the same regression." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the summary is grounded, but one soft-edge acceptance is too strong: issue:45632 vs issue:45698 look related in custom-module loading, yet the packet only gives titles and does not establish that they are the same bug or a mergeable single fix. The rest of the accepted pairs are more defensible, but this one overstates the evidence, so I can\u2019t accept the cluster evaluation." + "accept": true, + "feedback": "The summary is grounded in the packet: the issues cluster loosely around Transformers v5 regressions, and the identified duplicate subgroups are plausible and conservative. The accepted soft-edge pairs are well-supported by the titles and do not overstate certainty. No PRs are present in the packet." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1565,10 +1553,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:24643", "issue:28530", @@ -1627,13 +1615,13 @@ "issue:42947|issue:44387", "issue:24643|issue:28530", "issue:43975|issue:45237", - "issue:44403|issue:44488", "issue:41762|issue:42915", + "issue:44403|issue:44488", "issue:43643|issue:45020", "issue:44991|issue:45399", "issue:42947|issue:43856", - "issue:45081|issue:45399", "issue:43824|issue:43872", + "issue:45081|issue:45399", "issue:45685|issue:45823", "issue:41553|issue:43883", "issue:45020|issue:45823", @@ -1652,20 +1640,20 @@ "issue:43827|issue:44509", "issue:43881|issue:43883" ], - "prepared_review_unit_hash": "04c22ca897bb290180acee7727bb3137645cdfe6678ea1efdbf0bb2edd13c85a", + "prepared_review_unit_hash": "84e9c8205e99410f0265ef2f4cd1187e7a43559696e9bf7879dc4b1595edbca7", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37489, + "serialized_chars": 37490, "estimated_input_tokens": 9373, "estimated_eval_tokens": 19002 }, @@ -1674,204 +1662,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related and should stay separate. The only clear duplicate-style match is the v5 docs cleanup around removed pipeline tasks. No pull requests were present.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 44509 is the clearest and most complete statement of the v5 pipeline-docs cleanup problem; 43827 is the same issue in a narrower form.", + "summary": "This cluster is mostly a loose set of Transformers regression reports around model/tokenizer loading, with only one clear duplicate-style pair in the docs area. Most other soft pairs are related only at a very broad subsystem level, not the same bug.", + "confidence": 0.42, + "canonical_issue_reason": "No single exact duplicate hub stands out; issue 45020 is the broadest representative because it captures the recurring \"recent versions break remote-code model loading\" theme that best matches the cluster's dominant regression pattern.", "canonical_pr_reason": null, - "best_issue_reason": "44509 is the best representative issue for the duplicate docs problem because it explicitly covers the removed pipeline task references and has the broadest scope.", + "best_issue_reason": "Issue 45020 is the best anchor for triage because it is the most general user-facing regression report among the set and plausibly subsumes several nearby loading-related symptoms without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is a quality complaint and the other is a JAX/HF discrepancy report; not enough to treat as the same concrete bug." + "reason": "Both concern SigLIP2 quality/discrepancy, but one is a general embedding quality complaint and the other is a specific HF-vs-JAX implementation mismatch; not clearly the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5/MoE-related runtime behavior, but the flash-attention position_ids crash and CPU offload rotary embedding issue are different code paths." + "reason": "Both mention Qwen3.5 MoE/rotary embedding, but one is a flash-attention crash from 3D position_ids handling and the other is CPU offload incompatibility; different code paths." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3_5MoeRotaryEmbedding uninitialized-memory bug are unrelated failures." + "reason": "Gemma4 FSDP2 KeyError vs Qwen3_5Moe rotary embedding materialization bug; unrelated models and failure modes." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; different symptoms and likely different fixes." + "reason": "Generic loading noise vs a specific inability to load ScandiBERT; same broad area but not the same underlying defect." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but gradient checkpointing/LoRA inefficacy and int4 reserved-memory OOM are distinct regressions." + "reason": "LoRA gradient checkpointing issue and int4 quantization OOM are different training/memory regressions." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-dimension training error and early-stopping metric configuration are unrelated." + "reason": "DeepSpeed weight-shape runtime error and early stopping metric lookup are unrelated training issues." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization bug and AMD GPU model support failure are different issues." + "reason": "Tokenizer detokenization bug vs AMD GPU model failure; no shared concrete code path." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "These are both loading-related, but they concern different models and no shared underlying failure is evident." + "reason": "Gemma3 ZeRO-3 loading IndexError and Qwen3Moe FineGrainedFP8 failure are distinct model/config regressions." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Different model families and different load-time errors; no sign of the same bug." + "reason": "Both are model-loading reports, but they are for different models and do not indicate the same bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "The remote-code regression theme is broad, but the specific AutoConfig missing-fields bug is not clearly the same concrete failure as the general report." + "reason": "Both involve remote-code / config loading, but one is missing fields in AutoConfig output while the other is a broader recent-version breakage claim; too broad to merge." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading failure for est-roberta vs flash-attn2 fallback blocking; unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention training/memory, but one is about gradient checkpointing with PEFT LoRA and the other about Qwen3 MoE memory usage." + "reason": "PEFT/gradient checkpointing and Qwen3 MoE memory usage are different regressions, even if both touch memory during training." }, { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Mistral tokenizer regex patch crash and flash-attn fallback blocking are separate subsystems." + "reason": "ImportError for missing Qwen2_5_VL class and bitsandbytes Int8Params constructor incompatibility are unrelated." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "Qwen2_5_VL import failure and bitsandbytes Int8Params incompatibility are different bugs." + "reason": "Mistral tokenizer regex patch crash vs flash-attn2 fallback selection logic; different subsystems." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram-int error and Gemma4 device-mismatch forward error are unrelated." + "reason": "MPS histogram type error in MoE and Gemma4 device mismatch under device_map=auto are different issues." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Voxtral tokenizer loading error and Molmo tied-weights attribute error are different model-specific bugs." + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on Molmo are not the same bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "A broad remote-code regression does not match the specific Gemma4 device-map forward bug." + "reason": "Remote-code loading regressions and Gemma4 PLE device placement mismatch are different failure modes." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and generic GLM5 loading failure are not the same failure mode." + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like registry logic and remote-code loading regressions are different code paths." + "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES logic is a registry bug, not the same as remote-code model breakage." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and Gemma4 device mismatch are separate runtime problems." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device mismatch are separate runtime problems." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code breakage and Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are unrelated." + "reason": "Remote-code breakage is broader than the specific Kimi-K2.5 tokenizer codec regression and warning mismatch." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different load errors; no duplicate evidence." + "reason": "Voxtral tokenizer error-message issue and glm-4v-9b load failure are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA model incompatibility across HF versions and a tie_word_embeddings warning during Qwen3.5 fine-tuning are not the same bug." + "reason": "LoRA compatibility across hf4.x/hf5.x and a warning about tie_word_embeddings are not the same defect." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility and YOLO multi-GPU device-map failure are unrelated." + "reason": "bitsandbytes constructor incompatibility vs YOLO multi-GPU device-map failure; different code paths." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping for Qwen multimodal models and remote-code model_class config_class handling are different issues." + "reason": "Composite Qwen config unwrapping from_config issue and remote-code model_class.config_class attribute error are both auto-model problems, but they are distinct bugs." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but convert_ids_to_tokens and convert_tokens_to_ids have different hot paths and fixes." + "reason": "Both are tokenizer performance regressions, but they hit different conversion directions and different hot loops." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "The general remote-code regression is too broad to equate with this specific config_class AttributeError without more evidence." + "reason": "Remote-code models breaking generally vs a specific config_class AttributeError in AutoModel.from_pretrained; related area, not the same bug." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer correctness, but they involve different model families and different tokenizer mechanisms." + "reason": "Both involve tokenizer regressions for DeepSeek-family models, but one is pre-tokenizer override behavior and the other is incorrect output on DeepSeek-Coder v1; not clearly one bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights and non-persistent buffer corruption are separate from one another." + "reason": "lm_head tying bug and non-persistent buffer corruption are separate model-state handling regressions." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same v5 docs problem: stale references to removed pipeline tasks/models in the summarization/translation docs." + "reason": "These are the same docs issue: both report that removed v5 pipeline task names are still mentioned in documentation." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "GLM-4v-9b loading failure and Molmo missing all_tied_weights_keys are different model-specific bugs." + "reason": "Different failing models and different errors: glm-4v-9b loading failure vs Molmo missing all_tied_weights_keys." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is grounded in the packet. The only accepted duplicate-style pair, issue:43827 \u2194 issue:44509, is well supported by the titles and fits the v5 docs cleanup theme. The rejected soft-edge pairs are phrased conservatively and do not overclaim duplication or mergeability. No PR pairs were present." + "feedback": "The summary is conservative and grounded in the packet. The chosen anchor issue is presented as a broad representative rather than a claimed exact duplicate hub, and the soft-edge rejections mostly avoid over-merging distinct model or subsystem bugs. The one accepted docs pair is well-supported by the titles. " }, "evaluator_used": true, "retried": false, @@ -1887,10 +1875,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:24643", "issue:30064", @@ -1960,8 +1948,8 @@ "issue:43596|issue:46515", "issue:44863|issue:46402", "issue:41553|issue:44991", - "issue:45325|issue:45902", "issue:43366|issue:44589", + "issue:45325|issue:45902", "issue:43638|issue:46515", "issue:43716|issue:44560", "issue:45663|issue:45823", @@ -1969,24 +1957,24 @@ "issue:44155|issue:45584", "issue:43824|issue:43957", "issue:42617|issue:43366", - "issue:43950|issue:45834", "issue:44560|issue:45685", + "issue:43950|issue:45834", "issue:44560|issue:44918" ], - "prepared_review_unit_hash": "b3f11ead635fc4ea842b396ce0cab22a05caa78f9db6849bff229069670c163c", + "prepared_review_unit_hash": "986c275c397c21b70b5d48f2276a04564c96251f6ac6b3c4818a976b9701777d", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36762, + "serialized_chars": 36763, "estimated_input_tokens": 9191, "estimated_eval_tokens": 18638 }, @@ -1995,198 +1983,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and does not form one coherent duplicate cluster. The only clear duplicate-looking edge is the pair of training-loss double-shift reports; the rest are similar only at the subsystem or symptom level and should stay separate.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 46894 is the best representative because it states the underlying training-loss double-shift bug directly and is the earlier, clearer report; 46897 appears to be the same bug on another model.", + "summary": "This cluster is mostly heterogeneous issue reports with only two likely true duplicate pairs: two nearly identical mask-shape IndexError reports, and two training-loss double-shift reports. No PRs are present.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 46894 is the clearest representative of the only strongly duplicate-looking bug family in the set: the training-loss double-shift regression, explicitly linked to the same pattern as Moonshine #46784.", "canonical_pr_reason": null, - "best_issue_reason": "46894 is the strongest standalone issue in the set and the only solid anchor for deduplication within this mostly unrelated collection.", + "best_issue_reason": "Issue 46894 is the best anchor for triage because its bug description is explicit, model-agnostic, and it has the strongest duplicate signal among the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are Whisper/audio-related, but one is a generic run failure and the other is a specific fbank feature extraction problem; not the same concrete bug." + "reason": "Both are audio/Whisper-related, but one is a generic model-run failure and the other is a specific fbank helper issue; no clear shared root cause." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different failures: Trainer signature mismatch versus a tensor mask shape IndexError." + "reason": "Different failures: unexpected compute_loss kwarg vs a tensor/mask shape mismatch." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention Qwen3 and DeepSpeed, but one is about weight conversion/loading and the other is about gradient averaging; different bugs." + "reason": "Both mention DeepSpeed and Qwen models, but one is about weight conversion/loading and the other is about gradient averaging with loss kwargs." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same training-loss double-shift bug pattern, likely fixed by one shared change." + "reason": "Same reported bug pattern: training-loss double-shift regression, with nearly identical framing and likely the same trainer code path." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing effectiveness and a missing supports_gradient_checkpointing flag are related only loosely; not the same bug." + "reason": "Gradient checkpointing behavior in PEFT LoRA is a different issue from a missing supports_gradient_checkpointing flag on a specific trust_remote_code model." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 loading issues on Qwen variants, but the models and failure modes differ enough that they do not look like one bug." + "reason": "Both are ZeRO-3 loading failures, but they affect different Qwen variants and describe different missing-weight symptoms; not enough to call them the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different loading failures; not a duplicate." + "reason": "Unrelated model-loading problems for different architectures and symptoms." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated issues: a DeepSpeed training runtime error versus an image processor segmentation-map failure." + "reason": "Training with DeepSpeed hitting a weight dimensionality error is unrelated to image-processor void segmentation-map handling." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen regressions, but one is a broad v5.3.0 regression and the other is a specific StopIteration path; not enough to merge." + "reason": "Both are Qwen vision/video regressions, but the concrete failures differ: a video input regression vs a StopIteration in video/embedding processing." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same generic mask-shape error wording, but no evidence they hit the same code path or model." + "accept": true, + "reason": "Near-identical IndexError signature about mask shape not matching indexed tensor shape; these look like the same underlying indexing bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "One is GGUF architecture support, the other is a dtype mismatch under autocast; unrelated." + "reason": "GGUF support for gpt-oss is unrelated to a Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different code paths and symptoms: RLHF/SDPA fallback versus flash-attention handling of s_aux=None." + "reason": "Different code paths: RLHF gradient explosion from 3D position_ids/SDPA fallback vs a flash-attention crash on s_aux=None." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and different failures: image-preprocessor dtype mismatch versus a broken Nemotron example." + "reason": "A model/preprocessor dtype mismatch is not the same as the broken Nemotron example loading issue." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF support for gpt-oss and a sliding_window issue in Qwen3-MoE are unrelated." + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are different problems." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading are separate problems." + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Zero-3/Bert index error versus a broad torch compatibility complaint; not the same bug." + "reason": "A ZeRO-3 zero-size index error on BertModel and a torch version incompatibility are not the same underlying bug." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different Nemotron/Sam3 loading problems with different symptoms and code paths." + "reason": "Both involve Nemotron/Sam3 loading, but one is checkpoint loading for NemotronH and the other is missing text encoder weights for Sam3Model." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading issues, but for different models and different error modes." + "reason": "Tokenizer error-message quality for Voxtral is unrelated to a tokenizer loading failure for est-roberta." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Different bugs: temporal position scaling in Qwen2.5-VL versus uninitialized inv_freq after meta-to-empty materialization." + "reason": "gpt-oss GGUF support and a Float8 storage lookup error are different issues." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Architecture support for gpt-oss and a Float8 storage lookup error are unrelated." + "reason": "Qwen2.5-VL rope-index scaling and uninitialized inv_freq after meta->to_empty materialization are distinct bugs." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different root causes and symptoms; no duplicate evidence." + "reason": "The BertModel ZeRO-3 index error is unrelated to a torch 2.4.1 compatibility complaint." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3-vl video StopIteration are separate multimodal bugs." + "reason": "Different failure modes: image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "FSDP2 shared_kv_states logic and a PLE device-map mismatch are different forward-pass issues." + "reason": "Gemma4 FSDP2 KeyError in attention is unrelated to a PLE device mismatch during forward." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8Config failure and meta-device loading breakage are different model-loading problems." + "reason": "Qwen3Moe FP8 failure and meta-device loading regressions are not the same root problem." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are unrelated." + "reason": "Batched inference token leakage across tracks is unrelated to Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import exposure for a missing class versus model-loading breakage on meta device; not the same issue." + "reason": "A missing exported Qwen2_5_VL class is different from meta-device loading breakage." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A failed 3d_parallel.py run and GGUF gpt-oss support are unrelated." + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." }, { - "left": "issue:43950", - "right": "issue:45834", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 long-ocr index errors are different regressions." + "reason": "Qwen3-VL video StopIteration and an MPS histogram implementation error are unrelated." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43950", + "right": "issue:45834", "accept": false, - "reason": "Qwen3-vl video StopIteration and an MPS histogram limitation on Int are unrelated." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video embedding StopIteration and TRL SFT unpacking failure are different code paths and bugs." + "reason": "Both involve Qwen3.5/Qwen3-VL, but one is a video-processing StopIteration and the other is a TRL SFT embedding unpacking failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft edge (46894/46897) is supported by both titles describing the same training-loss double-shift pattern, while the other pairs are reasonably left as non-duplicates based on differing models, symptoms, or code paths." + "feedback": "The summary stays grounded in the packet: it only calls two duplicate pairs likely, and both are well supported by the issue titles/body patterns. The soft-edge verdicts are generally conservative and avoid overclaiming shared root cause; the two accepted pairs are strongly textually aligned. No PR pair concerns apply because there are no PRs." }, "evaluator_used": true, "retried": false, @@ -2202,10 +2190,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:36010", "issue:38175", @@ -2256,9 +2244,9 @@ "issue:47254" ], "soft_pairs": [ + "issue:44683|issue:46515", "issue:41553|issue:44488", "issue:43645|issue:43646", - "issue:44683|issue:46515", "issue:36010|issue:42915", "issue:44910|issue:46858", "issue:43550|issue:44910", @@ -2281,26 +2269,26 @@ "issue:42915|issue:44756", "issue:43644|issue:44534", "issue:42491|issue:45276", - "issue:44960|issue:44977", "issue:44451|issue:44488", + "issue:44960|issue:44977", "issue:45507|issue:46468", "issue:44863|issue:46846", "issue:45313|issue:45357" ], - "prepared_review_unit_hash": "b4ab555a743f338c11d96f0bd4095eb1431176052bf2384ba7fb27992468732f", + "prepared_review_unit_hash": "aa399fce53bf217c258c95da0c3eed93c9159323f44bc05b6a2f5cc9e4c355a5", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35962, + "serialized_chars": 35964, "estimated_input_tokens": 8991, "estimated_eval_tokens": 18238 }, @@ -2309,198 +2297,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regressions with only a few true duplicate pairs. The clearest duplicates are the custom-model initialization break and the non-persistent buffer junk regression; the SigLIP2 checkpoint output reports also look like the same underlying model bug.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43646 is the broadest and most representative issue among the true duplicate candidates: it describes the core custom model initialization regression, while issue:43645 is just the notebook-specific manifestation.", + "summary": "This cluster is really several small, unrelated duplicate groups rather than one single issue. The strongest true duplicates are the v5 non-persistent-buffer regression, the SigLIP2 result regression, the custom model initialization regression, and the Gemma4 4-bit dtype-cast regression; most other soft pairs are only loosely related and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43644 is the clearest canonical issue for one of the true duplicate mini-clusters: it is an early, general report of the Transformers v5 non-persistent-buffer regression and matches 44534 very closely.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best cluster anchor because it is the most general, clearly stated v5 regression and likely subsumes related custom-model initialization reports better than the narrower variants.", + "best_issue_reason": "issue:43644 is the best single issue to anchor the cluster because it is a strong, generalized duplicate target with an exact title-level match to a later report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch/version incompatibilities, but they describe different failures, versions, and code paths; too broad to be the same bug." + }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but they concern different models and different reported failure modes; not enough evidence of the same code-path bug." + "reason": "Both are model-loading complaints, but they involve different models and different reported failures; no clear shared root cause." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom model initialization regression in Transformers v5; one report is notebook-specific, the other is the general breakage." - }, - { - "left": "issue:44683", - "right": "issue:46515", - "accept": false, - "reason": "Different torch version compatibility problems in different contexts; no indication they are the same fixable bug." + "reason": "These appear to be the same custom-model initialization regression, with 43645 just adding the Jupyter-specific reproduction context." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Completely different failures: an import error versus a Qwen3Moe FP8 loading problem." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache internals, but the failure mechanisms are different: illegal memory access from misread position_ids versus slice arithmetic on a device tensor." + "reason": "Both involve attention/cache behavior, but one is a flash-attn packed-sequence bug and the other is a static-cache slice-arithmetic bug on non-CUDA backends." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models, different attention implementations, and different crash modes; too broad to be the same bug." + "reason": "Different models and different failure modes; one is SDPA/torch.compile on Bamba, the other is flash-attn on Qwen3.5." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "A Gemma4 device-mismatch issue is unrelated to a generic torch version incompatibility report." + "reason": "Device-map mismatch on Gemma4 is not the same as a torch-version incompatibility." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both mention PEFT/gradient checkpointing, but one is a Transformers v5 regression and the other is a PEFT + DeepSpeed ZeRO-3 checkpoint error; not clearly the same issue." + "reason": "Both mention PEFT, checkpointing, and ZeRO-3, but one is ineffective checkpointing and the other is a hard CheckpointError; not the same concrete bug." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but one is a silent Granite-wide token-id bug while the other is a DeepSeek-Coder tokenizer gap; different model families and likely different fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and are described as different fixes/regressions." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping edge case and Gemma4 device placement failure are unrelated." + "reason": "Tokenizer mapping utility bug and Gemma4 device mismatch are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Both are runtime errors, but the model/task and failure mechanics are different; not the same underlying bug." + "reason": "Both are index/mask errors, but the model, input path, and failure mechanism are different." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they affect different model families and are not clearly the same validation regression." + "reason": "Both sound like config-validation breakages, but they affect different model types and there is no evidence of the same underlying bug." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same specific SigLIP2 checkpoint and same broken inference behavior; one reports zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + "reason": "Same SigLIP2 model regression: 43994 is essentially the later, more explicit reproduction of the zero-probability/nonsensical-output problem." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "A ZeRO-3/BertModel index error is unrelated to the tokenizer-mapping failure in add-new-model-like." + "reason": "Deepspeed ZeRO-3 with BertModel is unrelated to the tokenizer-mapping failure in add-new-model-like." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different subsystems and symptoms: DeepSpeed zero3 initialization versus tokenizer mapping logic." + "reason": "Different failure domains: ZeRO-3 initialization vs tokenizer-mapping logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer generation tooling and a tensor mask shape error are not the same bug." + "reason": "Tokenizer-mapping failure is unrelated to the mask-shape indexing error." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/compatibility, but one is a qwen3_moe LoRA version mismatch and the other is a BitNet packed-weights accelerate-loading bug." + "reason": "Both involve loading/packing changes, but they are on different models and different mechanisms." }, { "left": "issue:45672", "right": "issue:46899", - "accept": false, - "reason": "Related Gemma4 multimodal quantization area, but one is specifically an audio uint8 torch.finfo TypeError and the other is unsafe casting in multimodal embedders." + "accept": true, + "reason": "These look like the same Gemma4 multimodal 4-bit quantization dtype-cast problem, with 46899 expanding it to audio and vision embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Both are v5 regressions, but the issues are unrelated: hf initialization flag breakage versus long OCR index errors." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map dequantized loading and Strix Halo mmap OOM are different loading problems with different fixes." + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different issues." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "A cudaErrorAssert during auto device mapping is unrelated to a qwen3_moe FineGrainedFP8Config failure." + "reason": "Qwen3 auto device-mapping cuda assert and Qwen3Moe FineGrainedFP8Config failure are different problems." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is a direct inference regression and the other is a documentation example with multiple distinct errors; not the same underlying bug." + "reason": "Related only by SigLIP2; one is a model output regression, the other is a docs example with model/processor mismatch and quantization issues." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different models and different failure classes; no shared code-path evidence." + "reason": "Qwen3Moe FP8 loading and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are the same Transformers v5 non-persistent buffer regression stated with nearly identical wording." + "reason": "Very likely the same non-persistent-buffer junk-fill regression; the titles are essentially the same issue stated twice." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA version incompatibility and gemma4 resize_token_embeddings behavior are different issues." + "reason": "Qwen3Moe LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "Different models and different flash-attention failures; similar wording is not enough to merge them." + "reason": "Both are load failures for different BERT models, but there is not enough evidence they share one root cause." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both fail to load specific BERT checkpoints, but the titles do not show the same checkpoint family or the same root cause, so this is too weak to merge." + "reason": "Different models and different failure descriptions; no sign of a shared bug." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Invalid method calls in GraniteMoEHybrid and a broken official Nemotron example are unrelated." + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel plan issues are different bugs." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan OOM/shape errors are different code paths." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is incorrect visual encoder key saving; different code paths and fixes." + "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect saved visual encoder keys; different regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative on the soft edges. The anchor choice is reasonable, the duplicate calls are supported by near-identical titles, and the rejections avoid over-merging on weak similarity." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pairs are supported by close title/body alignment, especially the exact non-persistent-buffer match, the SigLIP2 regression, the custom-model initialization regression, and the Gemma4 4-bit dtype-cast regression. The rejected pairs are generally phrased cautiously and do not overclaim a shared root cause." }, "evaluator_used": true, "retried": false, @@ -2516,10 +2504,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:39692", "issue:41720", @@ -2576,13 +2564,13 @@ "issue:39692|issue:43994", "issue:43644|issue:43645", "issue:43257|issue:43854", - "issue:43856|issue:43873", "issue:42491|issue:45335", + "issue:43856|issue:43873", "issue:42491|issue:45292", "issue:43854|issue:43931", "issue:43708|issue:44075", - "issue:43856|issue:44387", "issue:44164|issue:44291", + "issue:43856|issue:44387", "issue:45488|issue:45812", "issue:44960|issue:46050", "issue:45276|issue:45335", @@ -2600,17 +2588,17 @@ "issue:42947|issue:45704", "issue:45663|issue:45859", "issue:44155|issue:45823", - "issue:44079|issue:46829", - "issue:43957|issue:44756" + "issue:43957|issue:44756", + "issue:44079|issue:46829" ], - "prepared_review_unit_hash": "4dabee40f272c1dcac34090a500c70287f69dc79c40806d6e47890ac3c19ea58", + "prepared_review_unit_hash": "46ee4387ecdc5fc52a608b4823f14a5608d963ca69dc15558e956b9658fe092c", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, @@ -2625,198 +2613,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is thematically related around Transformers 5.x regressions, but the items mostly describe distinct model-specific bugs and API issues rather than one duplicate chain. I did not find any soft-edge pair that is clearly the same concrete bug/change.", - "confidence": 0.67, - "canonical_issue_reason": "issue:46459 is the best single representative: it is a concrete, high-impact composite-model loading regression with a clear repro and broad downstream impact, whereas most other issues are narrower model-specific failures.", + "summary": "This set is heterogeneous: the soft pairs mostly share broad themes (Transformers 5.x regressions, loading, quantization, embeddings) but not the same concrete bug or change. I would not merge any of the proposed edges.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a clean canonical for this set; the items span unrelated bugs and model-specific regressions rather than one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46459 is the strongest global candidate because it captures the cluster\u2019s main loading/dtype regression theme and has broader applicability than the more model-specific reports.", + "best_issue_reason": "No issue stands out as a global best representative because the overlaps are mostly topical, not the same underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling during model construction/loading, but one is about ignored load dtype on composite checkpoints and the other about stale config.dtype after from_config; related area, different bug." + "reason": "Related dtype behavior, but one is about loading composite checkpoints and the other about from_config leaving config.dtype stale; different bug locations." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model load regressions on transformers>=5, but they affect different models and appear to have different failure modes." + "reason": "Both are load failures, but they affect different tokenizer/model setups and appear to be separate incompatibilities." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2 bad outputs, but one is a docs/example mismatch plus quantization failure while the other is an AutoModel/pipeline result issue; not clearly the same code path." + "reason": "SigLIP2 doc/example errors vs. a model inference regression on siglip2-base; same family, different failure modes and code paths." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is about non-persistent buffers being junk-filled, the other about custom-model initialization in Jupyter; same release, different bugs." + "reason": "One is about non-persistent buffers being initialized with junk, the other about custom models in Jupyter notebooks; not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and symptoms: Qwen3 MoE conversion with accelerate/deepspeed versus GLM-4.7 load failures in unit tests." + "reason": "Different models and different load paths: Qwen3 MoE conversion under accelerate/deepspeed vs GLM-4.7-Flash loading in tests." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:42491", + "right": "issue:45335", "accept": false, - "reason": "One is Qwen3 MoE training memory usage, the other is quantization/offloading behavior; broad subsystem overlap only." + "reason": "Both mention training/model plumbing, but one is a Qwen3 MoE LoRA compatibility issue and the other is a T5Gemma resize_token_embeddings bug." }, { - "left": "issue:42491", - "right": "issue:45335", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "LoRA checkpoint compatibility on hf5.x versus resize_token_embeddings not updating decoder embeddings; unrelated concrete failures." + "reason": "Both are memory-related, but one is MoE training memory usage and the other is offloading failing with quantization; different underlying problems." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different model-loading/compatibility issue versus a resize_token_embeddings propagation bug." + "reason": "The LoRA/Qwen3 MoE issue is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7 unit-test load failure and Qwen3-VL shape mismatch are separate model-specific loading bugs." + "reason": "Both are model loading issues, but they concern different models and distinct failure signatures." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint resumption math and optimizer argument handling are unrelated." + "reason": "Trainer checkpoint resumption math is unrelated to SGD arguments being ignored." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Training memory efficiency and int4 quantization reserved-memory OOM are different resource-management bugs." + "reason": "Save/from_pretrained extra_state handling is separate from init_empty_weights rejecting an unexpected argument." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument compatibility are distinct serialization/loading regressions." + "reason": "Both involve memory, but one is Qwen3 MoE training memory usage and the other is CUDA reserved memory growth under int4 quantization." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families; no shared concrete code path is evident." + "reason": "Both are tokenizer regressions, but one changes pre-tokenizer behavior for DeepSeek V3/R1 and the other returns wrong token IDs for Granite models." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading and sinq save/load breakage are unrelated issues." + "reason": "GLM5 loading and quantized save/load corruption are different bugs affecting different code paths." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings propagation bugs, but they target different architectures and different nested embedding fields." + "reason": "Both are resize_token_embeddings complaints, but they target different architectures and different missing embedding updates." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different runtime failures." + "reason": "One is Qwen3.5 chat crash, the other is Gemma4Processor missing _tokenizer in serve; not the same defect." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading failures are separate regressions." + "reason": "Torch version incompatibility and meta-device loading failures are separate issues." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init_empty_weights argument and mmap-induced OOM are unrelated." + "reason": "Unexpected _is_hf_initialized in init_empty_weights is unrelated to mmap causing OOM on Strix Halo." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/vocab mismatch reports for different models; not the same underlying bug." + "reason": "One is tokenizer vocab size mismatch, the other is a model loading regression for a specific checkpoint; not the same bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping and AudioFlamingo3 batched inference leak are unrelated." + "reason": "CUDA assert with auto device mapping on Qwen3 is unrelated to AudioFlamingo3 batched inference token leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention state rebuild and Qwen 3.5/3.6 text_config unwrapping are different model-loading/training issues." + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3.5 multimodal from_config unwrapping are different composite-model bugs." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/example failure and GLM5 loading are different models and different bug classes." + "reason": "SigLIP2 doc/example problems are unrelated to GLM5 loading." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-attention illegal memory access from packed-sequence misinterpretation versus AttributeError on s_aux=None are different failures in different code paths." + "reason": "Flash-attention illegal-access on Qwen3.5 and s_aux=None crashes in flash_attention.py are different failure modes." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both are double-shift training-loss bugs, but they affect different model families and there is no evidence of a shared implementation bug." + "reason": "They share a double-shift symptom, but they are different model families and not clearly the same underlying implementation bug." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head weights, but they are separate multimodal model classes with no clear shared code path from the titles alone." + "reason": "Both involve lm_head tying, but one is Mistral3 conditional generation and the other is AyaVision; different model-specific fixes." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading behavior and int4 reserved-memory OOM are related only at a high level, not the same bug." + "reason": "Offloading/quantization behavior and increased reserved memory under int4 quantization are related only at a high level, not the same bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing ineffectiveness in PEFT LoRA and a T5 RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing ineffectiveness with PEFT LoRA is unrelated to T5 using apex.FusedRMSNorm and its memory leak." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Gemma4/FSDP2 state bug versus Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3.5MoeTextRotaryEmbedding CPU-offload incompatibility are separate issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leak and Gemma4 PLE device mismatch are distinct runtime issues." + "reason": "AudioFlamingo3 batch leakage is unrelated to Gemma4 PLE device mismatch under device_map='auto'." }, { - "left": "issue:44079", - "right": "issue:46829", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "ModelOutput key assignment bug and VideoPrism hidden_states mispopulation are different output-structure problems." + "reason": "Meta-device loading breakage and mmap-induced OOM on Strix Halo are different problems." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:44079", + "right": "issue:46829", "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOM are different loading/memory issues." + "reason": "ModelOutput key assignment bug and VideoPrism output field mispopulation are different output-structure issues." } ] }, @@ -2835,10 +2823,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:36010", "issue:39404", @@ -2897,17 +2885,17 @@ "issue:44387|issue:44756", "issue:45276|issue:45292", "issue:44292|issue:44912", - "issue:43381|issue:44928", "issue:43957|issue:47332", + "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:42796|issue:46326", "issue:45588|issue:45663", - "issue:43645|issue:44164", "issue:43425|issue:47228", + "issue:43645|issue:44164", "issue:43854|issue:45216", "issue:45684|issue:45698", - "issue:45292|issue:45335", "issue:44589|issue:44756", + "issue:45292|issue:45335", "issue:43425|issue:43828", "issue:44402|issue:44451", "issue:43646|issue:43708", @@ -2920,214 +2908,214 @@ "issue:44530|issue:45084", "issue:39404|issue:45701" ], - "prepared_review_unit_hash": "7c49db93f71302c5f6affd5b78db9f1c7773e1034ac35524bcb4e88e5580d069", + "prepared_review_unit_hash": "cf5bc5c16b553f2f248a6a9d79f729e0347a53618ca380e6c35d0c20c6baea3c", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36280, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated despite superficial overlap. The only clear duplicate families here are the `resize_token_embeddings` regression reports and the training-loss double-shift reports; the `resize_token_embeddings` issue is the best canonical anchor.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45292 is the cleanest general statement of the shared `resize_token_embeddings` bug, and it matches the more model-specific reports in issue:45276 and issue:45335.", + "summary": "Most pairs are clearly different bugs despite superficial subsystem similarity. The strongest true duplicates are the resize_token_embeddings reports and the training-loss double-shift reports.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the generic resize_token_embeddings failure directly and matches the closely related model-specific reports around the same embedding-update bug.", "canonical_pr_reason": null, - "best_issue_reason": "It is the most model-agnostic, reusable duplicate target among the issues shown, with clear manifestations across multiple model variants.", + "best_issue_reason": "issue:45292 is the clearest representative of a real duplicate cluster: it is generic, concrete, and aligns with the related embedding resize reports better than the more model-specific variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different bugs: sparse-layer construction vs Gemma4 FSDP2 shared_kv_states handling." + "reason": "Different bugs: sparse-layer creation in SwitchTransformers config vs Gemma4 FSDP2 shared_kv_states rebuild during attention." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; not the same concrete bug." + "reason": "Both are Nemotron-related, but one is checkpoint loading failure and the other is a broken example; not the same concrete bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions in different model families and code paths." + "reason": "Qwen VL video-input regression and granite_speech strict-config loading are unrelated failure modes." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline `return_language` behavior." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are distinct issues." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth vs mmap behavior on Strix Halo." + "reason": "Both mention OOM, but one is int4 CUDA reserved memory growth and the other is mmap behavior on Strix Halo; different root causes." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings` propagation bug, with 45276 being a model-specific manifestation." + "reason": "Same underlying resize_token_embeddings bug: embeddings/output layers are not updated consistently across related model variants." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/loading problems with different symptoms and likely different fixes." + "reason": "Different quantization/load problems: Qwen-3-8B-NVFP4 error vs MXFP4 fallback to bf16." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:43957", + "right": "issue:47332", "accept": false, - "reason": "Gradient checkpointing eval-mode issue is unrelated to RLHF NaN from 3D position_ids / SDPA fallback." + "reason": "Loading with torch.device('meta') and saving a disk-offloaded model are different code paths and failure modes." }, { - "left": "issue:43957", - "right": "issue:47332", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Different model-loading/offloading failures on different models and paths." + "reason": "Gradient checkpointing in eval mode is unrelated to the RLHF NaN/SDPA fallback regression." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap-triggered OOM." + "reason": "extra_state save/from_pretrained handling and mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling and `continue_final_message` are distinct tokenizer behaviors." + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer regressions." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash is a different issue from Gemma4 FSDP2 `shared_kv_states` rebuilding." + "reason": "flash_attention s_aux=None crash is unrelated to Gemma4's shared_kv_states/FSDP2 issue." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43425", + "right": "issue:47228", "accept": false, - "reason": "Custom-model notebook init regression is unrelated to `extra_state` save/from_pretrained handling." + "reason": "Torch version incompatibility and Sam3 bf16 compilation regression are different problems." }, { - "left": "issue:43425", - "right": "issue:47228", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Torch compatibility breakage and Sam3 bf16 compilation regression are different code paths." + "reason": "Jupyter custom-model initialization breakage is not the same as extra_state save/from_pretrained failure." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test model loading failure and Qwen3.5 save_pretrained regression are different problems." + "reason": "GLM-4.7 test loading issue and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Permissions propagation from source files is not the same as loading the wrong custom module after save_pretrained." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both report the same `resize_token_embeddings` bug affecting model embeddings/output embeddings." + "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is loading the wrong custom module; not the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Storage-object lookup failure is unrelated to mmap/OOM behavior." + "reason": "Float8 storage lookup error is unrelated to disabling mmap to avoid OOM." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings defect: one report names output_embeddings, the other decoder.embed_tokens, but both describe the same missing propagation." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same as the autocast dtype-mismatch bug." + "reason": "Torch 2.10 incompatibility is unrelated to the autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab mismatch and model load failure are different issues." + "reason": "Tokenizer vocab-size inconsistency and ScandiBERT load failure are different issues." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression is unrelated to Trainer `max_steps` miscalculation on checkpoint resume." + "reason": "Custom model initialization in notebooks and Trainer resume_from_checkpoint max_steps miscalculation are unrelated." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different concrete bugs." + "reason": "Torch compatibility issue and YOLO multi-GPU device_map auto failure are different code paths." }, { "left": "issue:46894", "right": "issue:46901", "accept": true, - "reason": "Same training-loss double-shift pattern: both describe labels being shifted incorrectly during loss computation." + "reason": "These are the same training-loss double-shift bug: both describe training against labels shifted by one position instead of the intended labels." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention regression is unrelated to Gemma4 PLE device mismatch." + "reason": "Compiled flex_attention failure on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility is different from the image-preprocessor/model dtype mismatch." + "reason": "Torch 2.10 incompatibility is not the same as the Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs and slower `convert_tokens_to_ids` are separate tokenizer regressions." + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are both tokenizer regressions, but not the same concrete bug." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression and CodeLlama round-trip space loss are unrelated tokenizer issues." + "reason": "Performance regression in convert_tokens_to_ids and CodeLlama leading-space round-trip bug are distinct." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache group-type crash is unrelated to non-template-node compilation failure." + "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are different failures." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline regression is unrelated to tokenizer-version-dependent tokenization changes." + "reason": "Whisper pipeline return_language regression and tokenizer version-change behavior are not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical `resize_token_embeddings` anchor at issue:45292 is well-supported by the closely related model-specific reports in issue:45276 and issue:45335, and the training-loss double-shift pair is also a reasonable duplicate callout. The unrelated pairs are correctly rejected rather than over-merged." + "feedback": "The conclusions are grounded in the packet, and the accepted soft-edge pairs are conservative and well-supported by the titles/descriptions. The canonical issue choice is reasonable, and the summary does not overstate weaker matches." }, "evaluator_used": true, "retried": false, @@ -3143,10 +3131,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:36032", "issue:39404", @@ -3203,11 +3191,11 @@ "issue:44589|issue:45084", "issue:39404|issue:46665", "issue:44164|issue:45759", - "issue:36032|issue:43452", "issue:43994|issue:44079", "issue:40990|issue:47331", - "issue:44265|issue:44898", + "issue:36032|issue:43452", "issue:43901|issue:44509", + "issue:44265|issue:44898", "issue:44991|issue:45081", "issue:46050|issue:46326", "issue:43906|issue:46326", @@ -3221,132 +3209,132 @@ "issue:44488|issue:44987", "issue:43856|issue:44756", "issue:44488|issue:45081", - "issue:36032|issue:42915", "issue:43632|issue:47050", + "issue:36032|issue:42915", "issue:43716|issue:45084", - "issue:43746|issue:47331", "issue:42796|issue:43404", "issue:45479|issue:46894", + "issue:43746|issue:47331", "issue:43611|issue:43644" ], - "prepared_review_unit_hash": "9b55eded07e48c47e6e78c96350750869e3c36bb2d3ca4c9fdab9a8d3966fdf8", + "prepared_review_unit_hash": "085d1a0e7b12e81356a9eacc4d2342b44f4a57a7d12278e1606c6e77a73d92fe", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37016, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "serialized_chars": 37018, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear thematic thread is a loose set of Transformers v5 loading/initialization regressions, but none of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43611 is the broadest and most central of the v5 regression reports here: it targets model loading breakage in Transformers 5.0.0 and best represents the shared initialization/loading theme.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regression reports. The soft pairs share broad themes like loading, tokenizers, or multimodal models, but they do not look like the same concrete bug path, so I\u2019d reject them all. Issue 43611 is the best canonical representative because it is the broadest and most central v5 model-loading regression in the set.", + "confidence": 0.79, + "canonical_issue_reason": "43611 is the clearest broad v5 loading regression and best represents the cluster\u2019s dominant theme of model-init/load breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best issue to anchor the cluster because it is a general, high-signal v5 model-loading regression; the other candidates are either narrower model-specific failures, tokenizer bugs, docs issues, or unrelated runtime errors.", + "best_issue_reason": "43611 is the most generally phrased and actionable issue among the set; it captures the shared \u2018v5 breaks loading models\u2019 theme better than the narrower, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 breakage reports, but one is about base_model_prefix loading and the other about custom model initialization in Jupyter; different failure modes and likely different fixes." + "reason": "Both are v5-era loading/init problems, but one is base_model_prefix handling and the other is custom-model behavior in notebooks; different failure modes and code paths." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression on Qwen VL models is unrelated to a generic mask-shape IndexError; no evidence of the same code path." + "reason": "These concern unrelated bugs: a video-input regression in Qwen VL models versus a generic mask/index shape error." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "One is a float8 storage lookup error, the other is a template-node compilation error; different subsystems and root causes." + "reason": "Completely different failures: float8 storage lookup versus template compilation." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline return_language behavior and from_pretrained-inside-classes inconsistency are separate issues." + "reason": "Whisper pipeline return_language and from_pretrained inside Python classes are separate issues with different symptoms and paths." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and composite Qwen text_config unwrapping are different loading problems." - }, - { - "left": "issue:36032", - "right": "issue:43452", - "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and gguf_file handling for AutoTokenizer/AutoModel are distinct loader failures." + "reason": "One is extra_state serialization/load handling; the other is composite config unwrapping for Qwen multimodal configs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment bugs are different behaviors with different likely code paths." + "reason": "A bad model/pipeline output on SigLIP2 is not the same bug as ModelOutput key assignment when a key was previously None." }, { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Metal quantization batch corruption are unrelated problems." + "reason": "Unrelated: perplexity anomaly on gpt-oss versus MetalConfig batched quantized generation corruption." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "torch.export failures from torch_compilable_check are not the same as Perceiver non-default-resolution interpolation failures." + "reason": "Both involve loading, but one is a T5Tokenizer special-tokens conflict and the other is gguf_file handling for AutoTokenizer/AutoModel." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline/task documentation changes and not the same underlying bug." + "reason": "Both are docs issues, but they cover different pipeline-task deprecations and different documentation sections." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolation behavior." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures on different models; not the same concrete bug." + "reason": "Both are tokenizer-load failures, but for different models and different internal causes; not the same concrete bug." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage via sinq is unrelated to continue_final_message on mistral_common tokenizers." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction of another issue and a tokenizer-specific continue_final_message bug are not the same bug." + "reason": "A reproduction of another issue and a mistral_common tokenizer bug do not share the same underlying defect." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading failure are different issues." + "reason": "Incorrect CamemBERT masked-LM predictions and est-roberta tokenizer loading are different bugs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Generic reproduction report vs Qwen3.5 PagedAttentionCache crash; different code paths." + "reason": "These are unrelated subsystems: a reproduction issue versus a paged-attention cache crash on Qwen3.5." }, { "left": "issue:39404", @@ -3358,85 +3346,85 @@ "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both mention Gemma4, but one is a device-map forward mismatch and the other is a 4-bit dtype-cast bug in multimodal embedders; different fixes." + "reason": "Both are Gemma4 multimodal issues, but one is device placement and the other is unsafe dtype casting in 4-bit quantized embedders." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel initialization and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "deepspeed zero3/BertModel index error is unrelated to compiled flex_attention on torch>=2.9." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling and TimesFM window_size AttributeError are different bugs." + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are distinct problems." }, { "left": "issue:44756", "right": "issue:47333", "accept": false, - "reason": "Strix Halo mmap OOM and disk-offloaded Qwen3-30B-A3B save failure are distinct storage/offloading problems." + "reason": "Strix Halo mmap/OOM mitigation and disk-offloaded Qwen3 save failure are different code paths." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Two different model-loading failures; same broad area but not the same underlying bug." + "reason": "Different models and different load failures; they only share a superficial 'loading broke' theme." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are separate memory issues with different causes." + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures in different model families; no shared concrete bug." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "T5 tokenizer init conflict and Qwen3Moe fine-grained FP8 failure are unrelated." + "reason": "Unrelated tokenizer-load failures with different model families and causes." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "_is_hf_initialized flag breakage and Canine fp16 ONNX attention dtype mismatch are different problems." + "reason": "_is_hf_initialized breakage and ONNX fp16 attention dtype mismatch are unrelated." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and template-node compilation failure are unrelated." + "reason": "T5 tokenizer special-tokens conflict and Qwen3Moe FineGrainedFP8Config failure do not share a code path." }, { - "left": "issue:43746", - "right": "issue:47331", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech and Metal quantization batch corruption are unrelated." + "reason": "Mistral-3 dtype mismatch in multimodal preprocessing is unrelated to template compilation errors." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3ForConditionalGeneration are different bugs, even if both involve Mistral-family models." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different Mistral3 issues." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss classification bug and ASR double-shift training-loss bug are different loss-shaping issues." + "reason": "A sequence-classification zero-loss bug and an ASR training-loss double-shift bug are not the same defect." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT local-checkpoint loading and MetalConfig batch corruption are unrelated." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about loading with base_model_prefix and the other about non-persistent buffer initialization; not the same defect." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; they are not the same bug." } ] }, @@ -3455,10 +3443,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:34567", "issue:36032", @@ -3510,8 +3498,8 @@ "issue:47331" ], "soft_pairs": [ - "issue:44462|issue:46489", "issue:44661|issue:44683", + "issue:44462|issue:46489", "issue:43299|issue:43931", "issue:46285|issue:46402", "issue:43541|issue:45084", @@ -3523,11 +3511,11 @@ "issue:43643|issue:44530", "issue:36032|issue:43645", "issue:40444|issue:46326", - "issue:34567|issue:40444", "issue:44737|issue:45859", + "issue:34567|issue:40444", "issue:39404|issue:44671", - "issue:43644|issue:43646", "issue:42175|issue:46178", + "issue:43644|issue:43646", "issue:44987|issue:44991", "issue:44206|issue:44220", "issue:45084|issue:45507", @@ -3535,18 +3523,18 @@ "issue:43452|issue:43482", "issue:43482|issue:47312", "issue:43746|issue:46326", - "issue:44811|issue:45584", "issue:43582|issue:47331", + "issue:44811|issue:45584", "issue:44403|issue:45081" ], - "prepared_review_unit_hash": "3b379ffe87d35bbd0c62fc83ef513cd8fdabe2f9f01f34609e614f36bc15e36b", + "prepared_review_unit_hash": "bb207be8ec0ce9a014bfdb9faa1608f8cb07d8ac238bd2fd46135ad1aa3e5529", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, @@ -3561,181 +3549,196 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set in the strict sense; it mixes many separate Transformers regressions across tokenizers, model loading, quantization, audio, and training behavior. I found no soft edge that clearly represents the same underlying bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue: the items cover many distinct failures and code paths (tokenizer loading, GGUF, model init, quantization, Whisper/audio, trainer state, etc.), so collapsing them would over-merge unrelated bugs.", + "summary": "Most pairs are only loosely related by subsystem or model family, not the same underlying bug. The only strong duplicate-like pair is the GGUF loading regression: the broader loading failure in #43452 and the model-specific report in #43482.", + "confidence": 0.77, + "canonical_issue_reason": "#43452 is the broader, more general description of the GGUF/from_pretrained loading break, so it is the better canonical issue for the accepted duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be used as a representative anchor, `issue:43646` is the broadest user-facing Transformers v5 custom-model initialization regression, but it is still not a true canonical duplicate for the rest of the cluster.", + "best_issue_reason": "#43452 best captures the shared concrete failure mode without narrowing it to one model name.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Both involve tokenizer behavior, but one is a repo/tokenizer.json loading regression and the other is a model-specific DeepSeek-Coder tokenizer output issue; not the same concrete bug." + "reason": "Different bugs: tokenizer mapping failure vs torch.compile flex_attention failure." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Unrelated subsystems: add-new-model-like mapping failure vs compiled flex_attention on torch>=2.9." + "reason": "Both involve tokenizers, but one is ignored tokenizer.json handling and the other is a DeepSeek-Coder output regression; not the same code path." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same general Qwen3-VL area, but one is a v5 dev loading regression and the other is a specific weight-shape mismatch for a concrete model; not clearly one bug." + "reason": "Both are Qwen3-VL-related load errors, but one is a MoE loading regression and the other is a weight-shape mismatch; too different to treat as duplicates." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model families and failures: CLIP text-model structure inconsistency vs Sam3Model text-encoder weights not loading." + "reason": "Different model classes and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Different failures and code paths: torch dynamo grouped_mm tracing vs template compilation error." + "reason": "Unrelated failures: torch dynamo grouped_mm tracing error vs template compilation TypeError." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Both are loss-related, but they are distinct model-specific training bugs with different mechanisms." + "reason": "Different training-loss bugs on different model families; only a vague pattern match." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model loading regressions, but for different models and likely different causes." + "reason": "Both are tokenizer/model loading issues, but they target different models and likely different breakages." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both touch Qwen/MoE-ish areas, but one is FineGrainedFP8Config failure and the other is PagedAttentionCache linear_attention crash; not the same issue." + "reason": "Both mention Qwen and quantization-ish internals, but the concrete failures differ (FP8 config load vs cache group-type crash)." }, { "left": "issue:43873", "right": "issue:47331", "accept": false, - "reason": "Both mention quantization/offload, but one is offloading behavior and the other is a Metal batched-generate corruption bug in a different code path." + "reason": "Both involve offloading/quantization, but one is general offloading behavior and the other is a specific Metal batched-generate corruption bug." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Unrelated: perplexity regression on gpt-oss vs runtime special-token/post-processor update behavior." + "reason": "No shared bug: perplexity regression vs runtime special-token/post-processor update behavior." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Different concerns: trust_remote_code missing fields vs cache crash on Qwen3.5 models." + "reason": "Different areas: AutoConfig trust_remote_code field loss vs Qwen3.5 cache group-type crash." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict is unrelated to custom model initialization in notebooks." + "reason": "T5 tokenizer method-name conflict is unrelated to custom-model initialization in notebooks." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different areas: multi-image IterableDataset fine-tuning failure vs mistral_common continue_final_message behavior." + "reason": "Different functionality and code paths: multimodal iterable finetuning vs mistral_common continue_final_message handling." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "TrainerState token counting bug is unrelated to Qwen2.5-VL multi-image IterableDataset failure." + "reason": "Both touch device/offload concerns, but the XLNet CPU arange bug and Qwen rotary embedding offload bug are different issues." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Both are device-related, but one is XLNet positional encoding CPU placement and the other is Qwen3.5 MoE CPU offload incompatibility." + "reason": "Completely unrelated: TrainerState token counter vs multimodal iterable dataset failure." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked-LM prediction changes." + "reason": "Whisper pipeline language return regression is unrelated to CamemBERT masked-LM prediction errors." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Both are v5 initialization regressions, but one is non-persistent buffers being filled incorrectly and the other is custom model initialization; not the same concrete bug." + "reason": "Related backend area, but one is packaging/install extras and the other is a backend mapping validation error; not the same bug." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Both mention backend plumbing, but one is packaging/install extras and the other is a BACKENDS_MAPPING validation error for tensorflow_text." + "reason": "Different bugs: non-persistent buffer initialization vs generic custom model initialization breakage." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading failures, but for different models and likely different regressions." + "reason": "Both are model-specific tokenizer loading failures, but not the same model or concrete failure mode." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extraction issues, but one is an unsupported `center` arg and the other is `_torch_extract_fbank_features()`; not clearly the same bug." + "reason": "Audio feature-extraction related, but one is an unsupported argument crash and the other is a different helper-function issue." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Completely different failures: template compilation vs GraniteMoEHybrid invalid method call." + "reason": "Unrelated: template compilation error vs GraniteMoEHybrid invalid method call." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the `_is_hf_initialized` flag regression." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different regressions." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Both involve GGUF loading, but one is a general `gguf_file`/from_pretrained break and the other is a model-specific Qwen2.5-GGUF failure; too little evidence that they are the same bug." + "accept": true, + "reason": "Both describe the same GGUF/loading regression in transformers v5; #43482 is a model-specific manifestation of the broader break in #43452." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT-adapter local checkpoint loading and mistral_common continue_final_message are separate problems." + "reason": "PEFT adapter loading and Whisper/mistral_common message continuation are unrelated." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF loading and kernel-version incompatibility are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Both are Whisper-related, but one is `batch_decode` ignoring `skip_special_tokens` and the other is empty-transcription generation failure after `align_special_tokens`; distinct symptoms and likely distinct fixes." + "reason": "PEFT adapter loading and Whisper/mistral_common message continuation are unrelated." }, { "left": "issue:43582", "right": "issue:47331", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to Metal quantization batched-generate corruption." + "reason": "Apple Silicon warmup TypeError is unrelated to Metal quantized batched-generation corruption." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper special-token related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise vs Mistral regex patch crash are different issues." + "reason": "Different tokenizer-loading concerns: general load noise vs a specific mistral regex patch crash." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s judgments are conservative and grounded in the packet titles. The only clearly duplicate-like pair is #43452 / #43482, and the rest are reasonably rejected as different bugs or only loosely related by subsystem/model family." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3747,10 +3750,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:28530", "issue:34567", @@ -3801,12 +3804,12 @@ "issue:47331" ], "soft_pairs": [ - "issue:43262|issue:47331", - "issue:43645|issue:46661", - "issue:43208|issue:47013", "issue:43792|issue:46869", + "issue:43208|issue:47013", + "issue:43262|issue:47331", "issue:43317|issue:43482", "issue:42915|issue:45084", + "issue:43645|issue:46661", "issue:44987|issue:45081", "issue:43646|issue:44534", "issue:42915|issue:44291", @@ -3820,212 +3823,212 @@ "issue:43994|issue:44610", "issue:44849|issue:45325", "issue:42915|issue:44589", - "issue:36032|issue:41720", "issue:43531|issue:44877", + "issue:36032|issue:41720", "issue:44265|issue:44610", "issue:44008|issue:46899", - "issue:44479|issue:45325", "issue:43322|issue:43540", + "issue:44479|issue:45325", "issue:43425|issue:44403", "issue:45923|issue:47254", "issue:44464|issue:45987" ], - "prepared_review_unit_hash": "864bc2afc3ae159e6615b72783ff24c1d50e69249fa06d77f371331b2ca3e853", + "prepared_review_unit_hash": "834272c0261fb12b78a79ccd314b5f1d78df9b7753750aa3b508cf7fe3bbde03", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35814, - "estimated_input_tokens": 8954, - "estimated_eval_tokens": 18164 + "serialized_chars": 35812, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of many distinct Transformers bugs, mostly around model loading, tokenizers, multimodal preprocessing, quantization, and trainer/runtime regressions. The soft pairs are only superficially related; none look like the same underlying bug or a plausible merged PR.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical issue: the items span many different code paths and failure modes, so there isn't a single duplicate to anchor the cluster.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (Qwen, audio, loading, v5 regressions) but not the same concrete bug or fix. I would not merge any of the candidate edges, and I don\u2019t see a single canonical issue/PR for the cluster.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, issue:43646 is the broadest umbrella because it covers a generic Transformers 5.0 custom-model initialization regression and is closest to several nearby v5 loading breakage reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:47331", - "accept": false, - "reason": "Audio chat-template sampling-rate bug vs Metal quantization batch corruption; unrelated components and fixes." - }, - { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "Both involve custom/remote-code models, but one is Jupyter initialization and the other is missing config_class on AutoModel; different bugs." + "reason": "Different models and failure modes: Whisper can\u2019t run vs YOLO device-map multi-GPU failure." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both are xLSTM, but one reports multiple training bugs for smaller models while the other is a specific return_last_states unpacking crash." + "reason": "Same xLSTM family, but 43208 is a multi-bug meta report while 47013 is a specific train-mode unpacking crash." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43262", + "right": "issue:47331", "accept": false, - "reason": "Both are load failures, but Whisper runtime failure and YOLO multi-GPU device-map failure are different code paths." + "reason": "Audio chat-template sampling-rate bug vs Metal quantization batched-generate corruption are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU+CPU offload dequantized model loading vs Qwen2.5-GGUF v5 loading; different model families and failure modes." + "reason": "Different code paths: dequantized device_map offload loading vs Qwen2.5-GGUF/v5 loading regression." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 failure vs template compilation error; not the same underlying bug." + "reason": "FineGrainedFP8Config failure and template compilation error are unrelated bugs." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code loading, but the concrete breakages differ (Jupyter init vs missing config_class in AutoModel)." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast vs Mistral tokenizer regex patch crash; separate tokenizer/model paths." + "reason": "Different failures: loading a specific model vs Mistral tokenizer regex patch crash." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression vs non-persistent buffer serialization junk; unrelated defects." + "reason": "Custom model initialization regression vs non-persistent buffer serialization junk are different issues." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 config issue vs init_empty_weights unexpected argument; different initialization/quantization problems." + "reason": "Quantization config bug vs init_empty_weights unexpected-argument bug; no shared fix path." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio sampling-rate default bug vs MIMI batch/single output mismatch from padding mask support; different modalities and logic." + "reason": "Both audio-related, but one is processor sampling-rate handling and the other is MIMI padding-mask batching." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early-stopping metric lookup bug vs TrainerState token counter not updating; unrelated trainer features." + "reason": "Trainer early-stopping metric handling and num_input_tokens_seen updates are separate trainer bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer method-name conflict vs MobileLLM key error; different tokenizer/model loading issues." + "reason": "Tokenizer method-name conflict vs MobileLLM key error are different loading failures." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument conflict vs a model loading failure; unrelated tokenizer internals." + "reason": "AddedToken special-argument duplication is unrelated to the physical-intelligence/fast loading failure." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batch discrepancy vs DAC from_latents/forward mismatch due to missing STE; different models and bugs." + "reason": "Both audio models, but batched-vs-single padding-mask bug is not the same as DAC from_latents/STE mismatch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT load failure vs Mistral regex patch crash; not the same bug." + "reason": "ScandiBERT load failure and Mistral regex-patching crash are distinct tokenizer/model bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both concern tied lm_head weights, but one is a missing tie in Mistral3 and the other is device-dependent serialization; related theme, different defect." + "reason": "Both touch lm_head/tied weights, but one is untied weights in a model class and the other is device-dependent serialization inconsistency." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 nonsense outputs with AutoModel/pipeline vs OmDet processor image-size mismatch; unrelated vision bugs." + "reason": "Different subsystems: SigLIP2 model/pipeline output corruption vs OmDet-Turbo processor size mismatch." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different model versions and code paths." + "reason": "Both Qwen vision regressions, but one is hidden-states behavior and the other is temporal position_id scaling in get_rope_index." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; different low-level quantization/storage problems." + "reason": "Both mention quantization/float8, but they are different concrete breakages and would need different fixes." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Tokenizer attribute collision vs Qwen3 auto device-map CUDA assert; unrelated." + "reason": "Qwen3-MoE sliding_window bug and strict granite_speech config loading are unrelated." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Sliding-window issue in Qwen3-MoE vs strict config blocking granite_speech; different subsystems." + "reason": "Tokenizer load conflict vs Qwen3 auto device-map cuda assert are completely different issues." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export / torch_compilable_check incompatibility vs OmDet processor size mismatch; separate issues." + "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n forward variable collision vs Gemma4 multimodal quantization dtype cast; different model generations and bugs." + "reason": "Different Gemma models and different bugs: variable-name collision vs unsafe dtype cast in multimodal embedders." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Video-input regression in Qwen multimodal models vs Qwen2.5-VL rope scaling for still images; not the same defect." + "reason": "Different multimodal model failures with different symptoms and code paths." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Llava Next segfault on load vs Qwen3OmniMoe video-processing ValueError; different models and failure points." + "reason": "Both Qwen vision regressions, but 44479 is a broader video-input regression and 45325 is a specific still-image temporal position_id scaling bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility vs noisy loading output; unrelated." + "reason": "Torch version compatibility and load-time noise are not the same underlying bug." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Missing supports_gradient_checkpointing flag vs PEFT+DeepSpeed ZeRO-3 checkpoint error; both mention checkpointing but are different bugs." + "reason": "Gradient-checkpointing flag omission and PEFT/DeepSpeed checkpoint error are unrelated training issues." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward vs StaticCache seq-length return type bug; separate generation/cache paths." + "reason": "Chunked generation inconsistency under compiled forward is unrelated to StaticCache.get_seq_length() returning the wrong type." } ] }, @@ -4044,10 +4047,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:33666", "issue:35707", @@ -4073,7 +4076,6 @@ "issue:44079", "issue:44220", "issue:44291", - "issue:44387", "issue:44403", "issue:44488", "issue:44534", @@ -4087,6 +4089,7 @@ "issue:45216", "issue:45325", "issue:45357", + "issue:45542", "issue:45663", "issue:45812", "issue:45923", @@ -4095,8 +4098,7 @@ "issue:46491", "issue:46710", "issue:46821", - "issue:46899", - "issue:47404" + "issue:46899" ], "soft_pairs": [ "issue:43632|issue:46821", @@ -4106,254 +4108,254 @@ "issue:40444|issue:45325", "issue:43872|issue:44291", "issue:43883|issue:44488", - "issue:43611|issue:44534", - "issue:44991|issue:46315", "issue:43716|issue:46899", + "issue:43611|issue:44534", "issue:44403|issue:44991", + "issue:44991|issue:46315", "issue:45216|issue:45357", "issue:42796|issue:43746", "issue:44291|issue:44589", "issue:45812|issue:46491", - "issue:43381|issue:45923", "issue:43792|issue:44589", + "issue:43381|issue:45923", "issue:33666|issue:40444", - "issue:40990|issue:44811", "issue:43632|issue:44756", + "issue:40990|issue:44811", "issue:42796|issue:46710", "issue:43531|issue:44291", "issue:35707|issue:40444", "issue:44079|issue:45663", - "issue:41720|issue:45081", "issue:43883|issue:44991", + "issue:41720|issue:45081", "issue:43482|issue:43525", "issue:43421|issue:44568", "issue:43296|issue:46821", "issue:42175|issue:43296", - "issue:44387|issue:47404" + "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "d1884092157880ff10de9b7333483290619be529e5b73bbea7d9bade3aaf9b08", + "prepared_review_unit_hash": "da1be9ef66da007307e8d13c3066145afcd2d6d0acc1b89862b5bfac7c347833", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37211, - "estimated_input_tokens": 9303, - "estimated_eval_tokens": 18862 + "serialized_chars": 36575, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports, with only a couple of close duplicate-like pairs. The strongest duplicate signal is the `_is_hf_initialized` regression, and a second likely duplicate pair is the Qwen3.5 `save_pretrained` checkpoint-key regression.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44291 is the broadest and most root-cause-oriented report in the `_is_hf_initialized` regression family, so it is the best canonical issue for that duplicate pair.", + "summary": "Based on titles and metadata alone, this looks like a mostly heterogeneous cluster of unrelated Transformers issues. The strongest duplicate-like pair is 43872/44291 around the `_is_hf_initialized` v5 regression; 45216/45357 also look plausibly related as two reports of the Qwen3.5 `save_pretrained` regression line. The rest appear distinct by model, API surface, or failure mode.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 44291 is the clearest title-level anchor for the shared `_is_hf_initialized` regression because it names the failure mechanism directly. Issue 43872 appears narrower and likely downstream from the same regression, but with only titles/metadata available I\u2019d keep the claim tentative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 best represents the shared underlying bug around the new `_is_hf_initialized` argument and model loading failures in Transformers v5.", + "best_issue_reason": "44291 is the strongest overall issue candidate from the available metadata: it is explicit about the bug mechanism, version range, and failure type. 43872 is a plausible duplicate, but its title reads like a specific manifestation rather than the best standalone anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Both are v5-era regressions, but they describe different models and different failures (`_is_hf_initialized` vs `window_size` attribute access)." + "reason": "Different titles and failure modes: `_is_hf_initialized` regression vs TimesFM `window_size` AttributeError." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and `StaticCache.get_seq_length()` contract mismatch are unrelated bugs." + "reason": "Generation performance overhead and `get_seq_length()` type-contract behavior are not the same code-path." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and different failure modes; no shared concrete code path." + "reason": "Different model families and symptoms: vLLM load failure vs Qwen3-MoE sliding-window issue." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex attention on torch 2.9 are separate subsystems and issues." + "reason": "Audio feature extraction bug and compiled flex_attention failure are unrelated." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is training with multiple images and the other is still-image position ID scaling; not the same bug." + "reason": "Both involve Qwen2.5-VL, but the titles point to different bugs: multi-image iterable finetuning vs rope/position-id scaling." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both report the same underlying `_is_hf_initialized` regression introduced by Transformers v5, just surfacing in different loading paths." + "reason": "The titles point to the same `_is_hf_initialized` / transformers v5 incompatibility, with 43872 reading like a bitsandbytes-specific manifestation and 44291 naming the underlying error more directly." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing `all_tied_weights_keys` and inability to load `cjvt/sleng-bert` are unrelated." + "reason": "Different models and different failure types: missing `all_tied_weights_keys` vs tokenizer loading failure." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "`base_model_prefix` loading failure and non-persistent buffer junk are different regressions." + "reason": "Both are multimodal-related, but the titles indicate different stages and different bugs." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Tokenizer load failure for a specific model and slow `convert_tokens_to_ids` are distinct issues." + "reason": "Both are v5 regressions, but the concrete issues differ: `base_model_prefix` loading vs non-persistent buffer initialization." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Different multimodal dtype/quantization bugs in different models; not one change." + "reason": "Unnecessary loading noise and a tokenizer load failure for a specific model are not the same bug." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Loading noise and tokenizer load failure do not share the same concrete bug." + "reason": "Tokenizer loading failure and tokenizer conversion slowdown are related only at a broad subsystem level, not the same defect." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both describe the same Qwen3.5 `save_pretrained` checkpoint serialization regression, with 45357 looking like a later-specific manifestation." + "reason": "The titles suggest the same Qwen3.5 `save_pretrained` regression line, with 45357 looking like a more specific follow-up about visual encoder keys." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT/local-checkpoint loading are different bugs." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` and missing Float8 storage are different runtime failures." + "reason": "Unexpected `_is_hf_initialized` argument and missing Float8 storage lookup are different failure mechanisms." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors." + "reason": "Different tokenizer regressions: Granite token IDs vs CodeLlama leading-space round-trip." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Gradient checkpointing in eval mode and a missing `supports_gradient_checkpointing` flag are related only at a high level, not the same bug." + "reason": "Whisper runtime failure and Float8 storage lookup error do not look like the same bug." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup failure are separate problems." + "reason": "Gradient checkpointing eval-mode behavior and a missing `supports_gradient_checkpointing` flag are distinct issues." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training and multi-image IterableDataset finetuning are different training issues." + "reason": "Both are Qwen VL training-related, but the titles indicate different bugs." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "High perplexity and Whisper `batch_decode` special-token handling are unrelated." + "reason": "`_is_hf_initialized` regression and mmap/OOM on Strix Halo are unrelated." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "`_is_hf_initialized` regression and mmap/OOM behavior on Strix Halo are unrelated." + "reason": "GPT-OSS perplexity regression and Whisper `batch_decode` special-token handling are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker handling for Ministral and DeepSeek accuracy regression are different bugs." + "reason": "Tokenizer BPE-marker bug and a downstream accuracy regression are too far apart to treat as the same bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding window behavior and `_is_hf_initialized` loading errors are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading errors are different failure classes." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with embeds/past KV is not the same as multimodal IterableDataset training failure." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is not the same as multi-image finetuning failure." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "`ModelOutput` key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different code paths." + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared-kv-state issue are unrelated." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Auto device mapping CUDA assert and Mistral regex patch crash are unrelated." + "reason": "Different models and different loading problems." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Missing model attribute and tokenizer loading failure do not match." + "reason": "CUDA assert on device mapping and a tokenizer regex patch crash are different code paths." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are different incompatibilities." + "reason": "GGUF loading failure with transformers v5 and a missing `pad_token_id` on Llama4Config are different regressions." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor updates and `add_special_tokens=True` not adding BOS/EOS are related to tokenization but not the same bug." + "reason": "Runtime special-token updates in TokenizersBackend and a specific BOS/EOS `add_special_tokens` regression are different bugs." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Different models and different attribute failures; no shared underlying issue." + "reason": "PaddleOCR-VL/vLLM loading failure and TimesFM `window_size` AttributeError are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backends omission and model loading failure are unrelated." + "reason": "Packaging/backend dependency issue vs model loading failure." }, { - "left": "issue:44387", - "right": "issue:47404", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Both are memory-related, but one is int4 quantization OOM and the other is device_map loading transients; not the same bug." + "reason": "Both are backend/install-related, but one is missing TensorFlow in a torch install and the other is tensorboard/undefined tf backend handling." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge calls. The two accepted duplicate-like pairs are plausible from the titles alone, and the rejected pairs are generally described with appropriate caution rather than overstated as identical bugs." + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the rationale overstates what can be justified from the packet. In particular, claims like \"direct reproduction path\" and the stronger assertion that 44291 is the broad/canonical report of the same bug family are not grounded here because the packet only exposes titles/metadata, not the issue bodies. The summary should stay more tentative and evidence-limited." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4366,14 +4368,13 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:40444", "issue:40990", - "issue:42175", "issue:42796", "issue:43262", "issue:43317", @@ -4384,7 +4385,6 @@ "issue:43611", "issue:43644", "issue:43646", - "issue:43701", "issue:43746", "issue:43818", "issue:43828", @@ -4394,6 +4394,7 @@ "issue:44079", "issue:44265", "issue:44291", + "issue:44387", "issue:44462", "issue:44466", "issue:44479", @@ -4409,28 +4410,29 @@ "issue:45479", "issue:45491", "issue:45538", - "issue:45542", "issue:45584", "issue:45701", "issue:45812", "issue:45823", "issue:45834", "issue:46402", + "issue:46697", "issue:46821", "issue:46909", - "issue:47217" + "issue:47217", + "issue:47404" ], "soft_pairs": [ - "issue:42175|issue:45542", + "issue:44387|issue:47404", "issue:44462|issue:45812", "issue:44079|issue:44534", "issue:43482|issue:45538", - "issue:43611|issue:43646", "issue:43317|issue:43856", - "issue:44265|issue:45072", + "issue:43611|issue:43646", "issue:44509|issue:46909", - "issue:45325|issue:45834", + "issue:44265|issue:45072", "issue:40444|issue:45381", + "issue:45325|issue:45834", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:44291|issue:44877", @@ -4441,211 +4443,211 @@ "issue:43818|issue:46402", "issue:43818|issue:45357", "issue:43873|issue:45701", - "issue:43701|issue:45325", + "issue:45325|issue:46697", "issue:44829|issue:45479", - "issue:43606|issue:44265", "issue:42796|issue:45381", + "issue:43606|issue:44265", "issue:44479|issue:45823", "issue:43828|issue:46821", "issue:40990|issue:45584", "issue:43262|issue:43746" ], - "prepared_review_unit_hash": "ccdb9210bb0f05a707e5cfb5e59e25a2b8b79a2421c44692961f84f13fd6fb93", + "prepared_review_unit_hash": "78ee1b163bbad23afa4fb9e43307ff2ac710112e7714e2765c5ef418e4091e1c", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36356, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "serialized_chars": 36486, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated, model-specific regression reports rather than a single duplicate cluster. Under a strict same-code-path standard, none of the soft candidate pairs should be merged. The strongest representative issue is the broad offloading/quantization regression (#43873), which is active and well-referenced.", - "confidence": 0.84, - "canonical_issue_reason": "#43873 is the broadest and most central issue here: it has the highest discussion/inbound activity and describes a general offloading+quantization failure rather than a narrow model-specific edge case.", + "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystem words (tokenizer, v5 regressions, multimodal, offload, dtype/memory issues) but not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.35, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression in the set, affecting multiple related Qwen VL variants with a clearly user-visible video-input failure; it is the best representative anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the best anchor for this set because it is the most general, highest-activity issue and likely to attract related offloading regressions if they truly converge.", + "best_issue_reason": "issue:44479 is the strongest global representative because it describes a specific, reproducible regression with multi-model impact and a clear codepath target, unlike the other mostly isolated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:44387", + "right": "issue:47404", "accept": false, - "reason": "Both involve TensorFlow backend packaging, but one is about `.[torch]` install extras omitting TF and the other is about tensorboard being present without TF; different failure modes." + "reason": "Both mention OOM/memory during loading, but one is int4 quantization reserved-memory growth and the other is device-map loading transients; different failure modes and codepaths." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "One is about ignoring `tokenizer.json`, the other about wrong Granite token IDs; same area, but not the same underlying bug." + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json and the other is Granite-specific wrong token IDs; not the same bug." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "`ModelOutput` key assignment and non-persistent buffer serialization are unrelated internals with different code paths." + "reason": "Separate v5 regressions: ModelOutput key assignment vs non-persistent buffer initialization. Related theme, but different mechanisms." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading in v5 and CLIPTokenizer `model_max_length` are unrelated bugs." + "reason": "Unrelated tokenizer/model-loading issue versus CLIPTokenizer model_max_length behavior; no shared bug." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both are v5 loading regressions, but one is tied to `base_model_prefix` handling and the other to custom initialization; not the same concrete bug." + "reason": "Both touch memory/device behavior, but one is offload loading failure and the other is Qwen3 MoE training memory inefficiency; not the same change." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Device-map offload/dequantization and Qwen3 MoE memory usage are distinct problems." - }, - { - "left": "issue:44265", - "right": "issue:45072", - "accept": false, - "reason": "`torch.export` with `torch_compilable_check` and bfloat16 dtype mismatches are different inference/export failures." + "reason": "Both are v5 loading regressions, but one is about base_model_prefix handling and the other custom model initialization; too broad to treat as one bug." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related, but they concern different docs/pages and different fixes." + "reason": "Both are documentation-related, but they cover different docs problems and different examples." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long-OCR index errors are different model-specific bugs." + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image finetuning failure in an IterableDataset is not the same as the video-position-id regression in Qwen2.5-VL inference." + "reason": "Both are Qwen2.5-VL multimodal issues, but one is finetuning with multiple images and the other is video position IDs; similar area, different concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL rope/position-id scaling versus Kosmos2.5 long OCR indexing." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Missing padding-mask support in MIMI and Gemma3 NaNs from sliding-window all-padding cases are different batching/masking bugs." + "reason": "Both involve batching/padding symptoms, but they affect different models and different internals (MIMI padding masks vs Gemma3 sliding-window/all-padding windows)." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and `ModelOutput` key assignment are unrelated v5 regressions." + "reason": "Both are v5 regressions, but one concerns buffer serialization/initialization and the other ModelOutput key assignment; not the same underlying defect." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "`init_empty_weights` argument mismatch and strict config loading are different load-time failures." + "reason": "Both are model-loading failures, but one is init_empty_weights argument handling and the other strict config parsing for granite_speech." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "They both mention Qwen2.5-VL video/vision positions, but one is still-image rope scaling and the other is video input position IDs; not clearly the same bug." + "reason": "Related Qwen2.5-VL position-id area, but one is still-image temporal scaling and the other video-input vision_position_ids; not clearly the same bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Bad SigLIP2 outputs and Perceiver interpolation failures are separate vision-model issues." + "reason": "Different vision-model inference failures with no shared codepath indicated." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both involve VL image placeholders, but one is a finetuning/dataset issue and the other is a runtime failure when the placeholder appears in user text." + "reason": "Both involve VL prompt/image placeholders, but one is finetuning with multiple images per prompt and the other is placeholder placement in user text; distinct issues." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Weight-tying failure in AyaVision and device-dependent `lm_head.weight` serialization inconsistency are related only at a very high level." + "reason": "Both mention lm_head/tied weights, but one is a config tying bug causing bad generation and the other is device-dependent serialization of lm_head.weight." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing issues are unrelated to Sam3 text-encoder loading." + "reason": "Different multimodal models and failures: Video-LLaVA tower architecture versus Sam3Model text-encoder loading." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA architecture bugs and Qwen3.5 visual-encoder save_pretrained keys are different subsystems and fixes." + "reason": "Both are multimodal serialization/loading issues, but the models and concrete failures differ completely." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "The latter is a broad tokenization-version regression, not the same offloading/quantization bug." + "reason": "Offloading/quantization behavior is unrelated to tokenization changes." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "`resume_from_checkpoint` key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Qwen2.5-VL position-id scaling and Swin2SR image over-padding are unrelated image-processing bugs." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both can cause degenerate training, but one is tied to Flash Attention 3 behavior and the other to `problem_type`/`num_labels=1`; different root causes." + "reason": "Both are degenerate training/loss issues, but one is tied to flash_attention_3 and the other to problem_type=num_labels=1 loss selection." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "CPU-offload device mismatch and `torch.export`/compilable-check failures are distinct code paths." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL vision position IDs." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are unrelated." + "reason": "CPU offload device mismatch and torch.export torch_compilable_check failure are different problems." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen VL video regression and Gemma4 PLE device mismatch are different model families and different failure modes." + "reason": "Different regressions: Qwen VL video input positions versus Gemma4 device_map forward mismatch." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch and TimesFM `window_size` attribute errors are unrelated." + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated model behaviors." + "reason": "Perplexity on GPT-OSS is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + "reason": "Audio sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." } ] }, @@ -4667,7 +4669,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:34634", "issue:35707", @@ -4720,265 +4722,268 @@ ], "soft_pairs": [ "issue:34634|issue:35707", - "issue:35707|issue:41720", "issue:44186|issue:44265", + "issue:35707|issue:41720", "issue:41720|issue:45823", "issue:43606|issue:43819", "issue:43454|issue:43550", - "issue:42617|issue:42915", "issue:45823|issue:46821", + "issue:42617|issue:42915", "issue:42796|issue:46209", "issue:43257|issue:45923", "issue:40990|issue:42947", "issue:44568|issue:45920", - "issue:47404|issue:47405", "issue:43454|issue:45072", "issue:43377|issue:44610", + "issue:47404|issue:47405", "issue:36331|issue:42617", "issue:41553|issue:43582", "issue:41720|issue:43322", "issue:43572|issue:45759", - "issue:36331|issue:42915", + "issue:43454|issue:43720", "issue:44877|issue:44991", + "issue:36331|issue:42915", "issue:43749|issue:44534", - "issue:43454|issue:43720", "issue:43317|issue:43873", "issue:43377|issue:44898", "issue:46305|issue:46315", - "issue:41720|issue:44977", "issue:43322|issue:46050", + "issue:41720|issue:44977", "issue:41720|issue:42617", "issue:40990|issue:45701", "issue:44387|issue:45704", "issue:43450|issue:45701" ], - "prepared_review_unit_hash": "7f5785c798bce8aa81ec5f656380c1db607b5685e085047cb8d640b849334394", + "prepared_review_unit_hash": "42b173e7b851035b015ab9fb134c6f6cbe7c2497f0f6a586b34c43a347c6e74f", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37356, - "estimated_input_tokens": 9339, - "estimated_eval_tokens": 18934 + "serialized_chars": 37351, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and mostly contains unrelated model-specific bug reports that only share broad themes like loading, device_map, quantization, or tokenization. I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. Issue 43873 is the best overall representative because it is the broadest, most discussed open item around offloading/quantization.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43873 is the most central and broadly framed open report in the set, with substantial discussion and references around offloading/quantization behavior; it best represents the loose theme of the cluster even though the items are not true duplicates.", + "summary": "These are mostly unrelated bug reports spanning tokenizer, loading, quantization, device-mapping, and model-specific regressions. I only see one plausible duplicate pair: the two offloading/quantization load failures around device_map and CPU/GPU offload.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the best canonical issue for the only real duplicate subcluster because it states the broader offloading + quantization failure mode, while issue:43317 is a narrower instance of the same loading path.", "canonical_pr_reason": null, - "best_issue_reason": "43873 has the strongest signal as a representative issue: active discussion, inbound references, and a broad failure mode aligned with several loading/offload-related reports.", + "best_issue_reason": "issue:43873 is the strongest representative of the cluster\u2019s only coherent subtopic and has the broadest, most reusable bug description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Different subsystems and failure modes: BarkProcessor voice_preset vs. progressive generation with inputs_embeds/past_key_values." + "reason": "Different components and symptoms: Bark voice presets vs generation with inputs_embeds/past_key_values." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "One is a generation-cache/input-embeds bug; the other is a device-mapping cuda assert on a specific model. Not the same bug." + "reason": "Tokenizer padding/NER crash and torch.export failure via torch_compilable_check are unrelated code paths." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Tokenizer crash on NER/padding differs from torch.export failure involving torch_compilable_check." + "reason": "Generation cache behavior and a Qwen3 auto device-mapping CUDA assert are distinct bugs." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map, but they are model-specific forward/load failures with different error types and likely different root causes." + "reason": "Both involve device_map=auto, but they affect different models and failure modes; not the same concrete bug." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC.from_latents missing STE behavior." + "reason": "CPU offload device mismatch in Bark vs DAC.from_latents/STE mismatch are different subsystems." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying issue and Bamba torch.compile/SDPA failure are unrelated code paths." + "reason": "Weight tying/generation corruption and torch.compile+SDPA failure are unrelated." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config loading/quantization." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are separate model-specific issues." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Gemma4 device_map mismatch and TimesFM window_size AttributeError are different model/config bugs." + "reason": "Running 3d_parallel.py and Qwen3Moe FineGrainedFP8Config failures do not share a concrete bug." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated issues." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion under accelerate+deepspeed is not the same as a missing gradient-checkpointing flag on a trust_remote_code variant." + "reason": "Accelerate/deepspeed MOE weight conversion and a missing gradient_checkpointing flag are different issues." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to LoRA gradient checkpointing ineffectiveness." + "reason": "High perplexity on a model and ineffective gradient checkpointing are not the same underlying defect." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "mdeberta special-token insertion regression and wrong token IDs across multiple models are both tokenizer regressions, but not the same concrete bug." - }, - { - "left": "issue:47404", - "right": "issue:47405", - "accept": false, - "reason": "Both concern loading/conversion, but one is an OOM from transient GPU allocations while the other is silent conversion skipping due to model_type mismatch." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is wrong token IDs across models; different code paths." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying bug in AyaVision is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "lm_head tying/generation corruption and bfloat16 dtype mismatch in CI are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batched-vs-single output mismatch is unrelated to OmDet-Turbo processor producing the wrong image size." + "reason": "Missing padding-mask support in MIMI and a processor/model input-size mismatch are different bugs." + }, + { + "left": "issue:47404", + "right": "issue:47405", + "accept": false, + "reason": "Destination-GPU OOM during conversion and silent model_type mismatch conversion skip are distinct load-time problems." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss kwarg and a failing parallel script are unrelated." + "reason": "Trainer signature incompatibility and a script execution failure are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error message for Voxtral is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Tokenizer error messaging for Voxtral and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Device-map cuda assert on Qwen3 is unrelated to a segmentation fault when loading Llava Next models." + "reason": "Qwen3 device-map CUDA assert and Llava Next segmentation fault are different failures." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to from_config not unwrapping text_config for Qwen multimodal configs." + "reason": "Missing StableLmConfig pad_token_idx and unwrapping text_config in composite Qwen configs are separate config-loading bugs." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3Moe FineGrainedFP8Config." + "reason": "lm_head tie bug and BitNet packed-weight unpacking bug are not the same code path." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict granite_speech config loading and tokenizer loading regression for est-roberta are different config/tokenizer issues." + "reason": "Strict config rejection and tokenizer loading regression are unrelated." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffers being junk-filled are distinct loading/runtime bugs." + "reason": "Trainer loss signature mismatch and Qwen3Moe FP8 loading failure are different problems." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different model-specific loading defects." + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer initialization are related to loading, but not the same concrete bug." }, { "left": "issue:43317", "right": "issue:43873", - "accept": false, - "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure and the other is a broader offloading regression; not clearly the same concrete bug." + "accept": true, + "reason": "Both report offloading/quantization load failures in the same device_map/offload path; one is a specific repro of the broader issue." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask discrepancy and Perceiver non-default-resolution failure are different model behaviors." + "reason": "Batched-vs-single MIMI encoder outputs and Perceiver resolution handling are different model behaviors." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window mask off-by-one is unrelated to convert_tokens_to_ids performance regression." + "reason": "Sliding-window mask off-by-one and tokenizer conversion slowdown are unrelated." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Device-map cuda assert and flash-attention generation failure are separate model/runtime issues." + "reason": "Llava Next load crash and sinq save/load breakage are different model-loading issues." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Llava Next segfault and quantized save/load breakage are unrelated failure modes." + "reason": "Auto device mapping CUDA assert and flash-attention generation failure are not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device_map CUDA assert and a 3d_parallel.py runtime failure are unrelated." + "reason": "Qwen3 auto device mapping and a 3d_parallel.py runtime failure do not match." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a specific model is not the same as a tokenizer behavior change across versions." + "reason": "Perplexity anomaly and tokenization behavior changes across versions are different symptoms." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "int4 quantization OOM due to reserved memory is unrelated to an apex FusedRMSNorm memory leak." + "reason": "Int4 quantization OOM and apex FusedRMSNorm memory leak are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug and tokenizer version-dependent tokenization changes are unrelated." + "reason": "Video processor batch shape bug and tokenization version changes are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats most pairs as unrelated based on their titles, and the one accepted pair (issue:43317 / issue:43873) is the only clearly plausible duplicate-like offloading/quantization load failure in the set. Canonical issue choice is also reasonable and not overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4990,10 +4995,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:26413", "issue:28530", @@ -5048,38 +5053,38 @@ "issue:45685|issue:46821", "issue:44466|issue:45357", "issue:26413|issue:28530", - "issue:44186|issue:45072", "issue:44451|issue:47020", - "issue:43295|issue:45701", + "issue:44186|issue:45072", "issue:43065|issue:46402", + "issue:43295|issue:45701", "issue:46612|issue:46858", "issue:43550|issue:43720", "issue:44186|issue:44610", - "issue:43646|issue:46665", "issue:43550|issue:43606", - "issue:43577|issue:43708", "issue:46897|issue:47317", + "issue:43577|issue:43708", + "issue:43646|issue:46665", "issue:46821|issue:46869", "issue:42915|issue:43317", "issue:41720|issue:45161", "issue:44423|issue:45406", "issue:44610|issue:44898", - "issue:28530|issue:33666", "issue:43404|issue:45357", "issue:44008|issue:45823", + "issue:28530|issue:33666", "issue:42915|issue:46291", "issue:43881|issue:44488", "issue:43531|issue:43572", "issue:45704|issue:47404" ], - "prepared_review_unit_hash": "e4ba8acee3ace3f55f96e49656f794832b0d88d3ffa4955cabe7553d5f3dfe01", + "prepared_review_unit_hash": "eafc853fae8e555932bcd44fd426cbb2bf2204b1062578e8090418ede272abb1", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, @@ -5094,174 +5099,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the soft-similarity pairs mostly share broad themes (training, loading, quantization, multimodal, serving) but not the same concrete root cause. I would not merge any of the proposed soft edges.", - "confidence": 0.78, - "canonical_issue_reason": "Issue #43708 is the most concrete, well-scoped, and reproducible Trainer bug in the set, with a clear failure mode around resuming checkpoints and changing per-device batch size.", + "summary": "This set is highly heterogeneous: the soft pairs mostly share only broad themes like loading, offloading, or serialization, but they describe different models, code paths, and failure modes. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "If a single issue must be used as the anchor, #43708 is the best representative because it is a precise, self-contained trainer regression report with a clear repro and narrow code path. That said, the surrounding items are too diverse for a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43708 is the strongest representative issue overall: specific symptom, clear repro path, and direct impact on training correctness.", + "best_issue_reason": "#43708 is the strongest standalone issue in the set for triage: it is concrete, actionable, and clearly describes the bug behavior and trigger. It is only a representative choice, not evidence that the rest belong to the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both involve offloading/memory behavior, but one is about quantization offload while the other is Strix Halo mmap OOM; different bugs and fixes." + "reason": "Both mention memory/offload, but one is about quantization offloading behavior and the other is Strix Halo mmap OOM; different mechanisms and fixes." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Completely different failures: MPS histogram support vs TimesFM window_size handling." + "reason": "Different model families and different failures: an MPS histogram kernel issue vs a TimesFM window_size AttributeError." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are save/serialization regressions, but one is about tied lm_head weights and the other about incorrect visual encoder keys." + "reason": "Both concern save/pretrained serialization regressions, but the concrete bugs differ: device-dependent lm_head serialization vs wrong visual encoder keys in Qwen3.5." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Different Trainer issues: checkpoint resumption epoch_iterator failure vs early stopping/metric_for_best_model handling." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Unrelated subsystems: LayoutLMv2 tokenizer padding/NER crash vs dtype mismatches in inference." + "reason": "Trainer bugs, but unrelated ones: checkpoint resume epoch iteration failure vs early stopping/metric_for_best_model handling." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Both affect tokenizer/model loading, but the concrete bugs are different model families and different code paths." + "reason": "Both touch loading/tokenization, but one is a model load failure for a specific checkpoint and the other is a tokenizer constructor type mismatch." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Both mention version-related tokenization behavior, but one is a processor/tokenizer API regression and the other is a broader tokenization change report." + "reason": "Different models and code paths: LayoutLMv2 tokenizer padding/NER crash vs dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same model family, but one is a dummy Conv2d in Sam3PixelDecoder and the other is missing text encoder weight loading." + "reason": "Same broad Sam3 area, but different concrete problems: a dummy Conv2d in the pixel decoder vs text encoder weights not loading." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a regression in processor.tokenizer access and image-to-tokenizer handling; the other is a tokenization behavior change across versions." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both touch cache logic, but one is beam-search cache reorder and the other is static-cache seq length arithmetic in prefill." + "reason": "Both are cache-related, but one is beam-search cache reorder skipping in several models while the other is static-cache seq-length arithmetic on non-CUDA backends." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different model/runtime bugs: torch.compile+SDPA for Bamba vs packed-weight unpacking during accelerate loading for BitNet." + "reason": "Completely different bugs: torch.compile/SDPA failure in Bamba vs packed-weight unpacking during accelerate loading in BitNet." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different vision preprocessing bugs with different models and failure modes." + "reason": "Different image/model handling bugs: tokenizer crash on NER/batching vs processor output size mismatch for OmDet-Turbo." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "One is a Transformers 5.0 custom model init regression; the other is a from_pretrained behavior inconsistency inside Python classes." + "reason": "Both are runtime failures, but one is a compile/SDPA issue and the other is a CPU offload device mismatch; not the same bug." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:46897", + "right": "issue:47317", "accept": false, - "reason": "Both are runtime/device issues, but they affect different models and have different root causes." + "reason": "Both are training-loss bugs, but they involve different models and likely different loss computation paths." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different problems: dtype propagation in Blip2 vs Trainer max_steps recomputation on resume." + "reason": "One is about dtype propagation when loading BLIP2; the other is about checkpoint resume max_steps computation after changing batch size." }, { - "left": "issue:46897", - "right": "issue:47317", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Both are training-loss bugs, but they concern different models and no shared concrete code path is established." + "reason": "Both mention custom loading/init behavior, but the concrete problems differ: custom model initialization regression vs from_pretrained inside Python classes." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size attribute handling is unrelated to YOLO multi-GPU device_map loading." + "reason": "Unrelated failures: a TimesFM window_size AttributeError vs YOLO multi-GPU device_map loading problems." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/loading, but one is FineGrainedFP8Config and the other is gpu+cpu offload of a dequantized model." + "reason": "Both involve quantization/loading, but one is FineGrainedFP8Config failure and the other is dequantized model offload loading; different code paths." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different distributed/model-parallel issues: device-mapping cudaErrorAssert vs tensor-parallel support for GPT-OSS MoE." + "reason": "Different distributed/model-parallel issues: Qwen3 auto device mapping assert vs GPT-OSS MoE tensor-parallel behavior." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve crashes on multimodal models, but the immediate exceptions and offending code paths differ." + "reason": "Both hit transformers serve with multimodal models, but the errors and root causes differ: str-to-.to crash vs missing _tokenizer on Gemma4Processor." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different model-specific image size/preprocessing bugs." - }, - { - "left": "issue:28530", - "right": "issue:33666", - "accept": false, - "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + "reason": "Different models and different bugs: OmDet processor image-size mismatch vs Perceiver non-default-resolution failure." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "One is tied lm_head serialization in Mistral3ForConditionalGeneration; the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Different model families and different serialization/tie-weight issues; not the same underlying bug." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma-family bugs: variable name collision in forward vs device mismatch under device_map=auto." + "reason": "Both are Gemma-family forward issues, but one is a variable-name collision causing AttributeError and the other is a device mismatch with device_map=auto." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early-stopping/metric handling is unrelated to Qwen2-VL multi-GPU training behavior." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config loading and kernels package revision/version requirements are unrelated." + "reason": "Quantization config failure vs kernels version/revision import failure; different subsystems and fixes." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model loading failures, but for different models and likely different failure mechanisms." + "reason": "Both are model loading failures, but they involve different models and distinct causes." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Unrelated configuration bugs: Qwen3-MoE sliding window vs StableLmConfig pad_token_idx." + "reason": "One is a Qwen3-MoE sliding_window issue, the other is a StableLmConfig pad_token_idx regression; unrelated." }, { "left": "issue:45704", "right": "issue:47404", "accept": false, - "reason": "Both relate to memory, but one is an apex RMSNorm leak and the other is device-map loading OOM from conversion transients." + "reason": "Both are memory-related, but one is an apex RMSNorm leak in T5 and the other is device_map loading OOM from conversion transients." } ] }, @@ -5280,13 +5285,14 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:28530", "issue:29159", + "issue:29925", "issue:30064", "issue:33357", "issue:34634", @@ -5335,216 +5341,216 @@ ], "soft_pairs": [ "issue:43441|issue:47337", - "issue:44186|issue:44361", - "issue:28530|issue:30064", "issue:43716|issue:46821", + "issue:44186|issue:44361", "issue:44734|issue:46858", + "issue:28530|issue:30064", "issue:44464|issue:46858", "issue:44671|issue:44743", - "issue:29159|issue:36032", "issue:43316|issue:44913", + "issue:45479|issue:47317", "issue:30064|issue:34634", "issue:43452|issue:47020", - "issue:45479|issue:47317", "issue:45632|issue:45684", - "issue:45701|issue:47145", + "issue:29159|issue:36032", "issue:42915|issue:43322", - "issue:33357|issue:35707", + "issue:45701|issue:47145", "issue:43540|issue:43782", + "issue:33357|issue:35707", "issue:43873|issue:45704", "issue:43531|issue:45759", - "issue:41720|issue:43746", "issue:43881|issue:44991", "issue:43550|issue:43653", + "issue:41720|issue:43746", "issue:44534|issue:46665", "issue:46894|issue:47317", "issue:43257|issue:47254", - "issue:43531|issue:46821" + "issue:29159|issue:29925" ], - "prepared_review_unit_hash": "638da0eab1a22ebe92c843437efca133209b30c0b08ec8aab49bbe53c1d8f1c2", + "prepared_review_unit_hash": "a1b03ff2bc577fc41dc96f54ab9cb210a27d2b094fab28fedb07233c7fe376ff", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34821, - "estimated_input_tokens": 8706, - "estimated_eval_tokens": 17668 + "serialized_chars": 35365, + "estimated_input_tokens": 8842, + "estimated_eval_tokens": 17940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not contain any clear duplicate PRs; the soft pairs mostly share broad subsystem keywords (tokenizers, cache, Qwen, generation) but describe different concrete failures. The best issue anchor is the most broadly discussed active bug report, not a true duplicate hub.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43873 is the most central/open report in the set, with the strongest inbound discussion and a broad, actionable bug description. There is no strong duplicate cluster here, so it is the best available anchor rather than a true canonical duplicate.", + "summary": "The suggested soft pairs are mostly superficial matches by subsystem or symptom; none look like the same concrete bug/change closely enough to merge. No soft edge should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the strongest standalone issue to anchor the set: it has the broadest impact, the most engagement, and a concrete reproducible failure mode around quantization/offloading.", "canonical_pr_reason": null, - "best_issue_reason": "43873 has the most evidence of being a live, impactful problem and is the most suitable representative issue among otherwise unrelated reports.", + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is well-scoped, actively discussed, and more central than the other mostly one-off reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43441", "right": "issue:47337", "accept": false, - "reason": "Different domains: FlashAttention/model loading on macOS vs a flaky bbox-range test." + "reason": "Different failures and code paths: FlashAttention/model loading vs a flaky bbox-range test." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "Both tokenizer bugs, but different models and failure modes; not the same underlying defect." + "reason": "Unrelated areas: image preprocessor dtype mismatch vs TimesFM window_size attribute handling." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Early-stopping metric selection is unrelated to image processor void-segmentation handling." + "reason": "Both are tokenizer bugs, but they affect different models and different failure modes; not the same underlying defect." }, { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Different components and errors: multimodal dtype mismatch vs TimesFM window_size AttributeError." + "reason": "Both involve cache logic, but one is serving KV-cache indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Both involve cache logic, but one is serve/KV-continuation indexing and the other is static-cache seq_length on non-CUDA compile paths." + "reason": "Early stopping metric selection and void segmentation map processing are unrelated." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Chunked generation inconsistency is a different code path from static-cache slice arithmetic with torch.compile." + "reason": "Both mention compiled generation/cache behavior, but the concrete bugs are different: inconsistent chunked outputs vs device-tensor seq-length arithmetic." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and bugs: CamemBERT masked LM predictions vs Qwen3 recurrent-state reset with cache." + "reason": "Different models and mechanisms: masked LM prediction regression vs recurrent state reset with cache." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Tokenizer inconsistency is too broad; T5Tokenizer load failure is a specific special-token name collision." + "reason": "Both are config/API issues, but one is a Gemma3 text-config discrepancy and the other is GPTNeoX rotary_pct reload persistence." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:45479", + "right": "issue:47317", "accept": false, - "reason": "Both are config/API-ish, but one is a Gemma3TextConfig discrepancy and the other is GPTNeoX rotary_pct persistence." + "reason": "Both are training-loss complaints, but they appear to be different model-specific bugs with no clear shared root cause." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Unrelated processor bugs affecting segmentation maps vs BarkProcessor voice_preset." + "reason": "Image segmentation map processing and BarkProcessor voice_preset handling are unrelated." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "Both touch tokenizer/model loading, but they are distinct bugs with different root causes and affected classes." - }, - { - "left": "issue:45479", - "right": "issue:47317", - "accept": false, - "reason": "Both mention training loss, but the model families and likely failure mechanisms are different; insufficient evidence of one underlying bug." + "reason": "One is about gguf_file support in auto loaders; the other is a tokenizer constructor type mismatch." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to file permission propagation in save_pretrained." + "reason": "Different concerns: cache-path collisions for trust_remote_code versus permission propagation in save_pretrained." }, { - "left": "issue:45701", - "right": "issue:47145", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Tokenizer-version differences and FP8 weight_scale corruption are different problems." + "reason": "Both are tokenizer problems, but one is a general slow/fast inconsistency and the other is a specific T5 load-time attribute conflict." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FineGrainedFP8Config failure and Llava Next segfault are unrelated model-loading issues." + "reason": "Different symptoms and layers: FineGrainedFP8Config failure vs a segmentation fault while loading Llava Next models." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:45701", + "right": "issue:47145", "accept": false, - "reason": "MacOS bus error in a CLIP model is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Version-dependent tokenization changes and FP8 weight_scale corruption are unrelated bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different multimodal bugs: video input processing vs from_pretrained weight_only loading." + "reason": "Both are Qwen multimodal issues, but one is video-input processing and the other is weight_only loading for Qwen3VL." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to T5's apex.FusedRMSNorm memory leak." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different code paths and fixes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen3, but one is sliding_window behavior in MoE and the other is config unwrapping for multimodal models." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Auto device mapping CUDA assert and PEFT checkpoint loading are distinct failures." + "reason": "Both involve Qwen3 models, but sliding_window handling and composite-config text_config unwrapping are separate issues." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different model families and different loading failures; no shared code path." + "reason": "Different model families and failures: glm-4v-9b loading vs est-roberta tokenizer loading in v5." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA model execution bug is unrelated to a tokenizer special-token registration issue." + "reason": "One is torch.compile/SDPA model execution, the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "A800 device-mapping cudaErrorAssert and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffers junk in v5 is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer initialization corruption and from_pretrained behavior inside Python classes do not share the same bug." }, { "left": "issue:46894", "right": "issue:47317", "accept": false, - "reason": "Both are training-loss complaints, but they are model-specific and the descriptions do not establish the same underlying bug." + "reason": "Both mention training loss, but they are model-specific reports without evidence of a shared implementation defect." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "MoE weight conversion under accelerate/deepspeed and ZeRO-3 checkpointing errors are different distributed-training problems." + "reason": "DeepSpeed/accelerate MOE weight conversion and ZeRO-3 checkpointing errors are distinct failure modes." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:29159", + "right": "issue:29925", "accept": false, - "reason": "Qwen3-MoE sliding-window bug is unrelated to TimesFM's window_size AttributeError." + "reason": "The SigLIP use_fast=True complaint is a specific tokenizer configuration issue, not clearly the same as the broader slow-vs-fast inconsistency report." } ] }, @@ -5566,7 +5572,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:34567", "issue:34634", @@ -5612,17 +5618,19 @@ "issue:46050", "issue:46402", "issue:46665", + "issue:46821", "issue:46858", "issue:47333", "issue:47405" ], "soft_pairs": [ "issue:43526|issue:43883", + "issue:43531|issue:46821", "issue:43606|issue:43720", - "issue:42490|issue:43329", "issue:44492|issue:44509", - "issue:43531|issue:44589", "issue:45406|issue:45464", + "issue:43531|issue:44589", + "issue:42490|issue:43329", "issue:34634|issue:41720", "issue:34567|issue:35707", "issue:43606|issue:43653", @@ -5632,8 +5640,8 @@ "issue:43388|issue:45059", "issue:45704|issue:47405", "issue:44987|issue:45042", - "issue:43644|issue:46665", "issue:44077|issue:44625", + "issue:43644|issue:46665", "issue:45357|issue:46402", "issue:45923|issue:47333", "issue:44062|issue:44451", @@ -5643,184 +5651,190 @@ "issue:44625|issue:45479", "issue:43746|issue:46050" ], - "prepared_review_unit_hash": "6d1c98e58eeaf10daf74b99dc7bec11d53dd540dc1632a48e6ae811d05fe4088", + "prepared_review_unit_hash": "22e13ea3bb123950e84b365dee4f02394f0aa88858295b024c467172566f1686", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34958, - "estimated_input_tokens": 8740, - "estimated_eval_tokens": 17736 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35813, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a duplicate cluster: the titles span unrelated subsystems and failure modes, and none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "summary": "No true duplicate pair here: the items are mostly unrelated model-specific bugs, docs issues, or loader/trainer regressions that only share broad subsystem themes. I would not collapse any of the suggested soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because this set is heterogeneous and the proposed pairs do not describe the same underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is a good global canonical representative because there is no duplicate group to anchor on.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different bugs in different paths: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys during weight tying." + "reason": "Different bugs in different components: BeitImageProcessorFast label reduction vs MolmoForCausalLM missing an attribute." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but one is Qwen3-MoE sliding_window behavior and the other is a TimesFM window_size AttributeError; distinct code paths." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are loading/offload-related, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight unpacking in accelerate loading." + "reason": "Both are loading/offload failures, but one is a Bark CPU-offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Local-path import warning vs multimodal video token counting bug; no shared code path or symptom." + "reason": "A typo in cache strategies docs is unrelated to stale pipeline-task documentation in v5." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + "reason": "Different runtime failures: Gemma4Processor missing _tokenizer in transformers serve vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a Float8 storage lookup error are unrelated runtime issues." + "reason": "Sliding-window Qwen3-MoE bug and Float8 storage lookup error are unrelated." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is distinct from Qwen3.5 streaming chat/completions failure." + "reason": "Local-path import warning and multimodal video-token helper NameErrors are separate issues." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset failure does not match Qwen3 auto device mapping cuda asserts." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda asserts are different model/runtime bugs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated trainer behaviors." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Same Bark prefix only; one is CPU-offload device mismatch, the other is tokenizer special-token registration." + "reason": "CPU offload device mismatch in Bark-small is unrelated to BigBirdTokenizer special-token decoding." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading complaints, but they involve different models and different tokenizer/config breakages." + "reason": "Both involve loading models/tokenizers, but they affect different checkpoints and failure modes." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Unwrapping text_config in composite Qwen multimodal configs is a different bug from CPU-offload incompatibility in rotary embedding forward." + "reason": "Qwen multimodal config unwrapping and Qwen3_5Moe rotary embedding CPU-offload compatibility are different bugs." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input validation failure is unrelated to cache.get_seq_length returning a device tensor." + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Mask2Former metric collation drops labels in the last batch, while SAM3 PCS text/box behavior is a separate multimodal issue." + "reason": "gather_for_metrics label truncation and SAM3 text/bounding-box behavior are different subsystems and failure modes." }, { "left": "issue:45704", "right": "issue:47405", "accept": false, - "reason": "Apex RMSNorm memory leak and silent wrong-Auto-class conversion are entirely different problems." + "reason": "T5 apex RMSNorm memory leak and silent wrong Auto-class conversion are not the same bug." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading a specific model failing in transformers>=5.1.0 is not the same as PIL backend processors incorrectly requiring torchvision." + "reason": "A model-loading regression for physical-intelligence/fast is unrelated to PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are different issues." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43644", + "right": "issue:46665", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation touch different model configs and bugs." + "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual encoder keys on save_pretrained is unrelated to Sam3Model text encoder weights not loading." + "reason": "Both concern weight loading/saving, but one is Qwen3.5 visual encoder keys on save_pretrained and the other is SAM3 text encoder weights not loading." }, { "left": "issue:45923", "right": "issue:47333", "accept": false, - "reason": "Missing supports_gradient_checkpointing flag is a one-line model metadata issue, not a disk-offload save failure." + "reason": "Missing supports_gradient_checkpointing and disk-offloaded model save failure are different problems." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword duplication during tokenizer creation is not the same as ScandiBERT loading failure." + "reason": "AddedToken special-argument duplication is unrelated to ScandiBERT loading failure." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Unpacking Qwen3.5 input embeddings with TRL SFT is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Both mention trainers, but one is Qwen3.5 input-embedding unpacking with TRL SFT and the other is evaluate() failing after train()." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver positional interpolation on non-default resolutions is distinct from bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Perceiver image-resolution interpolation and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 docs example errors and OmDet-Turbo processor size mismatch are separate documentation/model-preprocessing bugs." + "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor/model size mismatch are different issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to the single-label-classification zero-loss regression." + "reason": "num_labels propagation in Qwen3.5 and zero-loss single-label classification across models are distinct bugs." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "GraniteSpeech PEFT local-checkpoint loading and sinq quantized save/load corruption are different persistence paths and failures." + "reason": "GraniteSpeech PEFT local checkpoint loading and sinq quantized save/load breakage are not the same defect." } ] }, @@ -5839,10 +5853,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:30064", "issue:36010", @@ -5894,243 +5908,243 @@ ], "soft_pairs": [ "issue:44514|issue:44545", - "issue:30064|issue:36010", "issue:42886|issue:44843", - "issue:43421|issue:43927", - "issue:43746|issue:43873", + "issue:30064|issue:36010", "issue:46655|issue:46693", + "issue:43421|issue:43927", "issue:43381|issue:43844", + "issue:43746|issue:43873", "issue:43421|issue:43653", "issue:39692|issue:43493", - "issue:45081|issue:45356", - "issue:44464|issue:47050", "issue:44995|issue:46858", + "issue:45081|issue:45356", "issue:43673|issue:47337", "issue:43782|issue:45381", + "issue:44464|issue:47050", + "issue:44368|issue:45357", "issue:43994|issue:44671", "issue:43421|issue:44186", - "issue:44368|issue:45357", - "issue:45356|issue:45907", "issue:46032|issue:46463", + "issue:45356|issue:45907", "issue:44857|issue:47050", "issue:39692|issue:43873", "issue:39692|issue:47050", "issue:43596|issue:44220", "issue:43720|issue:43819", "issue:43540|issue:46294", - "issue:43295|issue:45834", "issue:43550|issue:43927", "issue:43550|issue:43819", - "issue:43526|issue:43881" + "issue:43526|issue:43881", + "issue:43295|issue:45834" ], - "prepared_review_unit_hash": "47101b6772ebee240a749a48c6759a15ee93b3f2fee12d27709bc14c9dd8a323", + "prepared_review_unit_hash": "ef2ac6531a64bbb204d22a115cde22a753646c4f0a03609b4365c14269a0a152", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36228, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "serialized_chars": 36221, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bugs/regressions, with only one clear duplicate pair: the two Qwen2_5_VLProcessor apply_chat_template reports. The rest are related only at a broad subsystem level (tokenizers, generation, multimodal, cache/offload) and should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43873 is the broadest and most central report in the set, with the highest discussion and multiple inbound references; the other issues are narrower, model-specific regressions or tokenizer bugs.", + "summary": "This cluster is mostly heterogeneous: tokenizer, vision, generation, quantization, and training regressions mixed together. Only one soft pair looks like a true duplicate; the rest are similar by subsystem/theme but not the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44514 is the best issue anchor because it has an exact duplicate in 44545 and the titles describe the same batched-padding crash; the remaining items are unrelated enough that they should not be merged into the same canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best cluster anchor because it is general enough to represent the most central theme here (offloading/quantization behavior) and has the strongest engagement.", + "best_issue_reason": "Issue 44514 is the best overall issue candidate only because it is part of the sole clear duplicate pair in the set. It is not a good cluster-wide representative beyond that pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; titles differ only in wording." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Unrelated subsystems and failures: image processor segmentation maps vs a GenerationMixin import error." + "reason": "Same exact crash report: `Qwen2_5_VLProcessor.apply_chat_template` fails on batched input with `padding=False`. This is a straightforward duplicate pair." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both involve offline/tokenizer loading, but 44843 is specifically the mistral regex patch calling model_info; 42886 is a broader cache-loading failure." + "reason": "Both involve offline tokenizer loading, but one is a generic cache-load failure and the other is a specific `_patch_mistral_regex`/`model_info()` path. Similar symptom, not clearly the same bug." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Different bugs: runtime special-token/post-processor updates vs save/load losing custom token IDs and causing generation IndexError." + "reason": "Different components and failures: image processor void segmentation maps vs `GenerationMixin` import error." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Different concrete problems: PEFT local checkpoint loading vs offloading behavior with quantization." + "reason": "Both touch generation-related processing, but one is a video padding bug and the other is a long-context performance regression. Not the same issue." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Different code paths: video processor padding calculation vs attention-performance regression in long-context generation." + "reason": "Both relate to token IDs/special tokens, but one is a runtime tokenizer backend post-processor update issue and the other is a save/load config persistence bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Different training/runtime issues: eval-mode gradient checkpointing vs DeepSpeed ZeRO-3 gradient growth." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient inflation are different training-time problems with different symptoms." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantized offloading behavior are separate model-loading/offloading issues." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both tokenizer-related, but one is post-processor updates after runtime special-token changes and the other is BigBird mask-token registration; not the same bug." + "reason": "Both mention special tokens, but one is runtime post-processor updating and the other is BigBirdTokenizer mask-token registration/decoding. Not the same bug." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is a broken documentation example and the other is an implementation discrepancy with JAX; not one underlying issue." + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and quantization failure while the other is an implementation parity discrepancy with JAX." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/indexing, but one is a stale indexer cache on second forward pass and the other is a device-tensor sequence-length bug in static cache arithmetic." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but 45081 is a tokenizer attribute crash while 45356 is a codec-handling regression; close, but not the same concrete bug." + "reason": "Both involve Mistral/Kimi tokenizer behavior, but one is an attribute error in `_patch_mistral_regex` and the other is a codec-handling regression plus a warning issue." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:43673", + "right": "issue:47337", "accept": false, - "reason": "Different failures: compiled-forward chunked generation inconsistency vs ONNX fp16 attention dtype mismatch." + "reason": "Completely unrelated: generation cache/missing `GenerationMixin` behavior vs a flaky bbox range test." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both mention cache behavior, but one is a stale indexer cache in GlmMoeDsa and the other is device-tensor seq length arithmetic in static cache/torch.compile." + "reason": "Different model families and failure modes: Qwen3VL weight-only loading vs Qwen2.5-VL video position IDs." }, { - "left": "issue:43673", - "right": "issue:47337", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "GenerationMixin chunked_prefill cache issue is unrelated to a flaky bbox-range test." + "reason": "Chunked generation inconsistency under compilation and ONNX export dtype mismatch are unrelated code paths." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Both are Qwen VL issues, but one is from_pretrained weight_only loading and the other is video vision_position_ids; different bugs." + "reason": "A warning about `tie_word_embeddings` and a save-pretrained visual-key regression are different bugs." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Completely different models and symptoms: SigLIP2 inference drift vs CamemBERT masked LM predictions." + "reason": "Both are model-output correctness problems, but they affect different architectures and code paths (SigLIP2 vs CamemBERT)." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both tokenizer-adjacent, but one is about special-token mutation at runtime and the other about LayoutLMv2 NER/batching crashes." + "reason": "Both are tokenizer-related, but one is special-token post-processing and the other is LayoutLMv2 NER/batching crashes." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "The Qwen3.5 warning about tie_word_embeddings is unrelated to a save_pretrained visual-encoder-key regression." + "reason": "One is a silent correctness bug in `use_cache` with `seq_len > 1`; the other is an error-message validation issue in T5 decoding." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Mistral/Kimi tokenizer regression is unrelated to list_repo_files forgetting to forward revision." - }, - { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Mamba2Mixer use_cache correctness bug is unrelated to a T5 decoder-input validation error message." + "reason": "Tokenizer regression vs repository listing API forwarding bug in CI; no shared underlying code path." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Different model/tooling paths: LwDetr float16 AMP crash vs CanineModel ONNX export dtype mismatch." + "reason": "Different failures: image loss crashes under AMP/CUDA vs ONNX export attention dtype mismatch." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Same broad ML area, but SigLIP2 docs/example problems are not the same bug as quantization offloading behavior." + "reason": "SigLIP2 docs/example issues and quantization/offloading behavior are not the same bug." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Unrelated model-specific issues: SigLIP2 example/model mismatch vs CanineModel ONNX dtype mismatch." + "reason": "Unrelated models and failures: SigLIP2 example regressions vs Canine ONNX attention dtype mismatch." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different failure surfaces: DeepSpeed ZeRO-3/BertModel index error vs audio feature extraction issue." + "reason": "BertModel under ZeRO-3 init and `_torch_extract_fbank_features()` are separate failures." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model internals and bugs: BitNet packed-weight loading vs DAC from_latents missing STE consistency." + "reason": "BitNet packed-weight loading and DAC STE mismatch are unrelated model-specific bugs." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve Qwen video input, but one is a ValueError in video processing for Qwen3OmniMoe and the other is chat-template token/feature mismatch in Qwen3.5-9B." - }, - { - "left": "issue:43295", - "right": "issue:45834", - "accept": false, - "reason": "Different bugs: processor.tokenizer regression with images vs Kosmos2.5 OCR long-input index error." + "reason": "Both are multimodal/video issues, but one is a Qwen3OmniMoe value error and the other is a Qwen3.5-VL chat-template feature/token mismatch." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Unrelated problems: torch.compile/SDPA failure in Bamba vs DiaConfig losing custom token IDs after save/load." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DiaConfig custom-token persistence." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model and failure mode: Bamba torch.compile/SDPA bug vs DAC forward/from_latents mismatch." + "reason": "Different models and failure mechanisms: compile+SDPA vs missing STE behavior." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Different issues: BeitImageProcessorFast reduce_labels returns one label vs glm-4v-9b loading failure." + "reason": "Reduce-labels truncation in BeitImageProcessorFast and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with images vs long OCR index error in Kosmos2.5; similar family only, not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical-anchor choice is reasonable given 43873\u2019s higher discussion/inbound activity, and the only accepted soft edge (44514/44545) is a clear duplicate by title and bug description. The other pairwise rejects are appropriately cautious and do not overstate evidence." + "feedback": "The summary is grounded in the packet: 44514/44545 are an obvious duplicate pair by title and problem statement, and the remaining pairs are mostly subsystem-level similarities without enough evidence of same-bug identity. The soft-edge verdicts are conservative overall and do not overstate certainty." }, "evaluator_used": true, "retried": false, @@ -6149,7 +6163,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:30064", "issue:34634", @@ -6161,8 +6175,10 @@ "issue:43531", "issue:43540", "issue:43611", + "issue:43618", "issue:43643", "issue:43653", + "issue:43697", "issue:43720", "issue:43756", "issue:43819", @@ -6171,11 +6187,9 @@ "issue:44186", "issue:44220", "issue:44442", - "issue:44448", "issue:44488", "issue:44561", "issue:44661", - "issue:44671", "issue:44821", "issue:44843", "issue:44877", @@ -6202,239 +6216,236 @@ "soft_pairs": [ "issue:44488|issue:47020", "issue:44062|issue:44488", - "issue:43531|issue:43643", "issue:44220|issue:44661", - "issue:43653|issue:43720", "issue:45381|issue:46693", + "issue:43653|issue:43720", + "issue:43531|issue:43643", "issue:45072|issue:47050", "issue:41720|issue:44991", "issue:30064|issue:36331", "issue:44821|issue:45084", "issue:43611|issue:46665", "issue:46829|issue:46832", + "issue:43540|issue:44008", "issue:44186|issue:44898", "issue:46650|issue:47405", - "issue:43540|issue:44008", - "issue:44991|issue:47020", "issue:43653|issue:43819", - "issue:34634|issue:36010", + "issue:44991|issue:47020", "issue:44843|issue:45081", - "issue:43643|issue:44877", + "issue:34634|issue:36010", "issue:43335|issue:43756", + "issue:43643|issue:44877", "issue:45987|issue:46829", "issue:44008|issue:46858", - "issue:39692|issue:45834", "issue:44561|issue:45020", + "issue:39692|issue:45834", "issue:44186|issue:44442", - "issue:44448|issue:44671", - "issue:45987|issue:46932" + "issue:45987|issue:46932", + "issue:43618|issue:43697" ], - "prepared_review_unit_hash": "8efe1563bc2d11cdbbc4d3fcac61930771d9e150e894190e85dc883b52f4b666", + "prepared_review_unit_hash": "de1049b1bd53e85e4348ab80f7b13933cd1c5f287ac998cbb24b32e7e62560b9", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35882, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "serialized_chars": 35871, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated despite broad overlaps like tokenizer loading, remote_code, or dtype issues. The only strong duplicate-like pair is the XLMRoberta tokenizer loading failure, where one issue is a specific model symptom and the other describes the concrete constructor bug.", - "confidence": 0.62, - "canonical_issue_reason": "Issue #47020 is the most concrete root-cause report in the only accepted duplicate pair: it pinpoints the Unigram/vocab type mismatch, while #44991 is the downstream model-specific symptom.", + "summary": "The cluster is noisy: most items are distinct model/tokenizer/config regressions that only share broad loading/compatibility language. I do not see any soft pair that looks like the same concrete bug or change.", + "confidence": 0.41, + "canonical_issue_reason": "Issue #45020 is the broadest representative of the cluster\u2019s recurring theme of recent-model loading regressions around `remote_code` / model initialization, and it is better suited as the cluster anchor than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #47020 is the best representative because it describes the underlying failure mechanism directly and is likely reusable across affected XLMRoberta-based models.", + "best_issue_reason": "#45020 is the most general and user-facing issue in the set, with wording that can subsume several narrower loading/compatibility failures; it is the best single issue to represent this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading problems, but they affect different models and appear to have different failure modes/call paths." + "reason": "Both are tokenizer-loading problems, but they affect different models and fail for different reasons (`sleng-bert` load vs `Unigram(vocab=...)` type mismatch)." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword-argument error is unrelated to loading a specific tokenizer model." + "reason": "One is an `AddedToken` keyword collision, the other is a model/tokenizer load failure; same area, different bug." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to trust_remote_code AutoConfig field loss." + "reason": "Different subsystems: audio feature extraction vs tokenizer-mapping CLI/model creation logic." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Feature-extraction fbank issue and TOKENIZER_MAPPING_NAMES add-new-model-like failure are different subsystems." + "reason": "Qwen2.5-VL video position IDs issue is unrelated to the FA2 long-context performance regression." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated bugs." + "reason": "Tokenizer special-token registration and BitNet packed-weight unpacking are unrelated code paths." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different problems." + "reason": "Qwen3-MoE sliding-window behavior and `AutoConfig.from_pretrained(trust_remote_code=True)` field loss are different failures." }, { "left": "issue:45072", "right": "issue:47050", "accept": false, - "reason": "Both mention dtype mismatches, but they are different models, formats, and code paths." + "reason": "Both mention dtype mismatches, but one is SwitchTransformers/TimmWrapper inference and the other is Canine fp16 ONNX export; not the same bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different models and causes: Qwen3 device-mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor void segmentation maps and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Image segmentation-map processing and `CustomTrainer.compute_loss` kwargs are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Loading an AutoImageProcessor from URL is unrelated to a template compilation TypeError." + "reason": "AutoImageProcessor-from-URL loading and Jinja/template compilation errors are unrelated." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both concern model loading semantics, but they describe different bugs and different failure mechanisms." + "reason": "Model `base_model_prefix` loading breakage and inconsistent `from_pretrained` inside Python classes are not the same code path." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Output-field mismatch in VideoPrism and RTDetr feature-level indexing are unrelated." + "reason": "Different RT-DETR/VideoPrism output-shape bugs with different symptoms and locations." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma3n variable collision in forward are distinct multimodal bugs." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Perceiver image resolution handling." + "reason": "LayoutLMv2 tokenizer batching crashes and Perceiver interpolation failure are unrelated model/tokenizer behaviors." }, { "left": "issue:46650", "right": "issue:47405", "accept": false, - "reason": "save_pretrained key-renaming corruption is a different bug from wrong Auto-class loading causing silently random weights." + "reason": "`save_pretrained` reverse-rename corruption and wrong-Auto-class silent conversion skipping are both loading/saving issues, but they are different mechanisms and failure modes." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Qwen3OmniMoe video input validation and Gemma3n variable collision are different code paths." + "reason": "BigBird mask-token decoding and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:44991", "right": "issue:47020", - "accept": true, - "reason": "These look like the same tokenizer-loading regression: #47020 states the concrete XLMRoberta/Unigram constructor bug, while #44991 is the model-specific symptom." + "accept": false, + "reason": "Different tokenizer-loading failures for different models and root causes." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC latent reconstruction mismatch are unrelated." + "reason": "Both involve `_patch_mistral_regex`, but one is offline hub access and the other is a backend-tokenizer attribute crash; not the same bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated issues." + "reason": "BarkProcessor `voice_preset` and `GenerationMixin` import failure are unrelated." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; different failure modes." + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer mismatch are different model-configuration issues." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "trust_remote_code missing fields and strict granite_speech config loading are not the same bug." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to Smollm3 RoPE-layer dropping." + "reason": "Both concern config loading strictness, but they target different config objects and failure mechanisms." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache.get_seq_length contract mismatch is unrelated to VideoPrism hidden_states output wiring." + "reason": "StaticCache sequence-length return type and VideoPrism hidden_states output bug are unrelated." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n audio tensor naming collision is unrelated to static-cache sequence-length device-tensor behavior." + "reason": "Gemma3n audio-mask variable collision and static-cache device-tensor arithmetic are different bugs." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "SigLIP2 doc-example errors and Kosmos2.5 long OCR index error are different models and failures." + "reason": "Both mention remote-code/model loading regressions, but one is specifically the `is_torch_fx_available` removal and the other is a broader remote_code failure; not enough to treat as the same bug." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Both mention remote_code breakage, but one is a specific v5 API removal while the other is a broader regression report; not clearly the same bug." + "reason": "SigLIP2 documentation errors and Kosmos2.5 long OCR index error are different issues." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + "reason": "LayoutLMv2 NER/padding crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer problems." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are unrelated." + "reason": "StaticCache return-type bug and Gemma4 quantized-embedder dtype casting are different failure modes." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "StaticCache sequence-length contract issue and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "CLIPOutput attentions field regression and RTDetrV2 differing outputs are unrelated model-output bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pair (issue:44991, issue:47020) is plausibly the same tokenizer-loading regression, and the other soft-edge rejections do not overclaim equivalence from title-level evidence. No mergeability concerns apply here since these are issue pairs, not PR pairs." - }, - "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 }, @@ -6446,10 +6457,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:28218", "issue:29159", @@ -6462,10 +6473,8 @@ "issue:43577", "issue:43582", "issue:43606", - "issue:43618", "issue:43644", "issue:43645", - "issue:43697", "issue:43716", "issue:43749", "issue:43782", @@ -6475,8 +6484,10 @@ "issue:43994", "issue:44008", "issue:44291", + "issue:44448", "issue:44479", "issue:44610", + "issue:44671", "issue:44805", "issue:44811", "issue:44936", @@ -6501,47 +6512,47 @@ "issue:47337" ], "soft_pairs": [ + "issue:44448|issue:44671", "issue:44805|issue:44936", - "issue:43618|issue:43697", "issue:44991|issue:46291", "issue:43322|issue:45685", "issue:45584|issue:45834", - "issue:43421|issue:44811", - "issue:46294|issue:46463", "issue:43606|issue:45072", + "issue:46294|issue:46463", + "issue:43421|issue:44811", "issue:46752|issue:47337", "issue:43550|issue:45072", - "issue:44479|issue:45834", "issue:43716|issue:44008", "issue:43782|issue:44977", + "issue:44479|issue:45834", "issue:45183|issue:45479", "issue:43577|issue:43818", - "issue:28218|issue:29159", "issue:43644|issue:43749", "issue:45563|issue:47276", "issue:43582|issue:46512", + "issue:28218|issue:29159", "issue:43540|issue:45381", - "issue:43825|issue:43994", "issue:44610|issue:45072", - "issue:43645|issue:46665", + "issue:43825|issue:43994", "issue:43931|issue:46846", + "issue:43645|issue:46665", "issue:34634|issue:36331", "issue:43749|issue:44291" ], - "prepared_review_unit_hash": "75c2c8909e383a84065343baad5af71b10c2f08d95e18686169a8f13b9b397bd", + "prepared_review_unit_hash": "e120c73333c09271f3f36a3ae7314027d3b9f9e60e752f0eb86bc41651a47817", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35719, + "serialized_chars": 35720, "estimated_input_tokens": 8930, "estimated_eval_tokens": 18116 }, @@ -6550,177 +6561,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No pairs are strong enough to confirm as duplicates from titles alone. The tokenizer pair (28218, 29159) is the closest match, but it should be treated as related tokenizer behavior rather than the same bug. No pull requests are present.", - "confidence": 0.56, - "canonical_issue_reason": "Issue 29159 is the broadest tokenizer report and the best anchor for this sub-area, but the evidence is insufficient to collapse 28218 into it as a duplicate.", + "summary": "This cluster is mostly a loose semantic neighborhood of unrelated Transformers bug reports. The only nearby subgroup is tokenizer/post-processing behavior, but none of the soft pairs looks like the same underlying bug closely enough to merge. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:28218 is the oldest and most central tokenizer-related report here, with inbound references and a clear user-facing symptom that could anchor nearby tokenizer duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "29159 is the best representative of the tokenizer-related issues because it frames the behavior at the broader slow-vs-fast inconsistency level, even though the duplicate link is not strong enough to accept.", + "best_issue_reason": "issue:28218 is the best global representative because it is the clearest, most established tokenizer bug among the items; the rest of the cluster is too heterogeneous to justify a different anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Different failure modes: mask/index shape mismatch versus trainer train/evaluate state behavior." + "reason": "Both are version-regression/output-quality reports, but they involve different models and different failure modes, so they are not the same bug." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "CLIP attentions being dropped and RTDetr output drift are unrelated model behaviors." + "reason": "Mask-shape indexing error and trainer.evaluate() failure after train are different code paths and symptoms." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure and pipeline import/version requirement are different code paths." + "reason": "Tokenizer loading failure and pipelines import/dependency failure are unrelated issues." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault and MPS histogram TypeError are unrelated runtime failures." + "reason": "Segmentation fault while loading Llava Next and an MPS histogram type error are clearly different bugs." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR index error are different bugs." + "reason": "Whisper empty-transcription failure after align_special_tokens and Kosmos2.5 OCR long-input indexing are different model-specific problems." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Special-token post-processor updates and Whisper batch_decode skipping are separate tokenizer behaviors." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failure modes despite both being inference-device related." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video token/feature mismatch and T5 decoder-input validation messaging are unrelated." + "reason": "Qwen3.5 video token/template mismatch and T5 decoder validation error are unrelated." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "CPU offload device mismatch and dtype mismatch are not the same defect." + "reason": "Both touch tokenizer behavior, but one is about updating post-processors when special tokens change at runtime and the other is about batch_decode skip_special_tokens; they are not the same concrete bug." }, { "left": "issue:46752", "right": "issue:47337", "accept": false, - "reason": "Empty chat-template input crash and bbox-range flaky test are different problems." + "reason": "Empty apply_chat_template crash and bbox-range flaky test are unrelated." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Torch.compile/SDPA failure is unrelated to generic dtype mismatch reports." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Qwen video regression and Kosmos OCR index error are not the same underlying issue." + "reason": "torch.compile SDPA failure and bfloat16 dtype mismatch are distinct bugs." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image-preprocessor dtype mismatch and Gemma3n variable collision are unrelated." + "reason": "Image preprocessor/model dtype mismatch and Gemma3n variable-name collision are unrelated code-path issues." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Weight-only load error and flash-attention generation issue differ in both symptom and path." + "reason": "weight_only loading error and flash-attention generation regression are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression across Qwen variants and long-OCR index error in Kosmos2.5 are different model bugs." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation messaging and zero-loss classification are unrelated." + "reason": "Input validation XOR error and degenerate zero-loss classification behavior are not the same bug." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype retention and Video-LLaVA temporal-attention issues are different model problems." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": false, - "reason": "Both are tokenizer-related, but the packet only shows a broad inconsistency report versus an added-token spacing symptom; not enough evidence that they are the same bug." + "reason": "Stale dtype on Blip2 loading and missing temporal attention/shared weights in Video-LLaVA are unrelated." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk and FSDP CPU-RAM-efficient loading are different loading regressions." + "reason": "Non-persistent buffer junk fill and FSDP RAM-efficient loading breakage are both loading-related, but the concrete bugs differ." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "Both are warnings, but they refer to different generation features and code paths." + "reason": "Both are warning-message issues, but they concern different generation features and do not share the same underlying defect." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale config dtype after from_config are distinct dtype/loading bugs." + "reason": "Apple Silicon caching_allocator_warmup TypeError and stale config dtype from from_config are separate APIs and symptoms." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "These are different Qwen video regressions with no clear shared root cause from titles alone." + "reason": "Both are tokenizer-related, but one is about an extra space after added tokens and the other is slow/fast tokenizer inconsistency; they are too different to treat as one bug." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Pipeline translation warning text and SigLIP2 output quality are unrelated." + "reason": "Qwen3OmniMoe video-processing ValueError and qwen2.5-vl vision_position_ids regression are different video-input bugs." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatch are unrelated issues." + "reason": "Processor output-size mismatch and dtype mismatch are not the same underlying problem." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Notebook custom-model initialization and from_pretrained-in-class behavior are different lifecycle bugs." + "reason": "Pipeline translation-support warning and SigLIP nonsensical outputs are unrelated." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 TP-plan omissions are separate loading/parallelism problems." + "reason": "Weight-shape mismatch on load and missing linear_attn entries in tensor-parallel planning are different issues." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization/loading, but the notebook custom-model problem and from_pretrained-in-class inconsistency are not the same concrete bug." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer signature mismatch are unrelated." + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument are both loading-related but not the same defect." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected _is_hf_initialized argument are both loading issues, but they do not share the same code-path problem." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is directionally fine, but the accepted soft edge overstates the evidence. From the packet we only have titles and soft similarity, so saying 28218 and 29159 are the \"same tokenizer added-token spacing inconsistency\" is stronger than the data supports. A more conservative verdict would be that they are plausibly related tokenizer issues, not clearly duplicates. The rest of the soft-edge rejections look appropriately cautious, and the no-PR note is grounded." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6733,10 +6741,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:36010", "issue:36331", @@ -6795,41 +6803,41 @@ "issue:44671|issue:45701", "issue:43742|issue:45020", "issue:47254|issue:47332", - "issue:43577|issue:43582", "issue:46697|issue:46728", + "issue:43577|issue:43582", "issue:42915|issue:47333", "issue:44589|issue:45042", "issue:43782|issue:45325", "issue:43262|issue:47217", "issue:46851|issue:47337", - "issue:36010|issue:43645", + "issue:43653|issue:44912", "issue:43262|issue:43819", "issue:46175|issue:46932", - "issue:43653|issue:44912", + "issue:36010|issue:43645", "issue:45003|issue:46285", "issue:43582|issue:44857", "issue:36010|issue:36331", "issue:43638|issue:44936", - "issue:43531|issue:45042", "issue:45372|issue:46326", + "issue:43531|issue:45042", "issue:43550|issue:44912", - "issue:43825|issue:43827", - "issue:42175|issue:46291" + "issue:42175|issue:46291", + "issue:43825|issue:43827" ], - "prepared_review_unit_hash": "5f764323ad4e141caa1d97fa4b2236a274334bcd28c62bf472bd246184ccd19a", + "prepared_review_unit_hash": "da417ab55b9247bc7f3862356b55364b5ab50343e2808386bd397dfe94f5fdf6", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35862, + "serialized_chars": 35861, "estimated_input_tokens": 8966, "estimated_eval_tokens": 18188 }, @@ -6838,180 +6846,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports grouped by loose lexical similarity. I reject every soft edge: they describe different bugs, models, or subsystems. There is no real PR candidate here; among the issues, #45020 is the broadest regression-style report and the least bad canonical representative, but the cluster is not a true duplicate set.", - "confidence": 0.72, - "canonical_issue_reason": "#45020 is the broadest, most cross-cutting report in the set: a recent-version regression affecting model loading with `remote_code`, which is closer to a cluster-level umbrella than the many model-specific or subsystem-specific issues here.", + "summary": "These items are a heterogeneous set of unrelated closed issues across many different transformers subsystems. I do not see a true duplicate cluster here, and none of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span unrelated failures in loading, training, tokenization, quantization, multimodal processors, and offloading.", "canonical_pr_reason": null, - "best_issue_reason": "Best overall issue representative for this noisy cluster because it has the widest applicability and the most plausible overlap with other loading/regression reports, even though the set is not genuinely duplicate-heavy.", + "best_issue_reason": "No single issue is a good global representative because there is no coherent duplicate set to collapse.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different failures: BitNet packed-weight unpacking during accelerate loading vs dtype mismatch in bfloat16 inference for other models." + "reason": "Both concern dtype/loading behavior, but one is BitNet packed-weight unpacking during accelerate loading and the other is bfloat16 dtype mismatches in different models." }, { "left": "issue:47276", "right": "issue:47337", "accept": false, - "reason": "A misleading warning about continuous batching is unrelated to a flaky bbox-range test." + "reason": "One is a misleading warning message in continuous batching; the other is a flaky bbox range test failure. Same test area is not the same bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend installation/package-dependency issue vs a Mistral tokenizer regex crash; different code paths and symptoms." + "reason": "TensorFlow backend packaging and a Mistral tokenizer regex crash are unrelated." }, { "left": "issue:47254", "right": "issue:47333", "accept": false, - "reason": "PEFT+ZeRO-3 gradient checkpointing error vs disk-offloaded Qwen3 model save failure; not the same bug." + "reason": "Both involve offloading/PEFT/ZeRO-3 style tooling, but one is a checkpointing error and the other is a save-time disk-offload issue for a specific model." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering tuple-label truncation and Mamba2 cache correctness are unrelated." + "reason": "Different code paths: metric gathering label truncation vs Mamba2 cache correctness." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression vs general tokenization changes; same area loosely, but not the same underlying defect." + "reason": "CamemBERT masked-LM prediction regression is not the same as a broad tokenization change across versions." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error on load and remote_code breakage are both loading-related, but they are different concrete failure modes." + "reason": "MobileLLM key error on load and remote_code breakage are different loading failures with different causes." }, { "left": "issue:47254", "right": "issue:47332", "accept": false, - "reason": "Gradient checkpointing/ZeRO-3 training error vs inability to save a disk-offloaded VL model." + "reason": "Same general offloading area, but one is a training/checkpointing problem and the other is inability to save a disk-offloaded Qwen3-VL model." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "BLIP2 dtype handling vs an Apple Silicon allocator warmup TypeError; unrelated subsystems." + "reason": "Both are image-size/padding related, but one over-pads Swin2SR images while the other miscounts Aria patches for odd 490 multiples." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Both are image-processor bugs, but one over-pads and the other miscounts patches; different algorithms and fixes." + "reason": "Blip2 dtype mismatch vs Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:42915", "right": "issue:47333", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8 loading failure vs a disk-offloading save problem for a different Qwen3 model." + "reason": "Qwen3-MoE FineGrainedFP8 failure and saving a disk-offloaded Qwen3 model are different problems." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage-object lookup error is unrelated to PIL backend unexpectedly requiring torchvision." + "reason": "Missing Float8 storage and PIL backend requiring torchvision are unrelated issues." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3-VL `weight_only=True` load error and Qwen2.5-VL rope index scaling are distinct model-specific bugs." + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope index scaling bug are distinct model-specific failures." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and VL image-placeholder handling are different template/processor issues." + "reason": "Audio processor sampling-rate defaults and VL image-placeholder handling are different multimodal bugs." }, { "left": "issue:46851", "right": "issue:47337", "accept": false, - "reason": "Variable-length position_id behavior in Qwen3.5 is unrelated to a flaky bbox-coordinate test." + "reason": "Variable-length position_ids bug for Qwen3.5 is unrelated to a flaky bbox coordinate test." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different compatibility issues." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor chat-template defaulting vs DAC latent conversion mismatch; no shared bug." + "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Gemma4 vision patch-embedder one-hot memory blowup vs quantized embedders dtype casting; same model family but not the same defect." + "reason": "Both are Gemma4 dtype/embedding issues, but one is a massive one-hot memory blow-up and the other is quantized embedder casting; not the same concrete bug." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback on a different model." + "reason": "GenerationMixin import failure and Jupyter custom model initialization breakage are different import/initialization problems." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe `sys.modules` access in modeling_utils and CLIP text-model structure changes are unrelated." + "reason": "Unsafe sys.modules access in modeling_utils is not the same as CLIP model structure inconsistency." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon M4 TypeError vs a CUDA float16 AMP crash in a loss module; different environments and causes." + "reason": "Apple Silicon warmup TypeError and LwDetrImageLoss AMP crash are unrelated runtime errors." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing `GenerationMixin` and a custom trainer kwarg mismatch are unrelated API breakages." + "reason": "One is a broken GenerationMixin import; the other is a Trainer compute_loss signature change." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero-3/Bert index error during training and `trainer.evaluate()` failing after `train()` do not describe the same bug." + "reason": "Deepspeed ZeRO-3 index error on non-pretrained Bert and trainer.evaluate() after train() are different training failures." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend dependency requirements." + "reason": "Gemma 4 processor loading fails due to missing ReasoningEffort; continue_final_message behavior with mistral_common is a different tokenizer feature bug." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Both mention mistral_common, but one is a missing import during Gemma4 processor loading and the other is a `continue_final_message` tokenizer bug." + "reason": "Qwen3-MoE sliding_window bug and PIL backend torchvision dependency regression are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba-9B-v2 and MXFP4 fallback in git-oss-20b are different model/runtime problems." + "reason": "Bamba torch.compile+SDPA failure and MXFP4 quantization fallback are different model/runtime paths." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "One is an incorrect runtime error message about translation tasks; the other is docs still referencing removed pipeline APIs. Related theme, not the same issue." + "reason": "TensorFlow not included in a torch extra and importing pipelines failing on kernels v0.15 are separate dependency issues." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Missing TensorFlow backend in a torch extra install and kernels-v0.15 import/version requirements are separate dependency issues." + "reason": "These are related to v5 pipeline removals, but one is an incorrect runtime error message and the other is stale docs; not the same bug/change." } ] }, @@ -7030,11 +7038,12 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ + "issue:28370", "issue:29159", "issue:34567", "issue:38175", @@ -7080,7 +7089,6 @@ "issue:45759", "issue:45859", "issue:46209", - "issue:47020", "issue:47050", "issue:47333" ], @@ -7094,229 +7102,229 @@ "issue:44060|issue:44368", "issue:43854|issue:44977", "issue:42915|issue:44821", - "issue:43746|issue:44811", + "issue:28370|issue:29159", "issue:43257|issue:43696", "issue:45084|issue:45538", + "issue:43746|issue:44811", "issue:38175|issue:44610", - "issue:43262|issue:44811", "issue:43643|issue:45759", - "issue:42490|issue:43257", "issue:45859|issue:47050", - "issue:42915|issue:43742", - "issue:43329|issue:45600", + "issue:42490|issue:43257", + "issue:43262|issue:44811", "issue:43329|issue:44479", + "issue:43329|issue:45600", "issue:44291|issue:45042", + "issue:42915|issue:43742", "issue:43526|issue:44554", + "issue:39692|issue:44912", "issue:43329|issue:43450", "issue:34567|issue:40990", - "issue:39692|issue:44912", - "issue:29159|issue:34567", "issue:44387|issue:44617", "issue:44589|issue:47333", - "issue:45081|issue:47020" + "issue:29159|issue:34567" ], - "prepared_review_unit_hash": "06e69fae6510e7370f35037df03e3c850fcb6129b25c9ce107700e24713e83e1", + "prepared_review_unit_hash": "011f981fbdc05d08c5e4ee663b02bbf85a7f21f22233ab435a36948feeccf25b", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36670, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "serialized_chars": 36661, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft duplicate pairs should be merged here. The cluster is a grab-bag of unrelated tokenizer, multimodal, quantization, offloading, and model-loading bugs; several pairs share broad subsystem language but not the same concrete failure mode.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "No soft edge looks like the same underlying bug/change; the items span unrelated tokenizer, multimodal, quantization, config, and processor regressions. I would not collapse any of the suggested pairs into duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate issue emerges from this heterogeneous set; if an anchor is needed, issue 43329 is the most concrete code-path bug report.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43329 is the strongest standalone issue to anchor on because it identifies a specific undefined-variable failure in a reachable video code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading, but they are different failure modes: gguf_file handling for AutoTokenizer/AutoModel vs a specific EMBEDDIA/est-roberta tokenizer regression." + "reason": "Both are loading failures, but one is gguf_file support in Auto* APIs and the other is tokenizer loading for a specific model; different root causes." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different code paths and symptoms: Mistral regex patching crash in tokenizer setup vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Mistral tokenizer regex patching and Gemma4Processor missing _tokenizer are unrelated failures in different code paths." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to a VLM video-token counting bug in _get_num_multimodal_tokens." + "reason": "One is Qwen3 MoE weight conversion with accelerate/deepspeed; the other is a multimodal video token-counting bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "DAC latent reconstruction mismatch and DiaConfig losing custom token IDs are different model/config bugs." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "The first is an isolated reproduction of another issue; the second is a B200 FP8 inference problem. Not the same bug." + "reason": "An isolated reproduction of an older issue is not the same as FP8 inference failing on B200 hardware." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation and RTDetrV2 output differences are separate model/processor issues." + "reason": "BEiT Fast label reduction and RTDetrV2 output differences are unrelated model-processing regressions." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "One is an incorrect tied-weights warning in Qwen3-Next internals; the other is a user-facing warning during ms-swift LoRA fine-tuning. Same family, different problem." + "reason": "Both mention tied-weights warnings, but one reports a wrong weight tie and the other a repeated warning during LoRA fine-tuning; not the same bug." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash load failure in tests is not the same as Qwen3.5 flash-attention generation issues." + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation failures are distinct model-specific problems." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3MoE FP8 config failure and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:28370", + "right": "issue:29159", "accept": false, - "reason": "PEFT adapter checkpoint loading and Whisper batch_decode skip_special_tokens are different processor/model-loading bugs." + "reason": "Custom SentencePiece vocab_file handling and slow/fast tokenizer inconsistency overlap broadly but do not describe the same concrete bug." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Both mention Qwen3 and loading/runtime issues, but one is MOE weight conversion with accelerate/deepspeed and the other is an outright CUDA OOM on GPT-oss-20b." + "reason": "Weight conversion on Qwen3 MoE and GPT-oss OOM are different failure modes and code paths." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error and CLIPTokenizer model_max_length misuse are unrelated." + "reason": "Template-node compilation errors and CLIPTokenizer model_max_length behavior are unrelated." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "SigLIP2 zero-probabilities and OmDet-Turbo 640px-vs-224px preprocessing mismatch are different bugs." + "reason": "Local PEFT adapter loading and Whisper batch_decode skip_special_tokens handling are separate issues." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode token skipping are separate audio-processing issues." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo image-size mismatch are different vision bugs." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and not unwrapping text_config in composite multimodal configs are distinct config-loading problems." + "reason": "Missing fields from trust_remote_code config loading and text_config unwrapping for composite multimodal configs are different config-path regressions." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Trailing-slash path import warning is unrelated to Qwen3 MOE weight conversion." + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding and Canine fp16 ONNX export dtype mismatch are unrelated." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to a CanineModel fp16 ONNX dtype mismatch." + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion are unrelated." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "FineGrainedFP8Config failure and MobileLLM-125M key error do not describe the same defect." + "reason": "Audio chat-template sampling-rate defaults and Whisper decoding flags are different processor behaviors." }, { "left": "issue:43329", - "right": "issue:45600", + "right": "issue:44479", "accept": false, - "reason": "Video-token counting bug in multimodal processors is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + "reason": "The former is an internal undefined-variable bug in multimodal token counting; the latter is a broader video-input regression across models." }, { "left": "issue:43329", - "right": "issue:44479", + "right": "issue:45600", "accept": false, - "reason": "The first is a missing/undefined helper in video token counting; the second is a broader v5.3.0 video-input regression across several Qwen models." + "reason": "Video token counting and auto_mappings references to removed configs are unrelated CI/runtime issues." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError and PIL backend requiring torchvision are separate compatibility issues." + "reason": "init_empty_weights TypeError and PIL backend torchvision dependency regressions are unrelated." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "reduce_labels returning one label and an MPS attention correctness bug with differing head dims are unrelated." + "reason": "Qwen3MoE FP8 failure and MobileLLM loading key error are distinct model-loading bugs." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Video token counting undefined names and batched video processor output shape are different bugs in adjacent areas, not one concrete failure." + "reason": "BEiT label reduction and MPS attention correctness under mismatched head dims are unrelated." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated training/runtime issues." + "reason": "SigLIP2 doc-example errors and gpt-oss MXFP4 quantization fallback are different issues." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "SigLIP2 documentation errors do not match a GPT-oss MXFP4 quantization fallback problem." + "reason": "Both involve video processing, but one is a missing-implementation bug in token counting and the other is a batched-shape bug in processors." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Tokenizer inconsistency and TrainerState num_input_tokens_seen not updating are different subsystems and symptoms." + "reason": "TrainerState token counters and gpt-oss perplexity are unrelated training/eval issues." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization reserved-memory growth and the other is Sam3Video running out of memory; no shared concrete root cause." + "reason": "Int4 quantization reserved-memory growth and Sam3Video OOM are different memory issues with different causes." }, { "left": "issue:44589", "right": "issue:47333", "accept": false, - "reason": "Float8 storage lookup failure is not the same as save failures for disk-offloaded Qwen3-30B-A3B." + "reason": "Missing Float8 storage support and disk-offloaded Qwen3-30B save failure are unrelated." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Mistral regex patching crash and XLMRobertaTokenizer Unigram initialization are distinct tokenizer bugs." + "reason": "Tokenizer inconsistency and TrainerState input-token tracking are different subsystems and bugs." } ] }, @@ -7335,14 +7343,13 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:24643", "issue:28282", - "issue:29127", "issue:29159", "issue:29870", "issue:33357", @@ -7373,6 +7380,7 @@ "issue:44912", "issue:44936", "issue:44987", + "issue:45081", "issue:45127", "issue:45356", "issue:45357", @@ -7385,221 +7393,216 @@ "issue:46693", "issue:46701", "issue:46821", + "issue:47020", "issue:47145", "issue:47332" ], "soft_pairs": [ + "issue:45081|issue:47020", "issue:43257|issue:43931", - "issue:44987|issue:45538", "issue:43425|issue:46291", + "issue:44987|issue:45538", "issue:43525|issue:46291", "issue:45459|issue:45803", "issue:44912|issue:47145", - "issue:28282|issue:29870", "issue:43650|issue:43906", - "issue:28282|issue:34689", - "issue:33357|issue:34567", "issue:43540|issue:46701", - "issue:44568|issue:45356", + "issue:28282|issue:29870", "issue:43454|issue:43577", - "issue:44291|issue:44821", "issue:46421|issue:46424", - "issue:43742|issue:44291", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:44291|issue:44821", + "issue:28282|issue:34689", "issue:43749|issue:44756", - "issue:44936|issue:46821", + "issue:43742|issue:44291", "issue:42175|issue:43824", - "issue:24643|issue:29159", - "issue:44589|issue:47332", - "issue:28282|issue:29127", + "issue:44936|issue:46821", "issue:44479|issue:46693", "issue:43404|issue:45127", + "issue:44589|issue:47332", "issue:42915|issue:45538", - "issue:43697|issue:45357" + "issue:43697|issue:45357", + "issue:24643|issue:29159" ], - "prepared_review_unit_hash": "19cce58d12b678c05b46c1b14eb749ae30488625a1cd980522347229ac290c68", + "prepared_review_unit_hash": "d955a202cea5ba2135f6c23638ac8e2d51715c09432d1d5f16a54951fcfe85a3", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34982, - "estimated_input_tokens": 8746, - "estimated_eval_tokens": 17748 + "serialized_chars": 35629, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most pairs are only loosely similar by theme (loading, tokenizers, quantization, multimodal, cache, trainer issues) but do not look like the same underlying bug. I would not merge any of the soft-edge pairs.", - "confidence": 0.63, - "canonical_issue_reason": "No single issue cleanly represents a duplicate set here; if a representative must be chosen, issue 43749 is the broadest/highest-activity infrastructure regression and most plausible cluster anchor.", - "canonical_pr_reason": "No pull requests are present in the cluster.", - "best_issue_reason": "Issue 43749 is the strongest representative candidate because it has the most discussion/inbound references and describes a broad runtime regression, making it a better cluster anchor than the highly model-specific reports.", - "best_pr_reason": "No pull requests are present, so there is no best PR candidate.", + "summary": "These pairs do not look like duplicate reports of the same underlying bug/change. They span unrelated tokenizer, model-loading, training, cache, quantization, and dependency issues, so no soft edge should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate target stands out; the items are largely unrelated issue reports rather than one cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to choose a representative issue, issue:47145 is the most concrete and actionable report, but it is not a dedupe anchor for the rest.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "Different models and different failure modes: Qwen3 MOE conversion vs Qwen3-VL weight-shape loading mismatch." + "reason": "Different tokenizer bugs: one is a Mistral regex patch crash, the other is an XLMRoberta/Unigram init type mismatch." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Unrelated bugs: one is a model-loading failure on a specific repo, the other is tokenizer max-length handling." + "reason": "Both involve Qwen loading, but they are different failures on different model families and code paths." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch compatibility and pipeline import/version requirements are separate issues with different root causes." + "reason": "Unrelated dependency issues: torch compatibility versus kernels import/version requirements." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: loading a specific model release versus CLIP tokenizer max_length handling." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels dependency validation on pipeline import." + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels import failure." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention broad exception handling, but they are distinct code paths and distinct bugs; not the same change." + "reason": "Both mention exception handling, but they are separate modules and separate error-suppression bugs." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both concern quantized checkpoint loading, but one is MXFP4 fallback behavior and the other is FP8 weight_scale omission." + "reason": "Both are quantization/loading bugs, but one is MXFP4 fallback and the other is FP8 weight_scale loss; not the same bug." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "PyTorch-not-found import error is unrelated to Bart generate() decoder_attention_mask assignment." + "reason": "A vague data request is unrelated to an isolated reproduction of a separate bug." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "A vague issue placeholder is not the same as a reproduction of a specific prior bug." + "reason": "Different model/pipeline failures with no shared concrete code path." }, { "left": "issue:28282", - "right": "issue:34689", + "right": "issue:29870", "accept": false, - "reason": "Generic PyTorch import error is not the same as a model-loading regression for Llama 3.2 Vision." + "reason": "ImportError for missing PyTorch is unrelated to BART generate's UnboundLocalError." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token-count tracking are unrelated." + "reason": "Different model issues: weight tying for Mistral/AutoModelForImageTextToText versus BLIP2 dtype propagation." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Different multimodal failures in different models and pipelines; no shared concrete code path." + "reason": "Both concern cache behavior, but one is recompilation from lazy init and the other is max_cache_length handling for quantized cache." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and stem from different causes." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different failure modes." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "One is broken lm_head weight tying; the other is dtype propagation for Blip2/QFormer." + "reason": "MacOS CLIP bus error is unrelated to TrainerState token counting not updating." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + "reason": "Loading with init_empty_weights and loading AutoImageProcessor from URL are different code paths and errors." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both are cache-related, but one is recompilation/lazy init and the other is cache_length configuration semantics." + "reason": "FSDP RAM-efficient loading and Strix Halo mmap OOM are distinct memory/loading issues." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError during model loading is not the same as init_empty_weights rejecting _is_hf_initialized." + "reason": "A key error loading a model is unrelated to the init_empty_weights TypeError." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "FSDP CPU/RAM-efficient loading and Strix Halo mmap OOM are different loading/memory issues." + "reason": "TensorFlow dependency packaging and a missing Qwen2.5-VL import are unrelated." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer train/evaluate sequencing bug is unrelated to TimesFM window_size AttributeError." + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError are separate bugs." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "Backend packaging/dependency issue and missing Qwen2.5-VL export are unrelated." + "reason": "A video-input regression across Qwen variants is not the same as an FA2 long-context performance regression." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "DeepSpeed weight-dimension error is unrelated to tokenizer slow/fast inconsistency." + "reason": "Different weight-tie issues on different architectures and failure symptoms." }, { "left": "issue:44589", "right": "issue:47332", "accept": false, - "reason": "FP8 storage lookup and disk-offloaded save failure are different bugs." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "Missing PyTorch import and LayoutLMv3 error messaging are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:46693", - "accept": false, - "reason": "Both are regressions, but one is video-input behavior across Qwen VL models and the other is FA2 long-context performance." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both involve tied embeddings, but one is a specific model weight-tying bug and the other is LoRA merge behavior with extended vocab." + "reason": "Float8 storage lookup error is unrelated to disk-offloaded model save failure." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer model_max_length." + "reason": "Qwen3MoE FP8 config failure and CLIP tokenizer max_length bug are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetr output differences in v5 and Qwen3.5 visual encoder key saving are unrelated regressions." + "reason": "RTDetr output drift in v5 and Qwen3.5 save_pretrained key corruption are different regressions." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape error is unrelated to slow/fast tokenizer inconsistency." } ] }, @@ -7618,13 +7621,15 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:27957", "issue:28282", + "issue:28370", + "issue:29127", "issue:34567", "issue:36331", "issue:38175", @@ -7650,7 +7655,6 @@ "issue:44589", "issue:44792", "issue:44821", - "issue:44849", "issue:44857", "issue:44898", "issue:44964", @@ -7663,247 +7667,245 @@ "issue:45405", "issue:45488", "issue:45538", - "issue:45701", "issue:45907", "issue:46512", "issue:46832", "issue:46869", "issue:47254", - "issue:47332", - "issue:47333" + "issue:47332" ], "soft_pairs": [ - "issue:45137|issue:45405", + "issue:28282|issue:29127", "issue:44062|issue:44991", "issue:43582|issue:47254", + "issue:45137|issue:45405", "issue:43531|issue:44821", "issue:44568|issue:45488", "issue:39379|issue:44554", "issue:44857|issue:46832", "issue:45538|issue:46869", "issue:42915|issue:43749", - "issue:27957|issue:28282", "issue:43540|issue:44479", "issue:43540|issue:44560", "issue:41720|issue:43540", - "issue:34567|issue:36331", + "issue:27957|issue:28282", "issue:43452|issue:43582", "issue:44062|issue:45081", - "issue:42175|issue:44488", "issue:44479|issue:45381", - "issue:45042|issue:45081", + "issue:42175|issue:44488", + "issue:34567|issue:36331", "issue:42915|issue:47332", + "issue:45042|issue:45081", "issue:43577|issue:46512", + "issue:38175|issue:44898", "issue:44987|issue:45907", "issue:43493|issue:43994", - "issue:38175|issue:44898", "issue:43742|issue:44589", - "issue:44792|issue:44964", - "issue:44849|issue:45701", - "issue:43742|issue:47333" + "issue:28282|issue:28370", + "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "a338573a5ea32be8091588e79bbf09b766fc87c1ab1d5fe41e4323ca7936dde8", + "prepared_review_unit_hash": "0b3f002efee07f5bb033f83fbf3d6bfc1a946cf1885fd36f54e675f5ac75adc1", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35923, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "serialized_chars": 35443, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer, dtype, multimodal, training, and device-mapping bugs are all mixed together. I only see two plausible duplicate groups: the Qwen video-input regression pair and the SigLIP2 output-discrepancy pair.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44479 is the broadest and clearest representative of a real duplicate set here: it frames the Qwen video-input regression across multiple variants, while 45381 is a narrower manifestation of the same bug.", + "summary": "This cluster is mostly heterogeneous: nearly all soft pairs are false positives between unrelated bugs. The only likely duplicate-looking pair is the SigLIP2 correctness reports, which appear to describe the same underlying model discrepancy.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43994 is the best representative of the shared SigLIP2 bug because it states the user-visible failure clearly and broadly; issue:43493 reads like a closely related same-root-cause report about the same model family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best overall issue representative because it describes the widest-impact regression in the set and cleanly subsumes a more specific duplicate report.", + "best_issue_reason": "issue:43994 is the strongest issue anchor in this set: it is concrete, user-facing, and most likely to subsume the matching SigLIP2 discrepancy report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Different problems: DeepSpeed ZeRO3 deque handling vs a PEFT version bump." + "reason": "Different problems: PyTorch import detection for AutoModel vs a LayoutLMv3 error-message/validation issue." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizers, but one is an AddedToken constructor error and the other is a tokenizer load failure for a specific model." + "reason": "Both involve tokenizers, but one is an AddedToken argument error and the other is a model-specific tokenizer loading regression; not the same code-path." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT + ZeRO-3 gradient-checkpointing checkpoint errors." + "reason": "Unrelated: Apple Silicon allocator warmup TypeError vs PEFT/DeepSpeed ZeRO-3 checkpointing error." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Different bugs: DeepSpeed ZeRO3 deque underflow vs an environment/version bump for PEFT." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window handling and AutoImageProcessor-from-URL loading are different code paths and different subsystems." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and distinct failure modes." + "reason": "Both are tokenizer issues, but they affect different tokenizers and different failure mechanisms; not the same bug." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "mllama mask handling is not the same as the MPS attention correctness issue with mismatched value/query head dims." + "reason": "Different areas and symptoms: mllama mask handling vs an MPS attention correctness issue." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "RT-DETR AMP crash and RTDetrModel feature-level mismatch are separate bugs." + "reason": "Different detection-model failures with different triggers and code paths." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max-length behavior is unrelated to YOLO auto device-mapping failures." + "reason": "CLIPTokenizer model_max_length overflow and YOLO multi-GPU device map failure are unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FineGrainedFP8Config on Qwen3-MoE and FSDP CPU RAM efficient loading are different loading/training paths." - }, - { - "left": "issue:27957", - "right": "issue:28282", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 support is unrelated to missing-PyTorch ImportError." + "reason": "Both touch training/loading efficiency, but one is FineGrainedFP8Config and the other is FSDP CPU RAM efficient loading; different bugs." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both are Qwen video-input issues, but they involve different model families and different concrete failures, so they are not clearly the same bug." + "reason": "Same broad multimodal/video area, but different models and no evidence of the same concrete defect." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Qwen3-vl-embedding StopIteration are different symptoms on different code paths." + "reason": "Different Qwen video-input failures with different symptoms and likely different branches." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device mapping on Qwen3 and Qwen3OmniMoe video-processing errors are unrelated." + "reason": "Qwen3 auto-device-map cuda assert and Qwen3OmniMoe video input ValueError are unrelated." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "TrainerState token-count tracking and a custom compute_loss kwarg mismatch are separate trainer bugs." + "reason": "XLMRoberta Flash Attention 2 support and missing PyTorch import detection are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading failures and Apple Silicon allocator TypeErrors do not share a concrete code path." + "reason": "Tokenizer/model loading for GGUF and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special-argument duplication is not the same as the Mistral regex patch crashing on a missing backend_tokenizer." + "reason": "Different tokenizer failure paths: AddedToken construction vs Mistral regex patching." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Packaging/backend dependency inclusion is unrelated to the sleng-bert loading failure." + "reason": "Closely related theme, but one is a broad video regression report and the other is a specific vision_position_ids bug; not enough evidence to merge as the same issue." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen video-input regression in transformers 5.3.0; 45381 is a specific qwen2.5-vl manifestation of the broader bug in 44479." + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs a model-loading failure; unrelated." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Image-processor torchvision dependency regression and Mistral tokenizer regex patch failure are unrelated." + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are different trainer bugs." }, { "left": "issue:42915", "right": "issue:47332", "accept": false, - "reason": "Qwen3-MoE FP8 configuration failure and disk-offloaded model save failure are distinct issues." + "reason": "FineGrainedFP8Config failure and disk-offloaded save failure are different problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash are unrelated." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype, but one is model/qformer weights not casting and the other is config.dtype going stale after from_config." + "reason": "Both concern dtype handling, but one is about model weights/qformer staying float32 and the other is config.dtype not being updated from from_config." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs with different models and reproduction paths." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model-loading regression for physical-intelligence/fast is unrelated to forwarding revision in list_repo_files." + "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both describe the same SigLIP2 malfunction on google/siglip2-base-patch16-224: one as HF-vs-JAX discrepancy, the other as nonsensical AutoModel/pipeline outputs." - }, - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "SigLIP2 zero-probability behavior and Perceiver interpolate_pos_encoding failure are different model families and bugs." + "reason": "Both describe the same SigLIP2 correctness problem: HF outputs disagree with expected/original behavior and produce nonsensical results for the same model family." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error and Float8 storage lookup failure are unrelated loading/runtime errors." - }, - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are different model-specific problems." + "reason": "MobileLLM key error and Float8 storage lookup failure are unrelated runtime issues." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:28282", + "right": "issue:28370", "accept": false, - "reason": "Qwen3.5 output_hidden_states behavior is unrelated to version-dependent tokenization changes." + "reason": "AutoModel PyTorch import error and missing vocab_file for custom SentencePiece are unrelated." }, { - "left": "issue:43742", - "right": "issue:47333", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "MobileLLM key error and Qwen3 offloaded-save failure are unrelated." + "reason": "Different multimodal model-loading/test failures with no shared concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are the strongest matches by title/body theme, and the rejected soft pairs are mostly separated by model family or bug class. No clear overstatement of evidence." + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous and only elevates the SigLIP2 pair as a likely duplicate, which is supported by the issue titles and scope. The soft-edge rejections are appropriately cautious, and the one acceptance is plausibly the same underlying bug rather than an overstatement." }, "evaluator_used": true, "retried": false, @@ -7922,31 +7924,28 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:24643", - "issue:28282", "issue:29870", - "issue:32090", "issue:41762", "issue:42796", "issue:43257", "issue:43452", "issue:43540", "issue:43577", - "issue:43653", "issue:43697", "issue:43716", "issue:43742", "issue:43756", "issue:43906", - "issue:44361", "issue:44466", "issue:44488", "issue:44568", "issue:44625", "issue:44737", "issue:44843", + "issue:44849", "issue:44877", "issue:44913", "issue:44936", @@ -7959,6 +7958,7 @@ "issue:45663", "issue:45672", "issue:45674", + "issue:45701", "issue:45823", "issue:46121", "issue:46399", @@ -7971,241 +7971,242 @@ "issue:46899", "issue:47276", "issue:47332", + "issue:47333", "issue:47405" ], "soft_pairs": [ + "issue:44849|issue:45701", + "issue:43742|issue:47333", "issue:43756|issue:45325", "issue:43257|issue:43756", - "issue:43756|issue:46399", "issue:43716|issue:46701", - "issue:45823|issue:46463", + "issue:43756|issue:46399", "issue:45672|issue:45674", + "issue:45823|issue:46463", "issue:46463|issue:47276", "issue:44737|issue:46463", "issue:45405|issue:45600", "issue:43906|issue:46693", - "issue:43257|issue:47405", - "issue:24643|issue:29870", "issue:43577|issue:45072", "issue:44568|issue:46491", - "issue:44625|issue:44877", + "issue:43257|issue:47405", "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:24643|issue:29870", "issue:43452|issue:44488", "issue:43742|issue:47332", - "issue:28282|issue:32090", "issue:42796|issue:43906", - "issue:44466|issue:45005", "issue:41762|issue:44936", "issue:46463|issue:46899", + "issue:44466|issue:45005", "issue:43452|issue:44843", "issue:44913|issue:46121", "issue:43697|issue:46829", "issue:45663|issue:46846", - "issue:43653|issue:44361", "issue:44737|issue:45588" ], - "prepared_review_unit_hash": "33cac56a4ba61df0dfc978f8962d3bbe8fb9eb16a20dce54690674ccb20f2709", + "prepared_review_unit_hash": "6a399194452bd81a0c75765f114403d128f9299a61c290cacb002c0a5785fea9", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 37028, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated Transformers issues (loading, quantization, tokenizers, configs, multimodal, training, and warnings). None of the soft pairs look like true duplicates, so all candidate merges should be rejected. The broadest representative issue is the silent model_type mismatch / converted-checkpoint loading correctness bug (#47405).", - "confidence": 0.57, - "canonical_issue_reason": "#47405 is the broadest, most generally useful representative: it targets a core loading/correctness failure with wider impact than the more model-specific bugs, and it is still open with external references.", + "summary": "This cluster is heterogeneous rather than duplicate-heavy: it spans unrelated bugs in tokenization, config loading, dtype/device mismatches, multimodal inputs, training, offloading, and serialization. All soft-edge pairs look like false positives.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue: the items do not share one underlying bug or code path, so picking a duplicate target would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "#47405 is the best single issue to anchor the cluster because it is a high-impact, general model-loading correctness bug rather than a narrow model-specific regression.", + "best_issue_reason": "No global best issue for deduplication; at most, issue 47333 is the most active/open, but it is not representative of the cluster\u2019s many unrelated problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Both involve model-specific generation/rope behavior, but one is about missing RoPE layers in Smollm3 and the other is about Qwen2.5-VL still-image temporal position scaling; different models and different failure modes." + "reason": "Qwen3.5 hidden-state bug vs generic tokenization regression; different symptoms and code paths." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43742", + "right": "issue:47333", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping; they do not share the same code path or fix." + "reason": "MobileLLM load-time key error vs disk-offloaded Qwen3 save failure; unrelated loading vs saving bugs." }, { "left": "issue:43756", - "right": "issue:46399", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE layer selection vs Qwen2.5-VL temporal rope scaling; both are rope-related but not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Smollm3 RoPE layer selection and Qwen3.5 kernel registration failure are separate issues in different model families and subsystems." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs Smollm3 RoPE layer omission; unrelated model subsystems." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to DiffusionGemmaGenerationOutput pipeline breakage; different models and different error mechanisms." + "reason": "Mistral-3 image-preprocessor dtype mismatch vs DiffusionGemma pipeline output failure; different multimodal paths." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Gemma4 device mismatch in forward is not the same as T5 decoder-input validation messaging; one is a runtime placement bug, the other an error-message issue." + "reason": "RoPE layer coverage issue vs missing apply_rotary_pos_emb registration decorator; not the same bug." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are 4-bit/quantization related, but one is a uint8 torch.finfo crash in Gemma4 multimodal audio modules and the other is a BitsAndBytesConfig exclusion regression; distinct concrete bugs." + "reason": "Both involve 4-bit inference, but one is a torch.finfo uint8 cast bug and the other is BitsAndBytes skip-module exclusion logic." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-mapping mismatch vs T5 decoder-input validation message; unrelated failures." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "Incorrect T5 validation error text and misleading synced_gpus warning are both messaging issues, but they concern different code paths and are not the same bug." + "reason": "Incorrect T5 validation error vs misleading synced_gpus warning; different behavior and fix surface." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU placement regression in rotary positional encoding is unrelated to T5 decoder-input validation messaging." + "reason": "XLNet CPU arange device bug vs T5 decoder validation error; no shared underlying code path." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pin mismatch and stale auto_mappings references are independent maintenance issues with different root causes." + "reason": "PEFT version bump problem vs stale auto_mappings references; unrelated packaging/config issues." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of an old issue and a FA2 long-context performance regression are not the same underlying bug." + "reason": "Isolated reproduction of an old issue vs FA2 long-context performance regression; not the same concrete bug." }, { - "left": "issue:43257", - "right": "issue:47405", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Qwen3 MOE weights not converting under accelerate+deepspeed is a model-specific conversion bug, not the generic silent model_type mismatch loading bug." + "reason": "Blip2 dtype propagation vs SwitchTransformers/TimmWrapper bfloat16 mismatch; both dtype-related but different model code." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "DeepSpeed weight shape error during training and Bart generate decoder_attention_mask UnboundLocalError are different failures in different execution paths." + "reason": "mdeberta special-token insertion vs CodeLlama leading-space round-trip regression; different tokenizer behaviors." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43257", + "right": "issue:47405", "accept": false, - "reason": "Blip2 dtype fields staying float32 and SwitchTransformers/TimmWrapper dtype mismatches are both dtype-related, but they are different models and code paths." + "reason": "Qwen3 MoE conversion under deepspeed vs silent conversion skip on wrong Auto class; different loading/conversion failures." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "DeBERTa add_special_tokens/BOS-EOS behavior and CodeLlama leading-space round-trip regression are tokenizer issues, but not the same tokenizer or same defect." + "reason": "Qwen3OmniMoe video input error vs FA2 generation performance regression; unrelated bug classes." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config-handling bugs." + "reason": "Qwen3.5 num_labels propagation vs strict config rejecting granite_speech; both config-related but distinct defects." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + "reason": "DeepSpeed training RuntimeError about 2-D weight vs BART generate UnboundLocalError; unrelated failures." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both concern loading models/tokenizers, but gguf_file support breaking and cjvt/sleng-bert load failure are different concrete problems and not one fixable PR." + "reason": "gguf_file loading regression vs cjvt/sleng-bert model load failure; different loader paths and root causes." }, { "left": "issue:43742", "right": "issue:47332", "accept": false, - "reason": "MobileLLM-125M key error on load and inability to save disk-offloaded Qwen3-VL are unrelated loading/offloading bugs." - }, - { - "left": "issue:28282", - "right": "issue:32090", - "accept": false, - "reason": "Missing PyTorch ImportError and NoneType broadcast error in Trainer are completely different issues." + "reason": "MobileLLM key error on load vs Qwen3-VL disk-offload save failure; unrelated." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Tokenizer BPE-marker handling and an isolated reproduction issue do not describe the same bug." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": false, - "reason": "Inconsistent tied-weight serialization and issues with tied weights on translation models are related only at a very broad theme; the concrete failure modes and scopes differ." + "reason": "Tokenizer BPE-marker handling vs reproduction of an old unrelated issue; no shared bug." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after trainer.train() are different workflows and failures." + "reason": "Gemma3 ZeRO-3 load index error vs trainer.evaluate after train state bug; different lifecycle stages and code paths." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder validation messaging and Gemma4 multimodal 4-bit dtype-cast breakage are unrelated." + "reason": "T5 validation error vs Gemma4 audio/vision 4-bit dtype-cast issue; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "General tied-weight serialization inconsistency vs translation-model tied-weights issue; related theme, but not the same concrete bug." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading breakage and offline mistral-regex patching are distinct loader problems with different causes." + "reason": "gguf_file from_pretrained breakage vs Mistral regex offline-mode failure; separate loading bugs." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoXConfig rotary_pct reload regression and rope-validation ignore_keys TypeError are separate config/validation bugs." + "reason": "GPTNeoX rotary_pct reload default vs rope-param conversion TypeError on JSON list; both rope config, but different failure modes." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 differing outputs in v5 and VideoPrism hidden_states misassignment are different model-output correctness bugs." + "reason": "RTDetrV2 output drift in v5 vs VideoPrism hidden_states misassignment; unrelated model outputs." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 TP-plan omissions cause different failures in different models and infrastructure layers." - }, - { - "left": "issue:43653", - "right": "issue:44361", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are unrelated tokenizer issues." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError vs Qwen3.5 TP plan omission; different model families and bugs." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange regression and flash_attention s_aux=None crash are distinct runtime bugs in different modules." + "reason": "XLNet CPU device bug vs flash-attention crash on s_aux=None; no shared underlying issue." } ] }, @@ -8224,15 +8225,11 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ - "issue:29159", - "issue:33357", - "issue:33666", - "issue:36010", "issue:38175", "issue:40444", "issue:43295", @@ -8244,6 +8241,7 @@ "issue:43697", "issue:43720", "issue:43749", + "issue:43756", "issue:43761", "issue:43927", "issue:44361", @@ -8269,233 +8267,219 @@ "issue:46050", "issue:46170", "issue:46178", + "issue:46402", "issue:46701", "issue:46821", + "issue:46832", "issue:46846", + "issue:46932", "issue:47000", "issue:47013", "issue:47332", "issue:47404" ], "soft_pairs": [ + "issue:43653|issue:44361", "issue:43720|issue:44898", "issue:44821|issue:46821", - "issue:38175|issue:43295", - "issue:44493|issue:46050", "issue:46846|issue:47404", + "issue:44493|issue:46050", "issue:44361|issue:44442", - "issue:44756|issue:47404", + "issue:38175|issue:43295", "issue:43697|issue:45216", + "issue:44756|issue:47404", "issue:45357|issue:45920", - "issue:29159|issue:33357", "issue:43688|issue:43749", - "issue:40444|issue:44811", - "issue:44756|issue:47332", "issue:43643|issue:45375", "issue:44843|issue:44991", + "issue:44756|issue:47332", + "issue:40444|issue:44811", "issue:45372|issue:46170", "issue:44857|issue:47000", "issue:43295|issue:45356", + "issue:43525|issue:46701", + "issue:45542|issue:46178", "issue:43688|issue:45704", "issue:43688|issue:45701", - "issue:45542|issue:46178", - "issue:43525|issue:46701", "issue:43653|issue:44568", "issue:43646|issue:43749", - "issue:43653|issue:43927", "issue:43761|issue:47013", - "issue:33666|issue:36010" + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:46832|issue:46932" ], - "prepared_review_unit_hash": "5dcf718b4f4434fac96221ff50483b3829b1693a433c0770cdc8474cafd70267", + "prepared_review_unit_hash": "74ba945ca8b3623e5979178f4caf6485e3794339f07a80b428a346983a271c65", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35493, - "estimated_input_tokens": 8874, - "estimated_eval_tokens": 18004 + "soft_pair_count": 28, + "serialized_chars": 35872, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports that only share broad subsystem vocabulary (tokenizer, OOM, regression, processor). None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates. The most representative issue overall is the broad tokenizer regression affecting multiple models.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45920 is the broadest and clearest tokenizer regression here: it describes wrong token IDs across multiple models, not a narrow model-specific symptom.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, config, model, loading, and loss bugs. The soft pairs mostly share broad wording only, not the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is a loose similarity bucket rather than a duplicate set, with the pairings reflecting superficial overlap instead of one shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single issue to keep as the canonical reference because it captures a widespread tokenizer regression with multiple affected models and a concrete failure mode.", + "best_issue_reason": "No issue is a clear global representative of the cluster because the reports span many distinct code paths and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs on different models with different errors." + }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different model families and failures: BitNet loading/unpacking vs Perceiver interpolation/output mismatch." + "reason": "Unrelated model families and failure modes; no shared code-path bug." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "Unrelated bugs: AutoImageProcessor URL loading vs TimesFM window_size AttributeError." + "reason": "AutoImageProcessor URL loading and TimesFM window_size handling are unrelated." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:46846", + "right": "issue:47404", "accept": false, - "reason": "Both mention processor/tokenizer, but one is SigLIP2 zero probabilities and the other is a regression in custom model code passing images to tokenizer." + "reason": "Both involve OOM, but the causes are different loading/TP paths." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different root causes: unexpected key warnings with position ids vs quantized model save/load breakage." - }, - { - "left": "issue:46846", - "right": "issue:47404", - "accept": false, - "reason": "Both are memory/TP-related, but one is missing TP plan entries and the other is device_map loading OOM from conversion transients." + "reason": "Different save/load regression and key-mismatch symptom; not the same bug." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures for different tokenizers: MLuke AttributeError vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + "reason": "Both tokenizer-related, but distinct classes and distinct failures." }, { - "left": "issue:44756", - "right": "issue:47404", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both involve OOM, but one is mmap on Strix Halo and the other is device_map loading/conversion-op transients." + "reason": "Processor/tokenizer involvement is broad only; the concrete problems differ." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Distinct regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "RTDetr output drift and Qwen3.5 checkpoint saving are separate regressions." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44756", + "right": "issue:47404", "accept": false, - "reason": "Related to Qwen/Tokenizer save/load behavior, but one is visual encoder key saving and the other is wrong token IDs across many models." + "reason": "Both mention OOM, but one is mmap-on-Strix-Halo and the other is device_map transient allocation." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Tokenizer consistency bug vs MacOS bus error on CLIP; no shared underlying failure." + "reason": "Different tokenizer/save_pretrained regressions affecting different artifacts." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different subsystems: auxiliary loss normalization vs FSDP CPU RAM efficient loading." + "reason": "Aux-loss normalization and FSDP CPU loading are unrelated problems." }, { - "left": "issue:40444", - "right": "issue:44811", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Different features: multi-image VL finetuning failure vs Whisper batch_decode skip_special_tokens bug." + "reason": "Both concern missing config fields, but the root causes and paths differ." }, { - "left": "issue:44756", - "right": "issue:47332", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Both involve memory/offloading, but the causes differ: mmap OOM vs inability to save a disk-offloaded model." + "reason": "Offline model_info() behavior and a model-specific tokenizer load failure are not the same bug." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:44756", + "right": "issue:47332", "accept": false, - "reason": "Both concern config fields, but one is generic trust_remote_code missing fields and the other is a specific Qwen3_5MoeVisionConfig field dropped by @strict." + "reason": "Different offloading/loading issues with different triggers and fixes." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Offline model_info patch bug vs a tokenizer load failure for EMBEDDIA/est-roberta; different code paths and symptoms." + "reason": "Multi-image finetuning and Whisper batch_decode behavior are unrelated." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Different dependency/import problems: mistral_common ReasoningEffort import vs Windows ROCm torch.distributed dependency issues." + "reason": "Both are import errors, but they stem from different dependencies and platforms." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different RTDetr issues: float16 AMP crash vs infeasible cost matrix in RTDetrLoss." + "reason": "Both are RT-DETR loss bugs, but one is AMP/CUDA crash and the other is infeasible cost matrix." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regression targets: processor.tokenizer/images handling vs Kimi-K2.5 codec handling and mistral regex warning." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Unrelated training/model bugs: auxiliary loss normalization vs T5 apex.FusedRMSNorm memory leak." + "reason": "Tokenizer/processor regressions, but on different models and different code paths." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Different bug classes: auxiliary loss normalization vs tokenization changes across versions." + "reason": "An AttributeError in config and a diffusion pipeline failure are unrelated." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend/import errors, but they affect different missing backends and code paths." - }, - { - "left": "issue:43525", - "right": "issue:46701", - "accept": false, - "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text pipeline failure." + "reason": "Backend-resolution failures, but with different backends and causes." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Both involve special tokens, but one is BigBird mask token registration and the other is mdeberta-v3 BOS/EOS insertion behavior." + "reason": "Auxiliary loss normalization and RMSNorm memory leak are unrelated." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Generic custom model initialization breakage vs FSDP CPU RAM efficient loading; different failure modes." + "reason": "Loss normalization and tokenization version changes do not share a code-path." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Different token/config issues: BigBird special-token decode bug vs DiaConfig losing custom token IDs on save/load." - }, - { - "left": "issue:43761", - "right": "issue:47013", - "accept": false, - "reason": "Different model/runtime problems: CLIPVision hidden_states regression vs xLSTM train-mode state unpacking crash." + "reason": "Both mention token IDs/special tokens, but the tokenizer/config objects and failure modes differ." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Multi-GPU Qwen2-VL training request vs GenerationMixin import error; not the same underlying issue." + "reason": "RT-DETR forward shape handling and Gemma4 dtype casting are unrelated bugs." } ] }, @@ -8514,15 +8498,16 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ - "issue:28218", + "issue:28370", "issue:32090", - "issue:33357", "issue:33666", + "issue:34567", + "issue:36010", "issue:36331", "issue:41720", "issue:42898", @@ -8537,7 +8522,6 @@ "issue:43643", "issue:43688", "issue:43720", - "issue:43756", "issue:43761", "issue:43782", "issue:43927", @@ -8546,6 +8530,7 @@ "issue:44466", "issue:44479", "issue:44484", + "issue:44514", "issue:44554", "issue:44561", "issue:44610", @@ -8553,267 +8538,273 @@ "issue:44704", "issue:44734", "issue:44743", + "issue:44964", "issue:44977", + "issue:45290", "issue:45405", "issue:45440", "issue:46050", - "issue:46402", "issue:46491", "issue:46612", "issue:46693", "issue:46829", - "issue:46832", - "issue:46932", "issue:47254", "issue:47276" ], "soft_pairs": [ - "issue:43756|issue:46402", + "issue:33666|issue:36010", "issue:44464|issue:44743", - "issue:46832|issue:46932", - "issue:44479|issue:44625", "issue:43761|issue:46829", + "issue:44479|issue:44625", "issue:43550|issue:44361", "issue:43452|issue:43577", "issue:42898|issue:46491", "issue:33666|issue:36331", + "issue:28370|issue:34567", + "issue:44977|issue:46693", "issue:41720|issue:44464", - "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:44977|issue:46693", "issue:43504|issue:43550", + "issue:32090|issue:33666", "issue:44464|issue:44977", - "issue:45405|issue:47254", - "issue:43278|issue:43688", "issue:43782|issue:46693", - "issue:43643|issue:44561", "issue:43688|issue:45440", + "issue:45405|issue:47254", + "issue:43643|issue:44561", "issue:43504|issue:43720", "issue:43720|issue:43927", - "issue:43606|issue:43927", "issue:44734|issue:46612", + "issue:43606|issue:43927", + "issue:43278|issue:43688", "issue:44625|issue:47276", "issue:43504|issue:44610", - "issue:43720|issue:44361", "issue:44484|issue:44704", + "issue:43720|issue:44361", "issue:43525|issue:43572", "issue:43577|issue:44554", - "issue:28218|issue:33357" + "issue:44514|issue:45290", + "issue:44964|issue:45405" ], - "prepared_review_unit_hash": "938ca0e0d75da8d1ca4d16206152a5087f18c4b0d1df88199ea5aae7f3dd0de6", + "prepared_review_unit_hash": "8e5e26e68b16b2a864853218faa315cd57de5db57e3053b44857ca729fe16cd7", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36542, - "estimated_input_tokens": 9136, - "estimated_eval_tokens": 18528 + "soft_pair_count": 32, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans unrelated bug reports. The only clearly on-theme item is the tokenizer spacing report, so I\u2019d anchor the cluster on issue #28218; no PRs are present.", - "confidence": 0.76, - "canonical_issue_reason": "#28218 is the broadest and most direct match for the tokenizer-space bug class, and its title matches the shared underlying symptom better than the more model-specific variants.", + "summary": "This cluster is mostly noisy and does not contain any true duplicate pairings; the issues span unrelated model-loading, training, tokenizer, generation, and config regressions. The only recurring loose theme is broad v5/trust_remote_code/config breakage, but the soft pairs are still too specific to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44561 is the broadest, most cross-cutting regression here: a v5 change breaking `trust_remote_code` models. It is the closest thing to a central theme among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "#28218 is the best representative issue because it is the clearest, most general statement of the tokenizer spacing problem and can subsume related whitespace-regression reports.", + "best_issue_reason": "issue:44561 is the best representative because it describes a generic upstream regression affecting multiple models, whereas most other items are narrower model- or API-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Unrelated model/blog RoPE-layer discrepancy vs. missing text-encoder weights; only superficial transformer/model similarity." + "reason": "Different subsystems: multi-GPU Qwen2-VL training vs a GenerationMixin import error." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/caching, but one is chunked generation under compiled forward and the other is recurrent-state reset in modular Qwen3.5; different code paths and symptoms." + "reason": "Both involve generation/caching, but they describe different failure modes and different code paths." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Both concern RT-DETR/Gemma4 dtype or model wiring issues, but they are different models and different failure modes." + "reason": "Both are output-field bugs in vision-style models, but they affect different model classes and different output fields." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression across Qwen VL variants vs. num_labels propagation in Qwen3.5; not the same bug." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Different outputs are wrong in different classes: CLIPVisionModel hidden_states regression vs. VideoPrism output field mismatch." + "reason": "One is a video-input regression in Qwen VL models; the other is config propagation for `num_labels`." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "One is a torch.compile/SDPA failure in Bamba, the other is a tokenizer AttributeError in MLukeTokenizer; unrelated." + "reason": "Completely unrelated: torch.compile/SDPA behavior vs tokenizer attribute errors." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading/tokenizer path breakage vs. Blip2 dtype loading bug; different subsystems and fixes." + "reason": "One is tokenizer/model loading with `gguf_file`; the other is dtype propagation in BLIP2 loading." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both mention tokenization spacing, but 42898 is a v5 cleanup-behavior change while 46491 is a CodeLlama round-trip regression; not clearly the same concrete bug." + "reason": "Both are tokenizer-related, but one is a v5 cleanup behavior change while the other is a CodeLlama round-trip regression." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL vs. Trainer custom compute_loss signature mismatch; unrelated." + "reason": "Multi-GPU Qwen2-VL training is not the same bug as a `compute_loss` signature mismatch in custom trainers." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:28370", + "right": "issue:34567", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert vs. compiled-forward generation inconsistency; different failure mechanisms." + "reason": "SentencePiece vocab attribute handling is unrelated to `TrainerState.num_input_tokens_seen` not updating." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Trainer GPU broadcast NoneType error vs. Qwen2-VL multi-GPU training; both distributed-training themed but not the same bug." + "reason": "Both mention attention/performance around generation, but one is a model-specific flash-attention correctness issue and the other is a long-context performance regression." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Serialization of lm_head weights vs. sinq quantized save/load corruption; both persistence-related but distinct problems." + "reason": "Device-mapped Qwen3 CUDA assertion and chunked-generation inconsistencies are different failures with different triggers." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs. FA2 long-context performance regression; same model family but different behavior and symptom." + "reason": "Both concern save/load behavior, but tied-weight serialization is not the same as quantized-model persistence." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field model loading bug vs. torch.compile SDPA failure; different model-loading code paths." + "reason": "Legacy-field loading for BEiT is unrelated to Bamba torch.compile SDPA failures." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "A GPU broadcast `NoneType` error in Trainer is not the same bug as Qwen2-VL multi-GPU training." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same concrete issue as flash-attention generation failure." + "reason": "Both are generation bugs, but one is compiled-forward inconsistency and the other is flash-attention behavior in Qwen3.5." }, { - "left": "issue:45405", - "right": "issue:47254", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "PEFT version pin complaint vs. checkpoint error with PEFT+DeepSpeed; related dependency, but not the same underlying bug." + "reason": "Qwen3VL `weight_only=True` loading errors are unrelated to the FA2 long-context performance regression." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Both concern tensor dtypes or normalization, but one is BF16/FP32 eval drift and the other is auxiliary-loss normalization; unrelated." + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a native-vs-remote DeepSeek implementation divergence." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:45405", + "right": "issue:47254", "accept": false, - "reason": "Qwen3VL weight_only load error vs. long-context FA2 performance regression; different models and failure modes." + "reason": "PEFT version pinning is unrelated to checkpoint errors with ZeRO-3 and gradient checkpointing." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code vs. trust_remote_code breakage from removed is_torch_fx_available; different root causes." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Aux-loss normalization bug vs. DeepseekV3MoE divergence from remote implementation; both model-accuracy issues but not the same code-path problem." + "reason": "Both involve trust_remote_code-ish loading regressions, but one is missing returned config fields while the other is a helper removal breaking models; different concrete bugs." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy field loading for BEiT vs. BitNet packed-weights unpacking during accelerate loading; unrelated loading bugs." + "reason": "BEiT legacy-field loading and BitNet packed-weight loading are different model-loading paths." }, { "left": "issue:43720", - "right": "issue:44361", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight accelerate loading and DiaConfig token-ID persistence are unrelated save/load bugs." + }, + { + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "BitNet accelerate loading issue vs. tokenizer task AttributeError; entirely different components." + "reason": "Serve KV-cache continuation indexing is unrelated to beam-search cache reorder behavior in non-recurrent models." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs. DiaConfig losing custom token IDs on save/load; both config/load-related but not the same bug." + "reason": "CPU-offload device mismatch and config token-ID loss are different failure modes." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "KV-cache continuation crash in serve vs. beam-search cache reorder skipped for several models; both cache-related but different execution paths and symptoms." + "reason": "A dtype mismatch between training and eval is unrelated to MoE auxiliary-loss normalization." }, { "left": "issue:44625", "right": "issue:47276", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs. misleading synced_gpus warning; unrelated." + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to a misleading synced_gpus warning in continuous batching." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Legacy preset loading bug vs. processor image-size mismatch; different model families and failures." + "reason": "Legacy-field loading for BEiT is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Packed-weight loading bug vs. MLukeTokenizer task AttributeError; unrelated." + "reason": "`max_shard_size` behavior in save_pretrained is unrelated to missing kwargs passed through AutoProcessor.from_pretrained." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Default max_shard_size question vs. AutoProcessor not passing kwargs to cached_file; not the same bug or fix." + "reason": "BitNet loading with packed weights is unrelated to MLukeTokenizer task-time attribute errors." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs. missing pad_token_idx on StableLmConfig; similar naming, but different configs and likely separate omissions." + "reason": "Both are missing config fields after v5 changes, but they affect different models and different attributes." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype remains float32 vs. MPS attention correctness issue; unrelated." + "reason": "BLIP2 dtype propagation is unrelated to the MPS attention correctness issue." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but one is batched padding behavior and the other is tool-call assistant message handling." + }, + { + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Tokenizer adds an extra space after an added token vs. MacOS bus error loading CLIP; completely unrelated." + "reason": "Phi-4 multimodal loading and the PEFT version bump are unrelated." } ] }, @@ -8832,11 +8823,14 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ + "issue:28218", + "issue:29925", + "issue:33357", "issue:39692", "issue:42796", "issue:43257", @@ -8860,14 +8854,11 @@ "issue:44361", "issue:44466", "issue:44488", - "issue:44514", "issue:44554", "issue:44568", "issue:44589", "issue:44843", - "issue:44964", "issue:44977", - "issue:45290", "issue:45405", "issue:45491", "issue:45520", @@ -8886,238 +8877,238 @@ "issue:47404" ], "soft_pairs": [ - "issue:44514|issue:45290", - "issue:44964|issue:45405", "issue:43611|issue:46846", + "issue:28218|issue:33357", "issue:45823|issue:46050", "issue:44977|issue:46209", - "issue:39692|issue:43295", - "issue:43493|issue:43825", "issue:43334|issue:45759", + "issue:43493|issue:43825", + "issue:39692|issue:43295", "issue:44488|issue:44843", "issue:43334|issue:43572", "issue:43994|issue:46192", "issue:42796|issue:44977", - "issue:45405|issue:47332", - "issue:43257|issue:47404", "issue:44554|issue:46365", + "issue:45405|issue:47332", "issue:45491|issue:46002", - "issue:43646|issue:44466", - "issue:44568|issue:46489", - "issue:43278|issue:43701", + "issue:43257|issue:47404", + "issue:28218|issue:29925", "issue:43572|issue:44291", + "issue:44568|issue:46489", + "issue:43646|issue:44466", "issue:44568|issue:45812", "issue:43927|issue:44361", + "issue:43278|issue:43701", "issue:43493|issue:43844", "issue:46209|issue:46710", "issue:43278|issue:43844", "issue:43873|issue:47404", + "issue:43824|issue:44589", "issue:43504|issue:43606", - "issue:44589|issue:45520", - "issue:43824|issue:44589" + "issue:44589|issue:45520" ], - "prepared_review_unit_hash": "31adae51167a9d999f69e43e3e042a23d49200340b917a839042daa7da8bf9c8", + "prepared_review_unit_hash": "6766c6cdb075411909f8aa0734f6a45b9f1732cb9ceb790939c2a03a0aafc70b", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36175, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "serialized_chars": 36069, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is theme-based rather than duplicate-based: most items are distinct Transformers regressions across tokenizers, multimodal processors, loading, quantization, offloading, and v5 compatibility. None of the soft pairs look like the same underlying bug/change with enough specificity to merge.", - "confidence": 0.22, - "canonical_issue_reason": "If one issue must represent the cluster, issue 43646 is the broadest high-level regression report (custom model initialization breaks in Transformers 5.0.0) and is closest to the cluster\u2019s general v5-breakage theme.", + "summary": "The cluster is highly heterogeneous. Most soft links are superficial similarity matches across different tokenizer, loading, offloading, and regression bugs rather than true duplicates. No pull requests are present. If a representative issue must be picked, 45812 is the broadest tokenizer regression, but there is no clear canonical duplicate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs, so they should not be deduped into one report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single representative because it is the most generic and broadly applicable of the v5 regression reports in this set, though the overall cluster is still heterogeneous.", + "best_issue_reason": "Issue 45812 is the most broadly scoped and concrete tokenizer regression in the set, but only as a representative\u2014not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Both involve apply_chat_template/processor code, but they are different failure modes: batched Qwen2.5-VL padding vs tool-call assistant messages." - }, - { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "A model-loading failure for Phi-4 multimodal is unrelated to a PEFT version bump issue." + "reason": "Both touch model loading/TP planning, but one is a base_model_prefix loading failure and the other is a missing linear_attn TP-plan entry; different bugs." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Different bugs: base_model_prefix loading regression vs missing linear_attn TP plan entries causing OOM/shape errors." + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error with a CLIP community model." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-mismatch with auto device_map is not the same as sinq quantization save/load breakage." + "reason": "Both mention device/load behavior, but one is a PLE device mismatch and the other is broken quantized save/load; not the same failure." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attn generation issues and FP8/B200 inference failures are separate code paths and hardware-specific problems." + "reason": "Qwen3.5 flash-attention generation issues and FP8 inference on B200 are different code paths and hardware-specific problems." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Both mention processor/tokenizer usage, but one is a SigLIP2 docs example and the other is a regression in processor.tokenizer access with image passing." + "reason": "Both involve Qwen3 variants, but one is a missing pad_token_id on load and the other is from_config not unwrapping text_config; distinct defects." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation divergence and a pipeline error message for translation tasks are unrelated." + "reason": "SigLIP2 implementation mismatch is unrelated to pipeline() wording about translation tasks in v5." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Both are multimodal Qwen config issues, but one is a missing pad_token_id attribute and the other is text_config unwrapping in from_config." + "reason": "SigLIP2 doc example errors are about model/processor mismatch and quantization; the other is a regression in processor.tokenizer/image passing behavior." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading a specific model failing is unrelated to AutoTokenizer's offline-breakage in _patch_mistral_regex." + "reason": "A model failing to load and an offline-mode model_info() call in Mistral regex patch are different issues." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different missing config fields for different models: pad_token_id in Qwen3-VL vs pad_token_idx in StableLmConfig." + "reason": "Qwen3-VL missing pad_token_id and StableLmConfig missing pad_token_idx are separate config regressions." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs and return_tensors being ignored are different API/behavior bugs." + "reason": "Wrong Granite token IDs and return_tensors being ignored when text_kwargs is passed are unrelated tokenizer API bugs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE marker handling for Ministral is unrelated to Qwen3.5 flash-attention generation." + "reason": "Ministral BPE marker handling and Qwen3.5 flash-attention generation are different tokenizer vs attention problems." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness bug is unrelated to Trainer import failure caused by datasets." }, { "left": "issue:45405", "right": "issue:47332", "accept": false, - "reason": "A dependency version bump and a disk-offloaded model save failure are unrelated." + "reason": "A PEFT version pin issue and inability to save a disk-offloaded Qwen3-VL model are unrelated." }, { - "left": "issue:43257", - "right": "issue:47404", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is a different loading path from device_map OOMs during transient conversion ops." + "reason": "Gemma3 NaN embeddings from sliding-window attention are distinct from NaNs in classification heads after checkout/init." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43257", + "right": "issue:47404", "accept": false, - "reason": "MPS attention correctness and Trainer import conflicts with datasets are unrelated." + "reason": "Qwen3 MOE weights not converting under accelerate+deepspeed is not the same as device_map loading OOM from transients." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:28218", + "right": "issue:29925", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on GPU and the other is classification head initialization/checkpoint behavior." + "reason": "Added-token spacing and SigLIP fast-tokenizer enforcement are separate tokenizer behaviors; same subsystem, different bug." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Custom model initialization breakage is not the same as inconsistent lm_head.weight serialization tied to device." + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized in init_empty_weights are different config/init regressions." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "These are separate tokenizer regressions affecting different model families and likely different causes." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "Embedding dtype drift during evaluation is unrelated to resume_from_checkpoint key mismatch." + "reason": "Missing BOS/EOS on add_special_tokens and DeepSeek-Coder v1 incorrect output are different tokenizer failures." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Missing pad_token_idx in a config and init_empty_weights receiving an unexpected argument are different v5 compatibility issues." + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are separate v5 regressions." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and symptoms; not enough evidence of one underlying bug." + "reason": "One bug is add_special_tokens not adding BOS/EOS for mdeberta-v3; the other is wrong token IDs for Granite models." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are unrelated." + "reason": "DiaConfig losing custom token IDs and MLukeTokenizer AttributeError are different tokenizer/config issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 JAX/HF discrepancy and a ZeRO-3 gradient increase issue do not share a concrete code path." + "reason": "SigLIP2 HF-vs-JAX discrepancy and ZeRO-3 gradient inflation are unrelated model correctness bugs." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference on B200 and a post-upgrade accuracy regression are too different to be the same bug." + "reason": "FP8 inference on B200 and DeepSeek-R1-Distill-Llama accuracy regression are different hardware/model regression reports." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype changes in evaluation are unrelated to ZeRO-3 gradient anomalies." + "reason": "BF16-to-FP32 embedding dtype change and ZeRO-3 gradient increase do not describe the same bug." }, { "left": "issue:43873", "right": "issue:47404", "accept": false, - "reason": "Quantization offloading behavior and device_map OOM from conversion transients are related only at a broad subsystem level, not the same bug." + "reason": "Quantization/offloading not working as expected and device_map conversion transients causing OOM are related only broadly, not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and missing Float8 storage type are unrelated import/type support issues." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "A legacy-field model loading failure and a CPU-offload device mismatch are separate issues." + "reason": "BEiT preset loading with a legacy field and Bark CPU-offload device mismatch are different model-loading failures." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and a flash_attn import KeyError on Python 3.13 are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Qwen2.5-VL import error and Float8 storage resolution failure are different problems in different areas." + "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are separate compatibility bugs." } ] }, @@ -9136,15 +9127,13 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:15354", "issue:28218", - "issue:29159", - "issue:32090", "issue:34567", "issue:37428", "issue:38175", @@ -9160,6 +9149,7 @@ "issue:43701", "issue:43844", "issue:43873", + "issue:43937", "issue:43957", "issue:43994", "issue:44112", @@ -9182,6 +9172,7 @@ "issue:46050", "issue:46209", "issue:46285", + "issue:46701", "issue:46710", "issue:46821", "issue:46832", @@ -9193,221 +9184,221 @@ "issue:46821|issue:46832", "issue:43504|issue:43653", "issue:44493|issue:46285", - "issue:43994|issue:44493", "issue:43606|issue:44112", - "issue:15354|issue:38175", + "issue:43994|issue:44493", "issue:45245|issue:46710", + "issue:15354|issue:38175", "issue:42490|issue:43696", "issue:45072|issue:46832", - "issue:43873|issue:46050", - "issue:44464|issue:45584", "issue:44849|issue:46209", + "issue:43873|issue:46050", "issue:44849|issue:45357", - "issue:28218|issue:34567", - "issue:42947|issue:43381", - "issue:29159|issue:32090", + "issue:44464|issue:45584", "issue:43844|issue:44964", "issue:45084|issue:45520", + "issue:42947|issue:43381", + "issue:28218|issue:34567", "issue:47013|issue:47254", "issue:45229|issue:45823", "issue:44423|issue:44734", "issue:45200|issue:45229", "issue:45588|issue:46050", - "issue:43493|issue:43701", "issue:44849|issue:47145", "issue:37428|issue:43957", - "issue:41720|issue:46710" + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:43937|issue:46701" ], - "prepared_review_unit_hash": "15d64157a5b026637c75d6d3745c97fd8c2e57d4c2ea54f1aa8834775de8248a", + "prepared_review_unit_hash": "1a4d75ff8667822b51b3be523b01025bf920251857fb26374a1f9bfd300dcbba", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35398, - "estimated_input_tokens": 8850, - "estimated_eval_tokens": 17956 + "serialized_chars": 35341, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous; the soft pairs mostly share broad subsystems or model families, but each describes a distinct bug or failure mode. I would reject all proposed duplicate links and avoid choosing a single canonical issue for the whole batch.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a clear canonical representative because the items span unrelated bugs across tokenizers, loading, training, quantization, serving, and model-specific regressions.", + "summary": "This set is not a true duplicate cluster: the issues span many unrelated bugs across models, tokenizer behavior, serving, quantization, checkpointing, and import/runtime errors. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global canonical choice; the list does not form one coherent duplicate cluster, so any pick would be arbitrary.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Different models and failure modes: a TimesFM window_size AttributeError vs an RT-DETR forward shape/feature-level mismatch." + "reason": "Different model families and failure modes: TimesFM window_size attribute error vs RT-DETR feature-level/backbone mismatch." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Unrelated components: Beit semantic segmentation loading a legacy field vs BigBirdTokenizer special-token decoding." + "reason": "Unrelated tokenizer/model-loading bugs: BEiT legacy field load failure vs BigBirdTokenizer special-token registration." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Both involve model structure/key shape concerns, but one is a broad unexpected-key regression and the other is a CLIP text-model attribute inconsistency." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "Different symptoms and models: SigLIP2 nonsensical outputs vs a generic unexpected-key issue in many models." + "reason": "Different problems: generic unexpected position-id key warnings vs CLIP text-model structure change." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device related, but one is a CPU offload mismatch in bark-small and the other is a stale GraniteSpeech test." + "reason": "Both are CI/device-related, but different models and different underlying causes." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability output behavior." + "reason": "SigLIP2 wrong outputs is not the same bug as unexpected position-id keys across models." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "A category-cardinality runtime error is unrelated to a downstream accuracy regression on a specific Llama model." + "reason": "Category-limit runtime error and accuracy regression after upgrade are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and CUDA OOM on GPT-oss are unrelated failure classes." + "reason": "Local-path import warning is unrelated to GPT-oss CUDA out-of-memory." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatches in inference are not the same bug as RT-DETR having too many feature levels." + "reason": "Different code paths: dtype mismatch in SwitchTransformers/TimmWrapperModel vs RT-DETR forward shape/type error." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure on B200 are distinct issues." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading issues are adjacent, but one is runtime offloading behavior and the other is save/load corruption for sinq checkpoints." + "reason": "Both involve quantization/offloading, but the bugs are different: offload behavior vs broken save/load for sinq." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "Different regressions: output_hidden_states handling vs incorrect visual-encoder keys on save_pretrained." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 hidden-state handling and FP8 inference failure on B200 are different model/path problems." + "reason": "Chunked generation inconsistency is unrelated to Whisper empty-transcription behavior after token alignment." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Hidden-state output bug is unrelated to saving incorrect visual encoder keys." + "reason": "ZeRO-3 gradient anomaly and Phi-4 multimodal loading failure do not share a concrete code-path bug." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer spacing after added tokens does not match a TrainerState counter not updating." + "reason": "Compilation error for non-template nodes is unrelated to the flash_attn import KeyError on Python 3.13." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior while the other is an eval-mode restriction." - }, - { - "left": "issue:29159", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer inconsistency and a Trainer broadcast NoneType error are unrelated." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "ZeRO-3 gradient inflation is not the same as a model-loading regression on transformers 5.x." + "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA while the other is disallowed in eval mode." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "A template-node compilation TypeError is unrelated to a Python 3.13 flash_attn import KeyError." + "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "xLSTM return_last_states unpacking and PEFT/DeepSpeed checkpoint errors are different training-path failures." + "reason": "Different checkpoint/runtime failures in xLSTM vs PEFT+DeepSpeed+gradient checkpointing." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but one is multi-GPU CUDA OOM and the other is a device-mismatch forward bug." + "reason": "Gemma4 OOM and Gemma4 device mismatch are different failures, not one underlying bug." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both touch transformers serve, but continuous batching crashes and KV-cache continuation tensor indexing are distinct defects." + "reason": "Both are serve crashes, but they occur in different paths and have different root causes." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "mm_token_type_ids defaulting and multi-GPU OOM are unrelated." + "reason": "Text-only mm_token_type_ids defaulting issue is unrelated to multi-GPU CUDA OOM." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink handling and sinq checkpoint save/load corruption are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not share the same underlying bug." + "reason": "Flash-attention sink-less model crash and quantized sinq save/load breakage are unrelated." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and FP8 weight_scale omission are unrelated." + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 weight_scale not applied on load." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "A flash attention import error on Python 3.13 is unrelated to meta-device model loading breakage." + "reason": "Flash-attention import error and torch.device('meta') loading breakage are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "A device-map cudaErrorAssert on A800 is unrelated to an accuracy regression after upgrading Transformers." + "reason": "CUDA assert with auto device mapping is unrelated to DeepSeek accuracy regression." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is not the same as the DiffusionGemma pipeline failure." } ] }, @@ -9426,24 +9417,25 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ + "issue:27957", + "issue:28370", "issue:29870", "issue:29942", "issue:30333", + "issue:34689", "issue:37428", "issue:39692", - "issue:42490", "issue:42915", "issue:43065", "issue:43295", "issue:43334", "issue:43404", "issue:43450", - "issue:43493", "issue:43525", "issue:43540", "issue:43550", @@ -9452,7 +9444,6 @@ "issue:43824", "issue:43844", "issue:43873", - "issue:43937", "issue:43957", "issue:44186", "issue:44554", @@ -9480,245 +9471,262 @@ "issue:47404" ], "soft_pairs": [ - "issue:43937|issue:46701", - "issue:43295|issue:43450", "issue:43065|issue:46369", "issue:44554|issue:45446", - "issue:47332|issue:47404", "issue:44977|issue:46701", + "issue:47332|issue:47404", + "issue:43295|issue:43450", "issue:44869|issue:46752", "issue:43404|issue:46710", "issue:45072|issue:45198", "issue:29942|issue:30333", "issue:45588|issue:45759", - "issue:43295|issue:43873", "issue:43572|issue:46821", + "issue:43295|issue:43873", "issue:43540|issue:45200", + "issue:28370|issue:34689", "issue:45406|issue:46121", "issue:43572|issue:43957", "issue:43295|issue:44610", - "issue:43450|issue:43575", "issue:44186|issue:46192", "issue:45823|issue:46192", "issue:37428|issue:43824", "issue:43550|issue:43844", + "issue:43450|issue:43575", "issue:45520|issue:46178", "issue:45200|issue:45823", "issue:29870|issue:29942", - "issue:42490|issue:43493", "issue:43334|issue:43525", - "issue:43295|issue:43493", - "issue:39692|issue:46192", - "issue:42915|issue:43824" + "issue:42915|issue:43824", + "issue:27957|issue:28370", + "issue:39692|issue:46192" ], - "prepared_review_unit_hash": "2ebec9aa252096a70a321c3e30f78ab9b8e17575d2fe26732e5615a3c5cc8f66", + "prepared_review_unit_hash": "29674646ac05f3f587a43f9f8a71f5540d4b7e9f8d501c88b2f3d0008d364651", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36298, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "soft_pair_count": 29, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of unrelated Transformers bugs. Several are multimodal/processor or loading regressions, but none of the soft pairs look like the same concrete underlying fix, so all soft edges should be rejected.", - "confidence": 0.37, - "canonical_issue_reason": "Issue 43295 is the broadest representative of the loose processor/tokenizer regression theme, and it is the closest hub among the candidates even though it is not a true duplicate of the others.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs across model loading, processors, attention backends, offloading, and config regressions. I found no strong duplicate group; the closest pair is the two missing `pad_token_id` loading regressions, but they still look model-specific.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43295 is the broadest, most user-facing regression in the set: it breaks custom multimodal code via `processor.tokenizer`/image-to-tokenizer behavior and has a clear downstream impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best single issue to anchor the cluster because it is the most general and centrally connected to the processor/tokenizer breakage pattern seen in a few neighboring reports.", + "best_issue_reason": "As a representative issue, 43295 is the clearest regression with wide compatibility impact; most other items are narrower model- or backend-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43937", - "right": "issue:46701", - "accept": false, - "reason": "Different bugs: invalid GenerationConfig for GLM-5 vs a pipeline failure in DiffusionGemma output handling." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Both involve processors, but one is a regression around processor.tokenizer access while the other is batched video shape handling; not the same fix." - }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to sam3-litetext memory overflow." + "reason": "Same model family, but one is about a dummy `Conv2d` placeholder in `Sam3PixelDecoder` and the other is a memory overflow in `sam3-litetext`; different bugs and code paths." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version gate for AuxRequest import." + "reason": "These target different problems: an attention correctness issue on MPS vs a PyTorch version check bug for `AuxRequest` import in flex attention." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attention generation vs DiffusionGemma image-text-to-text pipeline breakage." }, { "left": "issue:47332", "right": "issue:47404", "accept": false, - "reason": "Both mention loading/offloading memory, but one is save-time disk offload for Qwen3-VL and the other is device_map conversion OOM during weight conversion; not the same bug." + "reason": "Both involve offloading/loading, but one is about saving a disk-offloaded model and the other is about OOM during device-map conversion; not the same bug." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Flash-attention generation failure in Qwen3.5 is unrelated to DiffusionGemma pipeline output issues." + "reason": "One is a processor/tokenizer API regression, the other is an incorrect batched video processor output shape; different subsystems and fixes." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding on a trailing replacement character is different from apply_chat_template crashing on an empty list." + "reason": "Whisper timestamp decoding on trailing replacement characters is unrelated to `apply_chat_template` crashing on an empty list." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Missing lm_head tying in Mistral3ForConditionalGeneration is a model-weight bug, not an accuracy regression after a Transformers upgrade." + "reason": "A weight-tying bug in Mistral3 is unrelated to an accuracy regression in DeepSeek after a Transformers upgrade." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "CI dtype mismatch for SwitchTransformers/TimmWrapperModel is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "One is a bfloat16 dtype mismatch in inference; the other is a Wav2Vec2 save/tokenization failure." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on failed training jobs are completely different areas." + "reason": "Failing Flash Attention 2 tests and MLflow not reporting failed jobs are unrelated problems." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Sink-less flash_attention crash on s_aux=None is unrelated to AutoModelForCausalLM not unwrapping text_config for multimodal configs." + "reason": "The first is a flash-attention integration crash on `s_aux=None`; the second is a multimodal `from_config` unwrap bug." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "processor.tokenizer regression and quantized offloading behavior are different problems despite both touching multimodal loading paths." + "reason": "Missing `pad_token_idx` in StableLmConfig and a `window_size` AttributeError in TimesFM are unrelated config issues." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is unrelated to TimesFM window_size AttributeError." + "reason": "Processor/tokenizer regression and quantization/offloading behavior are different issues with no shared code path." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Gemma 4 mm_token_type_ids defaulting behavior." + "reason": "Qwen3OmniMoe video-input validation and Gemma 4 `mm_token_type_ids` defaults are different model-specific bugs." + }, + { + "left": "issue:28370", + "right": "issue:34689", + "accept": false, + "reason": "Missing `vocab_file` for custom SentencePiece models is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope dict conversion on JSON-loaded lists are unrelated failures." + "reason": "Gemma4Processor missing `_tokenizer` and `convert_rope_params_to_dict` failing on a JSON-loaded list are unrelated code paths." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as meta-device loading breaking some models." + "reason": "A missing config attribute in StableLm and meta-device loading breakage are not the same underlying bug." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are processor/model mismatches, but one is a processor.tokenizer regression and the other is a fixed input-size mismatch for OmDet-Turbo; different code paths." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video processor shape issues are unrelated to Qwen2-57B-A14B-Instruct OOM on tensor-parallel load." + "reason": "Both involve processors, but one is a tokenizer/processor API regression and the other is an OmDet-Turbo image-size mismatch." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER padding/truncation are different from return_tensors being ignored when text_kwargs is passed." + "reason": "LayoutLMv2 tokenizer crashes on NER/batched truncation and `return_tensors` being ignored are distinct tokenizer behaviors." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 PLE device_map auto mismatch is a device-placement bug, not the return_tensors/text_kwargs API issue." + "reason": "Gemma4 device-map forwarding mismatch is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Importing _flash_supports_window_size and importing Qwen2_5_VLForConditionalGeneration are unrelated import failures." + "reason": "Both are import errors, but they involve different missing symbols/modules and different fixes." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile with SDPA in Bamba-9B-v2 is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." + "reason": "A torch.compile/SDPA failure and ZeRO-3 gradient blow-up are different training/runtime issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "A batched video processor shape bug is unrelated to tensor-parallel loading OOM for Qwen2-57B." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 flash_attn import KeyError is unrelated to an invalid BACKENDS_MAPPING backend value." + "reason": "`flash_attn` import handling on Python 3.13 and a backend mapping error for `tensorflow_text` are unrelated import-utils issues." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "mm_token_type_ids defaulting for fine-tuning is unrelated to Gemma4 PLE device mismatch at forward time." + "reason": "Gemma 4 token-type defaults and Gemma4 device mismatch during forward are different bugs, even if they share the model family." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate decoder_attention_mask UnboundLocalError is unrelated to Flash Attention 2 test failures." + "reason": "Bart `generate()` hitting `decoder_attention_mask` UnboundLocalError is unrelated to failing Flash Attention 2 tests." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to SigLIP2 implementation discrepancy vs JAX." + "reason": "Both mention missing `pad_token_id`, but they affect different model configs (`Qwen3VLTextConfig` vs `Llama4Config`) and likely different load paths." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Llama4 missing pad_token_id are similar in shape but refer to different model families and likely different config fixes." + "reason": "Qwen3Moe failing with FineGrainedFP8Config is unrelated to a Qwen2.5-VL import error." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:27957", + "right": "issue:28370", "accept": false, - "reason": "processor.tokenizer regression and SigLIP2 implementation discrepancy are different bugs in different subsystems." + "reason": "XLMRoberta Flash Attention 2 support and missing `vocab_file` for custom SentencePiece models are different problems." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 documentation/example errors are unrelated to the return_tensors ignored API bug." + "reason": "SigLIP2 docs/example issues and `return_tensors` being ignored are not the same underlying bug." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:45588", + "right": "issue:43295", + "accept": false, + "reason": "Flash-attention sink handling and processor/tokenizer regression are unrelated despite both touching multimodal tooling." + }, + { + "left": "issue:43450", + "right": "issue:45200", + "accept": false, + "reason": "Video batch shape handling and Gemma 4 token-type defaults are separate model-specific issues." + }, + { + "left": "issue:43824", + "right": "issue:45520", + "accept": false, + "reason": "Different import failures in different modules; no shared symbol, file, or code path is evident." + }, + { + "left": "issue:43334", + "right": "issue:45406", "accept": false, - "reason": "Qwen3Moe failing with FineGrainedFP8Config is unrelated to the Qwen2_5_VL import error." + "reason": "Both are processor/config loading failures, but they are for different models and different missing attributes." } ] }, @@ -9740,20 +9748,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:28218", "issue:35141", "issue:37428", "issue:41720", + "issue:42490", "issue:43262", "issue:43278", + "issue:43295", "issue:43335", "issue:43425", "issue:43450", "issue:43452", + "issue:43493", "issue:43550", - "issue:43606", "issue:43611", "issue:43653", "issue:43819", @@ -9771,7 +9781,6 @@ "issue:44737", "issue:44857", "issue:44898", - "issue:45083", "issue:45127", "issue:45198", "issue:45200", @@ -9791,231 +9800,224 @@ "issue:47405" ], "soft_pairs": [ + "issue:42490|issue:43493", + "issue:43295|issue:43493", "issue:44521|issue:45290", "issue:43824|issue:43975", "issue:43278|issue:43856", - "issue:28218|issue:35141", - "issue:43262|issue:43450", "issue:45381|issue:46209", + "issue:28218|issue:35141", "issue:43975|issue:45520", + "issue:43262|issue:43450", "issue:44737|issue:46894", - "issue:43950|issue:46285", "issue:44466|issue:45127", + "issue:43950|issue:46285", "issue:43653|issue:44112", "issue:43452|issue:46512", "issue:44442|issue:45198", "issue:44561|issue:46234", "issue:43611|issue:47405", - "issue:44479|issue:46192", "issue:45200|issue:45325", - "issue:43335|issue:43550", - "issue:43819|issue:44112", + "issue:44479|issue:46192", "issue:45200|issue:46899", + "issue:43819|issue:44112", + "issue:43335|issue:43550", "issue:44898|issue:45412", "issue:41720|issue:46209", - "issue:44610|issue:44857", "issue:45200|issue:46932", "issue:37428|issue:43425", - "issue:43819|issue:45083", - "issue:43335|issue:43653", - "issue:43606|issue:45083" + "issue:44610|issue:44857" ], - "prepared_review_unit_hash": "59426a31a7109a08057147a3e82e4b03e87bef9e2d9fe47e4c09ef10c3a5269a", + "prepared_review_unit_hash": "fe87c68361265147b4931f1da178e3cda8f6380e4a7ddb61d000e4ad3162a00e", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35989, - "estimated_input_tokens": 8998, - "estimated_eval_tokens": 18252 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36289, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster; the listed soft pairs span unrelated bugs/regressions and should all be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits: the items are a heterogeneous mix of unrelated bugs across tokenization, multimodal chat templating, model loading, device/memory, and quantization.", + "summary": "The soft pairs are all false positives: they share broad subsystem vocabulary but describe distinct bugs/regressions and would not collapse into one fix. No PRs are present, and there is no clear canonical duplicate issue in this heterogeneous set.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue representative; any one issue would misrepresent the rest because there is no clear duplicate group here.", + "best_issue_reason": "No single issue is a convincing canonical representative because the set spans unrelated tokenizer, model-loading, multimodal, and backend/device regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression vs model parity mismatch; different code paths and symptoms." + }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is assistant_mask generation for multimodal inputs and the other is a tokenize=True crash on tool-call assistant messages; different failure modes." + "reason": "Assistant mask bug in multimodal templating vs crash on tool-call messages; related API surface, but not the same defect." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to a detokenization bug in deepseek-coder." + "reason": "Missing Qwen2.5-VL export vs incorrect detokenization in v5; separate loading and decoding problems." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16->FP32 embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory usage during training." + "reason": "Training/eval dtype drift vs MoE training memory inefficiency; no shared bug mechanism." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embeddings being reinitialized after resize when tie_word_embedding is False." + "reason": "Qwen2.5-VL video position IDs bug vs FP8 inference failure on B200; distinct hardware/model issues." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video output shape are different processor bugs." + "reason": "Tokenizer spacing after added tokens vs output embedding reinit after resizing; different tokenizer/model-weights bugs." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Qwen2.5-VL vision position IDs regression is unrelated to FP8 inference failure on B200 hardware." + "reason": "Detokenization regression vs missing import key on Python 3.13; unrelated." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Incorrect detokenization and a flash_attn import KeyError are unrelated." + "reason": "Audio chat-template sampling-rate default vs batched video shape bug; different processors and outputs." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU arange/device bug is unrelated to CohereASR training-loss double-shift." + "reason": "CPU placement bug in XLNet positional encoding vs ASR double-shift training-loss bug; not the same code path." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text model structural inconsistency." + "reason": "Serialization inconsistency for tied lm_head weights vs LoRA merge collapse after vocab extension; separate weight-handling issues." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Both mention tied weights, but one is inconsistent serialization of lm_head.weight and the other is collapse after LoRA merge with extended vocab; not the same concrete bug." + "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP class structure mismatch; unrelated regressions." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "A tokenizer special-token registration bug is unrelated to a stale CI device override test." + "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech CI test flake; no shared underlying defect." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading failures are unrelated to config.dtype being stale after from_config(dtype=...)." + "reason": "gguf_file loading failure vs stale config.dtype after from_config; different model-construction paths." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save_pretrained/tokenization failures are distinct tokenizer issues." + "reason": "FastSpeech2ConformerTokenizer loading bug vs Wav2Vec2 save/tokenization failure; both audio-related but distinct." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing import-utils helpers are similar in theme but these are different symbols and different breakages, so not the same bug." + "reason": "Removal of is_torch_fx_available vs missing is_falcon_mamba_ssm_available; unrelated import_utils API gaps." }, { "left": "issue:43611", "right": "issue:47405", "accept": false, - "reason": "base_model_prefix loading regression is unrelated to silent conversion skip when using the wrong Auto class." + "reason": "base_model_prefix loading breakage vs silent model_type mismatch conversion skip; different loading/verification failures." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Video input regression for Qwen models is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Gemma4 text-only mm_token_type_ids default bug vs Qwen2.5-VL still-image rope scaling bug; different multimodal fields." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting is unrelated to Qwen2.5-VL still-image temporal position_id scaling." + "reason": "Video-input regression for Qwen models vs return_tensors being ignored with text_kwargs; separate API regressions." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are different model/config bugs." + "reason": "Missing zero-default token_type_ids vs unsafe dtype cast in quantized embedders; both Gemma4 but not the same bug." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC.from_latents mismatch with forward pass is unrelated to a GraniteSpeech CI test issue." + "reason": "DAC latent/forward mismatch vs GraniteSpeech CI stale-device test; unrelated." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Text-only mm_token_type_ids defaults and unsafe dtype casts in quantized multimodal embedders are different bugs." + "reason": "SwitchTransformers sparse-layer construction vs Bamba torch.compile SDPA failure; different model families and failure modes." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution failure is unrelated to RT-DETR memory not releasing on deletion." + "reason": "Perceiver non-default-resolution classification bug vs RT-DETR memory release issue; not a duplicate." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different GPU/runtime failures on different models and hardware; not the same underlying bug." - }, - { - "left": "issue:44610", - "right": "issue:44857", - "accept": false, - "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are unrelated vision-model issues." + "reason": "Qwen3 auto device mapping assert vs FP8 inference on B200; distinct runtime failures." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Gemma4 token-type defaults are unrelated to the quantized vision/audio embedder dtype-casting fix." + "reason": "Text-only multimodal default issue vs quantized vision/audio dtype casting fix; same model family, different bug." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "A missing flash-attention import symbol is unrelated to broad Torch 2.10 incompatibility." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Missing flash-attention symbol import vs Torch 2.10 compatibility; too broad and not the same underlying problem." }, { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer mask-token registration are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length calculation." + "reason": "Processor output resolution mismatch vs AMP float16 crash in loss; different stages of the pipeline." } ] }, @@ -10037,7 +10039,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:28282", "issue:29942", @@ -10052,6 +10054,7 @@ "issue:43526", "issue:43550", "issue:43606", + "issue:43653", "issue:43819", "issue:43827", "issue:43854", @@ -10088,217 +10091,238 @@ "issue:47405" ], "soft_pairs": [ + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083", "issue:44792|issue:45563", "issue:44857|issue:45593", - "issue:28282|issue:33357", "issue:46512|issue:46821", "issue:38175|issue:45412", + "issue:28282|issue:33357", "issue:43827|issue:43901", "issue:45759|issue:46285", "issue:43335|issue:43504", - "issue:29942|issue:32090", "issue:44206|issue:45584", "issue:43550|issue:44112", - "issue:45923|issue:47405", + "issue:29942|issue:32090", "issue:44855|issue:45083", + "issue:45923|issue:47405", "issue:46424|issue:46858", - "issue:43388|issue:43526", "issue:46431|issue:46566", + "issue:43388|issue:43526", "issue:43335|issue:44112", "issue:43335|issue:43606", "issue:43335|issue:45083", - "issue:37428|issue:44351", "issue:45290|issue:46326", - "issue:42490|issue:43854", + "issue:37428|issue:44351", "issue:44617|issue:46697", "issue:45520|issue:46170", + "issue:42490|issue:43854", "issue:43819|issue:44493", "issue:45588|issue:45859" ], - "prepared_review_unit_hash": "aa43683601fd0a3c7d3a614289c45e73573421916d1f3782e4aafff78822d911", + "prepared_review_unit_hash": "40d06aab5e1087f638bb4668fc8458d7718c6f4d414f5f155b01bfcf8cba6bf2", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35338, - "estimated_input_tokens": 8835, - "estimated_eval_tokens": 17926 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity group of mostly unrelated Transformers issues. The soft pairs share broad keywords (flash attention, cache, chat templates, docs, model loading), but none look like the same underlying bug or a mergeable duplicate PR candidate.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is very heterogeneous; none of the soft-similarity pairs look like the same underlying bug or change, so all candidate duplicates should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43335 is the best anchor only because it is a clear, self-contained bug report and the most central item in the provided similarity graph; it is not actually a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43335 is the most actionable single issue in the set: concrete repro, specific failure mode, and the strongest cluster connectivity among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different models and different code paths: DAC latent conversion vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: SwitchTransformers config construction vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length logic." + }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Different bugs: janus image generation test failure vs a stale paged-generate warning about num_return_sequences." + "reason": "Both touch generation, but one is a janus image-generation test failure and the other is a stale warning in paged generate; not the same bug." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different model/code paths: LwDetrImageLoss AMP crash vs D-FINE missing auxiliary losses when denoising is off." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Both runtime/import failures, but one is missing PyTorch for AutoModel and the other is a MacOS bus error in CLIP loading." + "reason": "Different D-FINE/LW-DETR model bugs with different symptoms and fixes; not a single underlying change." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Different APIs: stale dtype on from_config vs TimesFM window_size raising AttributeError." + "reason": "Config dtype staleness is unrelated to TimesFM window_size argument handling." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unrelated issues: zero probabilities in siglip2 vs RT-DETR memory not being released after deletion." + "reason": "Different models and failure modes: zero probabilities vs memory not released on deletion." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch is an environment dependency issue; MacOS bus error in CLIP is a separate runtime crash." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both docs-related, but they target different pages and different deprecated parameters; not the same issue." + "reason": "Both are docs regressions, but they concern different APIs and different migrations." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different model-family structure bugs: composite Qwen multimodal text_config handling vs CLIP class layout inconsistency." + "reason": "Both involve model structure/config, but they target different architectures and distinct bugs." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and failure modes: SwitchTransformers sparse-layer creation vs BEiT pretrained load preset legacy field." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Both are test/runtime failures, but one is Flash Attention 2 tests and the other is trainer GPU broadcast on NoneType." + "reason": "SwitchTransformers sparse-layer construction and BEiT legacy-field loading are unrelated model-specific bugs." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different concrete bugs: unsupported center arg in feature extractor vs Whisper empty transcription after align_special_tokens." + "reason": "Feature extractor argument handling and Whisper empty-transcription generation are different code paths." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different problems: Bamba torch.compile/SDPA failure vs a stale GraniteSpeech device override CI test." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a GraniteSpeech CI device-override test." }, { - "left": "issue:45923", - "right": "issue:47405", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "One is a missing trust_remote_code flag, the other is silent model_type mismatch causing wrong auto-class loading." + "reason": "Flash Attention 2 test failures do not match the Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different code paths: Python 3.13 torch.jit script parsing error vs qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 torch.jit parse failure is unrelated to qwen3_omni_moe feature-length behavior." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:45923", + "right": "issue:47405", "accept": false, - "reason": "Both cache-related, but one is max_cache_length semantics and the other is device-tensor seq length breaking static-cache arithmetic." + "reason": "Missing gradient-checkpointing flag on a trust_remote_code model is unrelated to silent conversion skipping on model_type mismatch." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Both involve labels, but one drops tuple label elements in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + "reason": "Cache max length configuration and static-cache seq-length tensor arithmetic are separate cache bugs." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Completely different areas: missing chat template error vs DiffusionGemma weights stuck on meta with device_map=auto." + "reason": "Missing chat template on a processor and DiffusionGemma meta-device loading are unrelated failures." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is metric gathering in training and the other is image-processor label reduction." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different models and symptoms: sparse layer creation in SwitchTransformers vs GraniteSpeech CI device override failure." + "reason": "Different bugs in different models: sparse-layer config vs CI device override behavior." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "Unrelated bugs: SwitchTransformers config logic vs bark-small CPU offload device mismatch." + "reason": "No shared underlying bug: SwitchTransformers config creation vs bark-small CPU offload mismatch." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "No shared underlying defect; one is sparse-layer creation, the other is a helper length calculation bug." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules and code paths." + "reason": "Different model families and different helper logic; not the same defect." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat templating, but one crashes on assistant tool calls with no content while the other is about continue_final_message for mistral_common." + "reason": "Both involve chat templates, but the trigger and failure mode differ: tool-call tokenization vs continue_final_message on mistral_common." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Different loading problems: trailing-slash local model import warning vs unit test failure loading GLM-4.7-Flash." + "reason": "Both are import errors, but they involve different symbols and different compatibility problems." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Different bug classes: CUDA OOM in Sam3Video vs Swin2SR image over-padding." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both platform/import-related, but one is flash_attn on Python 3.13 and the other is Windows AMD ROCm torch.distributed dependency handling." + "reason": "Python 3.13 flash_attn import key error and Windows ROCm torch.distributed import/type error are distinct environment-specific issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are different loading problems." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different inference/model-state issues: DAC latent mismatch vs unexpected position-id keys across many models." + "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id keys across models." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both relate to flash attention or MoE-ish models, but they are different failures: s_aux=None crash vs CPU-offload rotary embedding incompatibility." + "reason": "Both touch Flash Attention/MoE-adjacent code, but the concrete failure modes differ: s_aux=None in integration vs CPU-offload rotary embedding compatibility." } ] }, @@ -10317,18 +10341,16 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:10000", "issue:15354", "issue:26413", "issue:27957", - "issue:28218", "issue:29127", - "issue:29870", "issue:29942", "issue:31501", "issue:32090", @@ -10341,7 +10363,6 @@ "issue:42175", "issue:42490", "issue:43278", - "issue:43329", "issue:43526", "issue:43550", "issue:43575", @@ -10351,10 +10372,12 @@ "issue:43825", "issue:44112", "issue:44206", + "issue:44360", "issue:44448", "issue:44493", "issue:44514", "issue:44521", + "issue:44561", "issue:44743", "issue:44779", "issue:44857", @@ -10362,7 +10385,9 @@ "issue:45083", "issue:45127", "issue:45245", + "issue:45290", "issue:45310", + "issue:45381", "issue:45459", "issue:45478", "issue:45593", @@ -10372,62 +10397,61 @@ ], "soft_pairs": [ "issue:44448|issue:44743", - "issue:34689|issue:35141", - "issue:39692|issue:43526", "issue:44206|issue:45823", - "issue:39692|issue:44493", + "issue:39692|issue:43526", + "issue:44514|issue:44521", "issue:43606|issue:44857", + "issue:39692|issue:44493", + "issue:34689|issue:35141", "issue:10000|issue:15354", - "issue:44514|issue:44521", "issue:29127|issue:32090", - "issue:28218|issue:32090", - "issue:43701|issue:45083", "issue:43720|issue:44112", + "issue:43701|issue:45083", "issue:44448|issue:44779", "issue:44857|issue:45072", "issue:38175|issue:44493", - "issue:32090|issue:33357", - "issue:42490|issue:43575", - "issue:43278|issue:43825", "issue:43550|issue:45083", "issue:26413|issue:31501", + "issue:43278|issue:43825", "issue:45310|issue:45478", + "issue:32090|issue:33357", + "issue:42490|issue:43575", "issue:37428|issue:42175", "issue:45127|issue:45245", "issue:45459|issue:46234", - "issue:27957|issue:34689", - "issue:29942|issue:35141", "issue:45593|issue:47000", - "issue:29870|issue:32090", - "issue:43278|issue:43329" + "issue:44360|issue:44561", + "issue:45290|issue:45381", + "issue:29942|issue:35141", + "issue:27957|issue:34689" ], - "prepared_review_unit_hash": "0c9dbcd5419aa58e2e3efc4b8bd673f8c1362466fb3d1bef1d6f1faca913a15f", + "prepared_review_unit_hash": "ff3a0b54211a03a6e551a86d792c76209a24d71874bc4d8e0ae0a5e4f8888227", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35968, - "estimated_input_tokens": 8992, - "estimated_eval_tokens": 18240 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36111, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues grouped by weak text similarity. I only found one clear duplicate pair: the two identical Qwen3.5 MoE `from_pretrained` errors. The rest share only broad subsystems (tokenizers, training, vision, dtype, etc.) but describe different bugs or code paths.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the earliest, clearest report of the duplicated Qwen3.5 MoE `from_pretrained` failure and can serve as the primary tracker for that bug.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` regression; everything else is separate and should not be merged.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report and already has inbound reference activity; issue:45478 repeats the same Qwen3.5 MoE `from_pretrained` failure with essentially the same title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue to keep as the canonical representative because it is the first of the identical duplicate pair and has the same concrete failure mode as issue:45478.", + "best_issue_reason": "issue:45310 is the best canonical issue for the cluster because it is the clearest representative of the only true duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { @@ -10437,178 +10461,172 @@ "reason": "Different models and failures: Pegasus output drift vs Qwen3 recurrent state reset." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "One is a Llama 3.2 model-loading regression; the other is embedding reinitialization after resizing. Not the same bug." + "reason": "Unrelated bugs: feature extractor argument validation vs Gemma4 device-map mismatch." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation/example errors vs BeitImageProcessorFast label reduction bug." + "reason": "Docs/example errors are not the same bug as BeitImageProcessorFast label reduction." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is a batching crash and the other is incorrect assistant mask generation." + }, + { + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Different subsystems and symptoms: feature extractor arg crash vs PLE device mismatch." + "reason": "Different code paths and models: CPU offload device mismatch vs AMP/CUDA loss crash." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc/example issues are unrelated to position-id key warnings." + "reason": "A broken SigLIP2 example is not the same as a position-id key regression affecting many models." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Both are runtime failures, but in different models and code paths (CPU offload vs AMP loss)." + "reason": "Model loading breakage and embedding reinitialization are different bugs with different failure modes." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBert issue vs TorchScript generator expression export error; unrelated." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Same broad processor family, but one is a batched padding crash and the other is incorrect assistant masks." + "reason": "Completely unrelated issues: DistilBert error vs torch.jit GeneratorExp export limitation." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error messaging issue vs Trainer GPU broadcast NoneType error." + "reason": "Different subsystems and symptoms: LayoutLMv3 box validation vs Trainer broadcast failure." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Tokenizer added-space bug is unrelated to Trainer broadcast failure." + "reason": "BitNet accelerate-loading failure and a GraniteSpeech CI test issue are unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch vs qwen3_omni_moe feature-extraction helper behavior; different bugs." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "Accelerate loading/unpacked weights bug vs GraniteSpeech CI test flake; not the same issue." + "reason": "Checkpoint key mismatch is not the same as qwen3_omni_moe length helper behavior." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output mismatch vs DeepSeek tokenizer regression; different components and failures." + "reason": "Different problems: generation output mismatch vs tokenizer correctness regression." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but the affected models and failure mechanisms differ." + "reason": "Both are dtype-related, but they affect different models and code paths." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero probabilities vs unexpected position-id key warnings; unrelated." + "reason": "Zero probabilities in SigLIP2 is unrelated to unexpected position-id keys." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Trainer broadcast NoneType error vs MacOS bus error on CLIP; unrelated." + "reason": "torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Import warning on local path vs tensor-parallel OOM during model load; unrelated." + "reason": "Resume-from-checkpoint epoch-iterator failure is not the same as FineWeb training not starting." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "BF16/FP32 dtype regression vs pipeline translation error message; not the same underlying bug." + "reason": "Embedding dtype drift and an error-message wording regression are different issues." }, { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba vs qwen3_omni_moe feature-length helper issue." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete regression and same title: transformers>=5.4.0 Qwen3.5 MoE `from_pretrained` failure." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Both affect training startup/resume, but one is checkpoint resume logic and the other is FineWeb training not starting." + "reason": "Trainer GPU broadcast NoneType error and MacOS CLIP bus error are unrelated." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same title, same version range, and same concrete `Qwen3.5 Moe from_pretrained` error." + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2 TP OOM are different failure modes." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing import in flash attention utils vs installation backend dependency issue; unrelated." + "reason": "Missing flash-attention helper import and TensorFlow not being installed are unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocab merge collapse vs category cardinality limit error; different bugs." + "reason": "LoRA/embedding collapse and category cardinality limits are different bugs." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking vs missing utility function export; unrelated." + "reason": "Tokenizer error handling with missing protobuf is unrelated to a missing utility symbol." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Flash Attention 2 support issue vs model loading regression for a different model family." + "reason": "Different detection losses and failures: missing auxiliary losses vs infeasible cost matrix." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Flash Attention 2 test failures vs embedding reinitialization after resizing; different problems." + "reason": "DSA indexer activation issue and v5 `is_torch_fx_available` removal are unrelated." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Different object-detection loss failures: missing auxiliary losses vs infeasible cost matrix." + "reason": "Chat-template tool-call crash and video vision-position-id bug are different Qwen2.5-VL issues." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "BART generate decoder mask bug vs Trainer broadcast NoneType error; unrelated." + "reason": "Flash Attention test failures do not match token-embedding resizing reinitialization." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Embedding dtype regression vs multimodal token counting video-branch undefined names; unrelated." + "reason": "Different models and regressions: XLMRoberta Flash Attention 2 vs Llama 3.2 Vision loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The canonical duplicate call on issue:45310 / issue:45478 is well supported by the identical title, version range, and failure mode. The rest of the verdicts are phrased cautiously and do not overclaim duplication or shared root cause." + "feedback": "The cluster summary is grounded in the packet and stays conservative on the soft edges. The one accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by the identical title and closely matching regression description. The other pairwise rejections are appropriately cautious and fit the issue titles/descriptions in the packet." }, "evaluator_used": true, "retried": false, @@ -10624,34 +10642,35 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:25251", "issue:29127", "issue:29870", + "issue:29925", "issue:29942", "issue:30064", "issue:32090", "issue:33290", "issue:33357", "issue:34567", + "issue:34689", "issue:39692", "issue:40444", "issue:42490", "issue:43257", "issue:43278", "issue:43299", + "issue:43329", "issue:43381", "issue:43526", - "issue:43575", "issue:43701", "issue:43873", "issue:43927", "issue:44186", - "issue:44360", "issue:44361", "issue:44448", "issue:44464", @@ -10665,7 +10684,6 @@ "issue:45198", "issue:45229", "issue:45290", - "issue:45381", "issue:45588", "issue:45698", "issue:45823", @@ -10679,233 +10697,251 @@ "issue:47276" ], "soft_pairs": [ - "issue:44360|issue:44561", - "issue:45290|issue:45381", - "issue:25251|issue:32090", - "issue:29870|issue:33290", + "issue:43278|issue:43329", + "issue:29870|issue:32090", "issue:44464|issue:46424", + "issue:25251|issue:32090", "issue:44448|issue:44977", - "issue:32090|issue:33290", + "issue:29870|issue:33290", "issue:45290|issue:46655", + "issue:44855|issue:46399", "issue:40444|issue:43526", + "issue:32090|issue:33290", "issue:43278|issue:43381", - "issue:44855|issue:46399", - "issue:44530|issue:47276", "issue:43257|issue:43299", "issue:43927|issue:45698", "issue:44977|issue:45229", - "issue:42490|issue:43873", + "issue:44530|issue:47276", + "issue:29925|issue:34689", "issue:45920|issue:46192", "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:44871|issue:44977", "issue:29127|issue:34567", "issue:33357|issue:39692", - "issue:44871|issue:44977", - "issue:43873|issue:45229", - "issue:29942|issue:30064", "issue:44186|issue:45198", - "issue:43381|issue:43701", "issue:44448|issue:44466", + "issue:29942|issue:30064", + "issue:46421|issue:46858", + "issue:43381|issue:43701", "issue:44361|issue:45198", - "issue:45588|issue:45823", - "issue:43278|issue:43575", - "issue:46421|issue:46858" + "issue:45588|issue:45823" ], - "prepared_review_unit_hash": "69a7297450500ab21512dbaccc2ec6658df7866b1bfdac1f2e01a521de082b33", + "prepared_review_unit_hash": "2b9c8c3e88bbe2191257118810e8c7b3400e73c348e8c920bf778c525be64912", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36835, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues sharing only broad subsystem similarity (tokenization, generation, cache, vision, trainer, etc.). I would reject all soft edges; none look like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is very heterogeneous: the soft pairs mostly share broad Transformer/model-loading vocabulary but not the same concrete bug or code path, so I would not merge any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated subsystems (tokenizers, generation, cache, training, multimodal processors), and the soft links are mostly keyword-level similarity rather than duplicate reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If a representative must be chosen, issue:43873 has the broadest impact and strongest discussion/inbound activity, but it is still not a good duplicate target for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "Different problems: DSA indexer/ReLU discussion vs trust_remote_code breakage from removing is_torch_fx_available." - }, - { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Different code paths: chat templating with tool-call messages vs Qwen2.5-VL video vision_position_ids." + "reason": "Different bugs: dtype drift in eval vs an undefined-variable error in multimodal token counting." }, { - "left": "issue:25251", + "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one NoneType error." + "reason": "Separate failure modes in different paths: BART generation mask handling vs Trainer GPU broadcast of None." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "BART generate decoder_attention_mask assignment bug vs DeepSpeed AdaFactor OOM." + "reason": "Both relate to cache/generation behavior, but one is inconsistent compiled chunked generation and the other is cache length honoring; not the same bug." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both cache/generation related, but one is compiled chunked generation inconsistency and the other is max_cache_length honoring for quantized cache." + "reason": "Unrelated: pipeline top_k nesting behavior versus a Trainer broadcast TypeError." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation failure." + "reason": "Different models and code paths: Pegasus output regression vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:32090", + "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType vs optimizer OOM; no shared bug." + "reason": "Generation-time decoder mask bug is unrelated to DeepSpeed Adafactor OOM." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template tool-call crash is unrelated to SmolVLM video padding calculation." + "reason": "Chat template tool-call crash and video padding calculation error are distinct multimodal issues." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Different processors and symptoms: Qwen2.5-VL iterable dataset multi-image failure vs BeitImageProcessorFast reduce_labels bug." + "reason": "Python 3.13 import/torchscript parsing issue is not the same as a missing decorator for Qwen3.5 kernels." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Different processors and symptoms: multi-image VL finetuning failure vs Beit reduce_labels returning only one label." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Python parser/torch.jit import issue vs Qwen3.5 kernel registration/decorator error." + "reason": "Trainer NoneType broadcast error is unrelated to DeepSpeed/Adafactor OOM." }, { - "left": "issue:44530", - "right": "issue:47276", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a warning message in continuous batching." + "reason": "Training/eval dtype inconsistency is not the same as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MOE, but one is accelerate+deepspeed weight conversion and the other is v5 model loading regression; not the same concrete bug." + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed conversion and the other is a v5 loading regression for Qwen3VL; too different to merge." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both are save/load related, but one loses custom token IDs in config and the other loads the wrong custom module after save_pretrained." + "reason": "Save/load state bugs, but one loses custom token IDs in config while the other loads the wrong custom module." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM are different problems." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44530", + "right": "issue:47276", "accept": false, - "reason": "Local-path import warning and quantized offloading failure are different issues." + "reason": "PagedAttention crash and a misleading warning are not the same concrete bug." + }, + { + "left": "issue:29925", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer fast-mode enforcement and model loading failure are unrelated." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "AutoTokenizer wrong IDs regression is unrelated to return_tensors being ignored with explicit text_kwargs." + "reason": "General tokenizer regression across models vs return_tensors being ignored are different API bugs." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Trust_remote_code breakage from API removal vs DeepSeek tokenizer regression; different failure modes." + "reason": "Removal of a helper breaking trust_remote_code is unrelated to DeepSeek tokenizer output regression." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated." + "reason": "Local-path import warning is unrelated to quantization/offloading behavior." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Different vision-related issues: MacOS bus error on CLIP model vs SigLIP2 documentation/example errors." + "reason": "Different resource issues: quantization/offloading behavior vs Gemma4 multi-GPU OOM." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Eos-token configuration mismatch is not the same as flash-attention generation failure." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Quantization offloading not working is not the same as Gemma4 multi-GPU OOM." + "reason": "LayoutLMv3 error messaging and TrainerState token count tracking are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation map processing." + "reason": "MacOS bus error loading a community CLIP model is not the same as documentation example errors for SigLIP2." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and Wav2Vec2 save_pretrained/tokenization failure are different tokenizer bugs." + "reason": "Different tokenizer/model families and different failure surfaces: NER padding/truncation crash vs save_pretrained/tokenization failure." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure are unrelated." + "reason": "MLuke task AttributeError is unrelated to Wav2Vec2 save/tokenization issues." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Flash-attention integration s_aux=None crash is unrelated to Gemma4 PLE device mismatch." + "reason": "Pegasus output differences and lm_head serialization inconsistency are separate regressions." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction vs resume_from_checkpoint key mismatch are different trainer issues." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Chunked-prefill recompilation from lazy cache init differs from non-CUDA static-cache seq_length slice-arithmetic bug." + "reason": "Both involve cache/prefill internals, but one is recompilation from lazy init and the other is device-tensor seq_length arithmetic; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different model/tokenizer issues with no shared code path." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink handling crash and Gemma4 PLE device mismatch are distinct runtime issues." } ] }, @@ -10924,10 +10960,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:29127", "issue:29870", @@ -10939,6 +10975,7 @@ "issue:42915", "issue:42994", "issue:43065", + "issue:43278", "issue:43334", "issue:43381", "issue:43412", @@ -10970,7 +11007,6 @@ "issue:45491", "issue:45563", "issue:45588", - "issue:45593", "issue:45803", "issue:46121", "issue:46693", @@ -10980,244 +11016,244 @@ ], "soft_pairs": [ "issue:41720|issue:45229", + "issue:43278|issue:43575", "issue:43976|issue:45440", "issue:44206|issue:44479", "issue:45198|issue:45803", - "issue:29870|issue:34689", "issue:43611|issue:46121", - "issue:43653|issue:44442", + "issue:29870|issue:34689", "issue:44265|issue:45198", - "issue:44077|issue:47276", - "issue:44977|issue:45563", + "issue:43653|issue:44442", "issue:43412|issue:45588", + "issue:44977|issue:45563", "issue:44568|issue:45491", - "issue:43653|issue:44743", "issue:43756|issue:45440", + "issue:44077|issue:47276", + "issue:43653|issue:44743", "issue:42915|issue:42994", "issue:43065|issue:43994", - "issue:43575|issue:43701", - "issue:29127|issue:33357", - "issue:42490|issue:43381", "issue:43334|issue:43531", - "issue:43575|issue:44387", + "issue:29127|issue:33357", + "issue:43575|issue:43701", "issue:43065|issue:45412", + "issue:42490|issue:43381", "issue:45491|issue:46693", "issue:43994|issue:45412", - "issue:29127|issue:35141", + "issue:43575|issue:44387", "issue:45406|issue:46701", + "issue:29127|issue:35141", "issue:45372|issue:45588", "issue:43526|issue:47217", - "issue:44442|issue:45072", - "issue:45440|issue:45593" + "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "7538b3f87669dc3b474b3c4e3a6d4ecade91aad3671ac1d24a496ebd4e8a3e81", + "prepared_review_unit_hash": "cb1542293402b6be4d6c529fa9ca933ab4b1efba4ade6d6a9872df33043f97fb", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36828, - "estimated_input_tokens": 9207, - "estimated_eval_tokens": 18670 + "serialized_chars": 36854, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues that only share broad Transformers vocabulary (generation, loading, quantization, VL, OOM, etc.). I do not see any soft pair that looks like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue cleanly represents a duplicate cluster here; the items span many unrelated subsystems and failure modes.", + "summary": "The cluster is highly heterogeneous: the issues span unrelated models, regressions, tokenizer bugs, export failures, memory/OOM problems, and warning-message fixes. None of the listed soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46693 is the strongest representative item here: it has high discussion volume, inbound references, and a concrete regression description with a clear affected path.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor triage, issue 45229 is the strongest standalone report: it is concrete, high-activity, and describes a specific reproducible multi-GPU OOM. It is not a duplicate hub, just the most substantial issue in this set.", + "best_issue_reason": "issue:46693 is the best standalone issue in the set because it is specific, well-scoped, and has the most evidence of broader impact/reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are OOM-related, but one is a Qwen3 auto device-mapping cudaErrorAssert and the other is Gemma4 multi-GPU CUDA OOM; different models, triggers, and code paths." + "reason": "Different models and failures: Qwen3 device-mapping assert vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16->FP32 dtype drift in eval is unrelated to Qwen2 tensor-parallel OOM." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility breakage vs a model divergence bug; no shared failure mode beyond Transformers version context." + "reason": "Python compatibility break and DeepSeek implementation divergence are different bugs." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor argument regression vs video-input regression across several Qwen VL models; unrelated components and symptoms." + "reason": "Unsupported feature arg in LasrFeatureExtractor is unrelated to a Qwen VL video regression." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Tokenizer save/tokenization failure vs a bare-except swallowing errors in a batch feature converter; different classes of bugs." - }, - { - "left": "issue:29870", - "right": "issue:34689", - "accept": false, - "reason": "BART generate() UnboundLocalError vs Llama 3.2 Vision model loading breakage; unrelated models and code paths." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu tensor conversion exception-swallowing are distinct code paths." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression vs rope validation helper TypeError; no concrete overlap in behavior or fix." + "reason": "base_model_prefix loading regression is unrelated to rope-parameter JSON list handling." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs AutoTokenizer failing on FastSpeech2ConformerTokenizer; both tokenizer-related but distinct failures." + "reason": "BART generate UnboundLocalError and Llama 3.2 Vision model loading breakage are unrelated." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export/exportability issue with torch_compilable_check vs Wav2Vec2 save/tokenization failure; separate subsystems." + "reason": "torch.export failure on torch_compilable_check is not the same as Wav2Vec2 save/tokenization issues." }, { - "left": "issue:44077", - "right": "issue:47276", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "patchtsmixer post_init policy issue vs a misleading synced_gpus warning message; one is a model class constraint, the other is logging text." + "reason": "BigBirdTokenizer special-token registration bug and FastSpeech2ConformerTokenizer loading failure differ in root cause and API surface." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure vs a stale warning in paged generate(); different bug surface and no shared fix." + "reason": "ExecuTorch export guard/erfinv issues are unrelated to flash-attention sink-less model AttributeError." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Executorch export failure on gemma3n vs flash_attention crash on s_aux=None; both export/integration-adjacent but clearly different code paths." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token behavior vs Gemma3 NaN embeddings under sliding-window attention; unrelated layers of the stack." + "reason": "Tokenizer BOS/EOS insertion bug is unrelated to Gemma3 NaN embeddings from mixed-length sliding windows." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer decode/special-token issue vs Qwen3.5 recurrent state reset in cached generation; no substantive overlap." + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-specific defects." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTSMixer post_init allowance is unrelated to a misleading synced_gpus warning." + }, + { + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Smollm3 RoPE-layer count mismatch vs DeepSeekV3MoE implementation divergence; both model-architecture issues, but different models and fixes." + "reason": "Tokenizer decode/special-token bug is unrelated to Qwen3.5 recurrent-state reset with cache." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; both quantization-adjacent but not the same bug." + "reason": "FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same bug." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d concern vs SigLIP2 AutoModel/pipeline incorrect outputs; unrelated model families and symptoms." + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B vs resume_from_checkpoint key mismatch; different stages and failure modes." + "reason": "Missing pad_token_id on Qwen3-VL loading is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-information error message vs CLIP community-model bus error on macOS; only superficial model-loading/build similarity." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "Trailing-slash local model import warning vs gradient checkpointing disallowed in eval mode; unrelated behaviors." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL missing pad_token_id in config vs sliding_window issue for Qwen3-MoE; different model types and root causes." + "reason": "LayoutLMv3 error-message clarity issue and CLIP MacOS bus error are unrelated." }, { "left": "issue:43575", - "right": "issue:44387", + "right": "issue:43701", "accept": false, - "reason": "Loading a large Qwen2 model with tp causing OOM vs increased CUDA reserved memory under int4 quantization; both OOMs, but not the same underlying regression." + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d concern in Sam3PixelDecoder vs RT-DETR memory not released on deletion; unrelated model architecture vs lifecycle/memory leak bug." + "reason": "Sam3PixelDecoder dummy conv and RT-DETR memory leak are different defects." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing-in-eval prohibition are unrelated." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaNs from all-padding sliding windows vs FA2 long-context performance regression; one is correctness/NaN, the other is performance." + "reason": "Both involve long-context/sliding-window/FA2 themes, but one is NaN embeddings and the other is a performance regression; root causes and fixes are not the same." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Wrong outputs from SigLIP2 AutoModel/pipeline vs RT-DETR memory leak after deletion; entirely different symptoms." + "reason": "SigLIP2 bad outputs and RT-DETR memory retention are unrelated." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes vs token embedding resize reinitialization with untied embeddings; unrelated functionality." + "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are separate OOM scenarios." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4 processor attribute error in serve vs DiffusionGemmaGenerationOutput pipeline failure; same broad model family only, but not the same bug." + "reason": "Gemma4Processor _tokenizer AttributeError and DiffusionGemmaGenerationOutput pipeline failure are different breakages." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and post_init reinitializing embeddings are unrelated." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor loading breakage from mistral_common import vs flash_attention crash on sink-less models; different failure points and remedies." + "reason": "Gemma4 processor import breakage is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs VL image-placeholder-in-user-text failure; both involve vision inputs, but not the same defect." + "reason": "BEiTImageProcessorFast label reduction bug and VL image-placeholder handling failure are unrelated." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; unrelated tokenizer vs inference dtype bug." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepseekV3MoE implementation divergence vs D-FINE auxiliary-loss omission when denoising is off; different models and behaviors." + "reason": "FastSpeech2ConformerTokenizer loading failure and dtype mismatch in bf16 inference are unrelated." } ] }, @@ -11236,13 +11272,15 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:27957", "issue:29127", + "issue:29870", + "issue:29925", "issue:33290", "issue:34689", "issue:35141", @@ -11263,22 +11301,21 @@ "issue:44462", "issue:44514", "issue:44625", - "issue:44743", - "issue:44811", "issue:44857", "issue:44898", "issue:45245", "issue:45250", - "issue:45325", "issue:45372", "issue:45381", "issue:45406", "issue:45412", + "issue:45440", "issue:45459", "issue:45491", "issue:45563", "issue:45584", "issue:45588", + "issue:45593", "issue:45712", "issue:45834", "issue:46121", @@ -11286,28 +11323,29 @@ "issue:46399", "issue:46640", "issue:46693", - "issue:46697", "issue:46821", "issue:47312" ], "soft_pairs": [ + "issue:45440|issue:45593", + "issue:45459|issue:45712", "issue:44625|issue:45584", "issue:43421|issue:45491", - "issue:45459|issue:45712", "issue:45412|issue:46369", - "issue:43066|issue:44462", "issue:45250|issue:46640", - "issue:43526|issue:45834", "issue:45372|issue:45406", + "issue:43066|issue:44462", "issue:45245|issue:45563", - "issue:27957|issue:33290", + "issue:43526|issue:45834", "issue:45372|issue:45459", - "issue:33290|issue:34689", + "issue:29870|issue:29925", "issue:43824|issue:44279", "issue:43526|issue:46693", - "issue:33290|issue:35141", - "issue:27957|issue:29127", "issue:43994|issue:46369", + "issue:27957|issue:33290", + "issue:33290|issue:34689", + "issue:27957|issue:29127", + "issue:33290|issue:35141", "issue:43381|issue:43873", "issue:44857|issue:45588", "issue:42915|issue:43931", @@ -11315,207 +11353,205 @@ "issue:44514|issue:45381", "issue:44442|issue:44898", "issue:43316|issue:47312", - "issue:45325|issue:46697", "issue:46121|issue:46399", - "issue:44743|issue:44811", "issue:43262|issue:44206" ], - "prepared_review_unit_hash": "c95c4429e965b2a40020438db7ec170e00aedcd9f70729efb08a2a3678f7802d", + "prepared_review_unit_hash": "6b56aea5eebbaad41b5faa9a5442fd72583aeb2ee0449be9c6a785b87b26bed8", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36041, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "serialized_chars": 35964, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity links mostly connect superficially related transformer/model issues, but they do not describe the same underlying bug or change. I would reject all soft edges and treat the set as unrelated reports.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the cluster; the items span unrelated bugs across tokenization, vision, audio, quantization, and Flash Attention paths with only broad keyword overlap.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "Issue 44514 is the most concrete and narrowly scoped bug report in the set, with a clear failing path (`Qwen2_5_VLProcessor.apply_chat_template` on batched input with `padding=False`).", + "summary": "These items are mostly unrelated Transformers bugs/features that only share broad keywords like Flash Attention, Qwen, tokenizers, or memory. None of the soft pairs look like the same underlying issue strongly enough to merge.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Different components and failures: Qwen3.5 config propagation vs Whisper empty-transcription generation after token alignment." + "reason": "Different models and failure modes: DeepseekV3MoE implementation divergence vs D-FINE auxiliary-loss behavior." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Tokenizers backend post-processor sync is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer error masking with protobuf missing vs leftover dummy classes; unrelated fixes." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer error masking from protobuf handling is unrelated to leftover dummy class cleanup." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated code paths." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Both mention memory, but one is RT-DETR cleanup/GC and the other is SAM model memory overflow; different bug paths." + "reason": "Runtime post-processor updates in TokenizersBackend vs Gemma3 NaN embeddings during sliding-window batching are different bugs." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Both are tokenizer-loading themed, but one is decoder-type mismatch in v5 and the other is ignoring repository `tokenizer.json`." + "reason": "Both mention memory, but one is model deletion/GC and the other is model-call overflow; not the same bug." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Same broad Flash Attention label, but one is a general issue and the other is a specific regression/performance complaint." + "reason": "Both are Flash Attention 2 titles, but the concrete problem is unspecified and not enough to treat as the same issue." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR index errors." + "reason": "Gemma 4 processor loading fails for different reasons: missing ReasoningEffort import vs missing _tokenizer attribute in serve." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Both involve Gemma 4 loading, but one is a missing `ReasoningEffort` import and the other is a missing `_tokenizer` attribute in serve." + "reason": "Tokenizer decoder-type regression in v5 vs AutoTokenizer ignoring tokenizer.json are distinct loading issues." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-limit runtime error is unrelated to a stale warning in paged generation." + "reason": "Category limit runtime error and stale generate warning are unrelated." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "XLMRoberta Flash Attention setup and Adafactor/DeepSpeed OOM are different subsystems and different failures." + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error are different preprocessing failures." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure is unrelated to protobuf-backed tokenizer error masking." + "reason": "Gemma4 import error and tokenizer protobuf error masking are unrelated." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:29870", + "right": "issue:29925", "accept": false, - "reason": "Optimizer/deepspeed OOM is unrelated to model-loading breakage for Llama 3.2 Vision." + "reason": "BART generate UnboundLocalError and SigLIP use_fast enforcement are unrelated tokenizer/generation problems." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Importing a specific Qwen2.5-VL class is not the same as a generic dependency issue with transformers." + "reason": "Specific missing Qwen2_5_VL symbol import vs generic dependency issue; too vague to be the same bug." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Label reduction in BEiT image processing is unrelated to Flash Attention long-context performance regression." + "reason": "Label reduction in BEIT image processor and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and sam3-litetext memory overflow are different symptoms and likely different code paths." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and DeepSpeed Adafactor OOM are unrelated." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:34689", "accept": false, - "reason": "DeepSpeed OOM and token-embedding reinitialization are unrelated bugs." + "reason": "Optimizer OOM in DeepSpeed and Llama 3.2 Vision model-loading regression are separate problems." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." + "reason": "Flash Attention 2 support for XLMRoberta vs LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "SigLIP2 auto/pipeline misbehavior is unrelated to SAM memory overflow." + "reason": "DeepSpeed Adafactor OOM and embedding reinitialization after resize are different issues." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + "reason": "Gradient checkpointing eval-mode restriction and quantized offloading behavior are not the same bug." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash in LwDetr is not the same as Flash Attention sink-less model failure on `s_aux=None`." + "reason": "LwDetrImageLoss AMP/CUDA crash vs flash_attention s_aux=None AttributeError are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model/config issues." + "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are distinct model/load problems." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash Attention sink-less crash and TimesFM `window_size` attribute error do not share the same code path." + "reason": "Flash attention sink-less crash vs TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched chat template padding behavior and the other is video vision position IDs." + "reason": "Qwen2.5-VL batched chat-template padding crash and video vision_position_ids issue are different Qwen2.5-VL bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading for FastSpeech2Conformer is unrelated to Perceiver interpolation behavior." + "reason": "FastSpeech2ConformerTokenizer loading failure and Perceiver interpolate_pos_encoding failure are unrelated." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "Gemma3TextConfig API mismatch is unrelated to a kernel-compatibility report." - }, - { - "left": "issue:45325", - "right": "issue:46697", - "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling bug is unrelated to Swin2SR image padding logic." + "reason": "Gemma3TextConfig API discrepancy and kernel-version incompatibility are different classes of issue." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation list typing error is unrelated to a missing decorator causing Qwen3.5 kernel registration failure." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Recurrent state reset in modular Qwen3.5 is unrelated to Whisper `batch_decode` skipping special tokens." + "reason": "RoPE validation TypeError with JSON-loaded lists vs Qwen3.5 kernel registration crash are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Default audio sampling-rate handling and unsupported `center` argument in a feature extractor are different bugs." + "reason": "Audio processor sampling-rate defaulting and LasrFeatureExtractor center-arg crash are separate issues." } ] }, @@ -11534,16 +11570,15 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:25251", "issue:27957", "issue:28282", "issue:29870", - "issue:32090", "issue:42175", "issue:42490", "issue:42617", @@ -11571,6 +11606,7 @@ "issue:44479", "issue:44496", "issue:44743", + "issue:44811", "issue:44855", "issue:44871", "issue:44913", @@ -11578,10 +11614,10 @@ "issue:44977", "issue:44987", "issue:45137", - "issue:45216", "issue:45245", "issue:45440", "issue:45759", + "issue:45803", "issue:45859", "issue:45907", "issue:46178", @@ -11589,231 +11625,231 @@ "issue:46506" ], "soft_pairs": [ - "issue:43646|issue:44077", + "issue:44743|issue:44811", "issue:44977|issue:45245", + "issue:43646|issue:44077", "issue:43761|issue:45859", "issue:43720|issue:44442", "issue:42175|issue:46234", - "issue:25251|issue:28282", - "issue:43873|issue:44871", - "issue:27957|issue:29870", "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:25251|issue:28282", "issue:42490|issue:44743", - "issue:43643|issue:44913", "issue:43316|issue:45759", + "issue:27957|issue:29870", + "issue:43643|issue:44913", "issue:43493|issue:43827", "issue:44062|issue:45907", "issue:44987|issue:46178", "issue:43316|issue:43525", - "issue:43749|issue:43931", "issue:44964|issue:45440", - "issue:42617|issue:43575", + "issue:43749|issue:43931", "issue:43550|issue:43701", - "issue:43575|issue:43742", + "issue:42617|issue:43575", "issue:44855|issue:45137", "issue:43606|issue:43701", "issue:43701|issue:46506", + "issue:43575|issue:43742", "issue:43761|issue:44079", "issue:44190|issue:44496", - "issue:43931|issue:45216", - "issue:27957|issue:32090" + "issue:44442|issue:45803" ], - "prepared_review_unit_hash": "3c82ebf1ef61628ac00076f2d7c51479bb82371f7be10aef6d9be27a9958559f", + "prepared_review_unit_hash": "b016c8d4665f60398c07b3270c4e4b22d56795decdbd713451000414428a108b", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36100, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "serialized_chars": 36091, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "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 pairs mostly share generic terms like loading, config, offload, or regression, but they describe different code paths and failure modes. I would reject every soft edge and treat the cluster as heterogeneous.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a strong canonical duplicate target here. If forced to pick a loose representative, issue 43316 is the broadest of the config/API-discrepancy reports, but the cluster does not cohere around one underlying bug.", + "summary": "This cluster is heterogeneous: most items are isolated Transformers bugs or regressions that only share broad vocabulary like loading, config, offload, or model init. None of the soft pairs look like the same concrete underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the closest umbrella by breadth and activity around loading/offloading behavior, but the set is too diverse to treat as one true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43316 is the closest thing to a representative because it frames a generic API discrepancy, but it is still not a suitable true canonical since the surrounding issues span unrelated subsystems and symptoms.", + "best_issue_reason": "issue:43873 is the best representative only in a loose sense because it is broad and actively discussed; however, it should be treated as a related-but-distinct issue, not a duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Both concern model init/post-init behavior, but one is about Transformers 5 breaking custom initialization and the other about a specific model class allowing optional post_init; not the same bug." + "reason": "Different subsystems and failures: recurrent state reset in Qwen3.5 cache logic vs Whisper processor batch_decode skipping special tokens." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Different problems: flash-attention generation failure for Qwen3.5 versus a categorical cardinality runtime limit." + "reason": "Unrelated errors: Qwen3.5 flash-attention generation bug vs category cardinality limit in a separate preprocessing/runtime path." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention model initialization, but one is a broad Transformers 5.0 custom-init regression and the other is a specific PatchTSMixer post_init validation issue." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Both involve model behavior regressions, but one is CLIPVision hidden_states not returned and the other is Qwen3.5 MoE rotary embedding CPU offload compatibility." + "reason": "Different code paths and symptoms: CLIPVisionModel hidden_states regression vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight loading in accelerate versus AutoTokenizer failing for a specific tokenizer class are unrelated failures." + "reason": "Different loading bugs in different layers: BitNet packed-weight loading vs AutoTokenizer failing on a specific tokenizer class." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Both mention backend/import packaging, but one is TensorFlow being absent from an install extra and the other is a missing availability helper symbol." + "reason": "Both are backend/import-related, but they concern different missing optional dependencies and different mechanisms." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Pipeline output nesting and an AutoModel ImportError are unrelated." + "reason": "Different model families and failure modes; one is post_init policy, the other is a video-input regression across Qwen VL variants." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offload behavior and Gemma eos token configuration mismatch do not describe the same underlying bug." + "reason": "Offload/quantization behavior is unrelated to an eos_token_id configuration mismatch." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both are generation-related model issues, but XLM-RoBERTa Flash Attention 2 support and BART decoder_attention_mask assignment are different code paths." + "reason": "Pipeline output shape bug vs missing PyTorch dependency import error are unrelated." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Optional post_init gating is unrelated to the Qwen video-input regression." + "reason": "Local-path slash warning has nothing to do with cache state reset in recurrent generation." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "A trailing-slash local model path warning and Qwen recurrent-state reset are unrelated." + "reason": "Both are API/config discrepancies, but they affect different composite-config behaviors and different models." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Both involve config persistence, but one is missing fields from trust_remote_code loading and the other is rotary_pct reverting on reload; different root causes." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to BART generate() hitting an UnboundLocalError." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Both are about composite config API shape, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM not unwrapping text_config for Qwen multimodal configs." + "reason": "Generic trust_remote_code field loss vs GPTNeoX rotary_pct persistence bug are different config-loading problems." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 HF-vs-JAX divergence and docs still referencing pipeline() are entirely different issues." + "reason": "SigLIP2 implementation divergence and stale docs referencing pipeline() are unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Tokenizer AddedToken argument duplication is unrelated to list_repo_files missing a revision forward." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 and a backend mapping error for tensorflow_text are not the same problem." + "reason": "Different failure domains: loading a specific model with transformers>=5.1.0 vs tensorflow_text backend registration." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config attribute inconsistencies, but Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate model-specific issues." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are both config issues but not the same bug." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal loading and DeepseekV3MoE divergence are unrelated model families and code paths." + "reason": "Different models and symptoms: Phi-4 multimodal load failure vs DeepSeekV3MoE native/remote divergence." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "A script startup failure and tp-related OOM on Qwen2-57B are not duplicates." + "reason": "FSDP CPU RAM efficient loading regression is not the same as a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B and key errors loading MobileLLM-125M are different issues." + "reason": "3d_parallel.py runtime problems and Qwen2-57B tensor-parallel OOM are different operational issues." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 indentation/@torch.jit.script parsing issue and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Python 3.13 torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint-resume key mismatch do not share a code path." + "reason": "CPU offload device mismatch in Bark-small is unrelated to checkpoint resume key mapping." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and differing CPU/CUDA outputs in PPDocLayoutV3 are unrelated." + "reason": "Checkpoint key mismatch and CPU-vs-CUDA result drift are different classes of bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on tensor-parallel load is unrelated to a KeyError while loading MobileLLM-125M." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Hidden_states being None in CLIPVisionModel and ModelOutput key assignment with prior None are different bugs." + "reason": "A missing hidden_states output in CLIPVisionModel is not the same as ModelOutput key assignment semantics." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an image-classification script and an unrecognized-model config.json error are unrelated." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Weight-shape mismatch on model load and a broken save_pretrained regression for Qwen3.5 are different failure modes." + "reason": "Local dataset loading in an example script is unrelated to unrecognized model config loading." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Flash Attention 2 support for XLM-RoBERTa and a Trainer _gpu_broadcast_one NoneType error are not the same underlying bug." + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are unrelated." } ] }, @@ -11832,16 +11868,15 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:16998", "issue:22355", - "issue:25251", "issue:27957", - "issue:42490", + "issue:32090", "issue:42907", "issue:43065", "issue:43232", @@ -11853,29 +11888,29 @@ "issue:43441", "issue:43452", "issue:43540", - "issue:43572", "issue:43646", "issue:43716", "issue:43761", "issue:43825", + "issue:43931", "issue:44077", "issue:44162", "issue:44188", - "issue:44442", "issue:44464", "issue:44496", "issue:44514", "issue:44521", "issue:44534", + "issue:44589", "issue:44617", "issue:44792", "issue:44871", "issue:44913", + "issue:45216", "issue:45584", "issue:45698", "issue:45803", "issue:46050", - "issue:46178", "issue:46234", "issue:46291", "issue:46365", @@ -11887,217 +11922,210 @@ "issue:47276" ], "soft_pairs": [ - "issue:44442|issue:45803", - "issue:42490|issue:47276", + "issue:43931|issue:45216", "issue:46829|issue:46932", - "issue:43295|issue:44871", + "issue:27957|issue:32090", + "issue:44589|issue:47276", "issue:43316|issue:43716", + "issue:43295|issue:44871", "issue:44871|issue:45584", - "issue:43295|issue:43825", "issue:43232|issue:43388", "issue:43761|issue:44188", - "issue:16998|issue:22355", + "issue:43295|issue:43825", "issue:44521|issue:47217", + "issue:16998|issue:22355", "issue:46234|issue:46291", "issue:43646|issue:44913", "issue:43452|issue:44496", - "issue:44077|issue:44534", "issue:42907|issue:45698", + "issue:44077|issue:44534", "issue:44871|issue:46050", "issue:44464|issue:46421", "issue:43404|issue:43441", + "issue:43352|issue:46640", "issue:44162|issue:44792", "issue:43065|issue:44617", - "issue:43352|issue:46640", "issue:45803|issue:46365", - "issue:25251|issue:27957", - "issue:43540|issue:44514", - "issue:43572|issue:46178" + "issue:43540|issue:44514" ], - "prepared_review_unit_hash": "57a8e92d915f9b5093ba09f01870880c15e831f1fb7e7fd4bdc600ffb43d23c6", + "prepared_review_unit_hash": "5fc2f55cb4c727580d7e6f81cdc9c1713c4a037a55b6864c2823d0d4cf12bce7", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35341, - "estimated_input_tokens": 8836, - "estimated_eval_tokens": 17928 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34512, + "estimated_input_tokens": 8628, + "estimated_eval_tokens": 17512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated model/config/regression bugs rather than duplicates. I would not merge any of the soft pairs. If a single issue must represent the set, #44521 is the best candidate because it is open, has the most inbound references/discussion, and describes a concrete multimodal bug.", - "confidence": 0.94, - "canonical_issue_reason": "#44521 is the strongest representative: it is open, has the highest external interest in this set, and centers on a clearly reproducible multimodal bug. There is no convincing duplicate group strong enough to make another issue a better canonical target.", + "summary": "The set is a grab bag of mostly unrelated issues. None of the soft pairs look like the same underlying bug/change, though a few are in the same broad area (multimodal chat templates, save/load regressions, Flash Attention).", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best standalone issue in the set because it has the broadest impact signals and a precise failure mode that is likely actionable for maintainers.", + "best_issue_reason": "issue:44521 is the strongest standalone issue in the set: it is open, has the most inbound references/discussion, and its title/body describe a concrete, reproducible multimodal bug. That said, the cluster does not contain a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Different failure classes: tokenizer load/import error vs exception-handling bug in tensor conversion." + "reason": "Both involve Qwen model loading/saving, but one is a weight-shape mismatch on load and the other is a save_pretrained regression for Qwen3.5; different failure modes and likely different fixes." }, { - "left": "issue:42490", - "right": "issue:47276", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Both mention warnings, but they concern unrelated warning messages and code paths." + "reason": "Different models and different bugs: VideoPrism hidden_states plumbing vs Gemma4 quantized embedders dtype casting." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Different model families and bugs: output field wiring vs quantized dtype casting." + "reason": "Unrelated problems: Flash Attention support for XLMRoberta versus a Trainer distributed broadcast TypeError." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44589", + "right": "issue:47276", "accept": false, - "reason": "One is a processor/tokenizer regression; the other is an eos_token_id config mismatch." + "reason": "Float8 storage loading errors and a misleading synced_gpus warning are not the same code-path or bug." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3 config API inconsistency is unrelated to Mistral-3 image dtype mismatch." + "reason": "Both are model-specific regressions, but one is a Gemma3TextConfig API inconsistency and the other is a Mistral-3 image-preprocessor dtype mismatch." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Both are generation/config issues, but the concrete bugs are different models and different root causes." + "reason": "A processor.tokenizer regression is not the same as inconsistent eos_token_id configuration, even if both involve model/processor metadata." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Regression in custom processor usage is unrelated to a pipeline error-message wording issue." + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription behavior after align_special_tokens are separate issues." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to metrics gathering on the last batch." + "reason": "Generation kwargs sync behavior and gather_for_metrics label truncation are unrelated training/generation bugs." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "VisionModel hidden_states regression and attention-kernel divergence are different subsystems and symptoms." + "reason": "CLIPVisionModel hidden_states regression and torch.compile attention-kernel divergence do not share the same failing path." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Model max length question and missing transformers.onnx module are unrelated." + "reason": "One is a regression around processor.tokenizer access; the other is an error-message/pipeline-task support issue." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both touch multimodal chat templates, but one is an assistant_mask bug and the other is a failure when the image placeholder appears in user text." + "reason": "Both concern multimodal inputs, but one is all-zero assistant masks from apply_chat_template and the other is failure when the image placeholder appears in user text; related area, not the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are entirely different issues." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper and pipeline import failure from kernels versioning are distinct issues." + "reason": "Missing import_utils helper and kernels v0.15 import failure are unrelated dependency/import problems." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Custom model initialization breakage in v5 is not the same as rotary_pct not persisting on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breaks for tokenizer/model loading, while the other is an unrecognized-model/config.json issue." + "reason": "gguf_file from_pretrained breakage and missing model_type in config.json are both loading failures, but they arise from different mechanisms and should not be merged." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Optional post_init deprecation is unrelated to junk-filled non-persistent buffers." + "reason": "Both mention save/load, but one is dequantized Ministral/Devstrals saving and the other is custom-module loading after save_pretrained; different underlying defects." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Dequantized save failure is a quantization bug, not a custom-module resolution bug after save/load." + "reason": "An optional post_init restriction on patchtsmixer is unrelated to junk-filled non-persistent buffers." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Eos-token mismatch and sinq quantization round-trip failure are different problems." + "reason": "Gemma eos_token_id inconsistency and sinq quantized model save/load breakage are distinct serialization/config bugs." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled-forward generation inconsistency is not the same as chunked prefill recompilation/cache initialization." + "reason": "Both touch chunked/compiled generation, but one is inconsistent outputs from compiled forward while the other is spurious recompilation from cache lazy initialization." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying in Mistral3 is unrelated to FlashAttention support gating for Ministral-3." + "reason": "Mistral3 lm_head weight tying and Ministral-3 FlashAttention support are separate model regressions." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "The specific Nemotron Flash Attention 2 support issue is not clearly the same as a generic Flash Attention 2 report." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 broken workflow and janus image-generation test failure are unrelated." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in a decoder is not the same as CUDA OOM in Sam3Video." - }, - { - "left": "issue:43352", - "right": "issue:46640", - "accept": false, - "reason": "Flash Attention support error for NemotronH is not clearly the same as a generic Flash Attention 2 issue." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different problems." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors is unrelated to Trainer import failure caused by datasets." - }, - { - "left": "issue:25251", - "right": "issue:27957", - "accept": false, - "reason": "Pipeline top_k nesting change and XLMRoberta Flash Attention support are different behaviors." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to a Trainer import conflict with datasets." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is not the same as batched apply_chat_template padding=False crash." - }, - { - "left": "issue:43572", - "right": "issue:46178", - "accept": false, - "reason": "Missing config field after v5 update and backend mapping error for tensorflow_text are unrelated." + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VLProcessor batched apply_chat_template crash are different models and different code paths." } ] }, @@ -12116,12 +12144,14 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ - "issue:29870", + "issue:25251", + "issue:27957", + "issue:29925", "issue:35141", "issue:41950", "issue:42490", @@ -12130,12 +12160,11 @@ "issue:43504", "issue:43525", "issue:43531", + "issue:43572", "issue:43650", "issue:43673", "issue:43688", - "issue:43827", "issue:43931", - "issue:43994", "issue:44060", "issue:44190", "issue:44242", @@ -12158,223 +12187,228 @@ "issue:45632", "issue:45698", "issue:45803", - "issue:46082", "issue:46170", + "issue:46178", "issue:46202", "issue:46234", "issue:46369", "issue:46424", "issue:46693", - "issue:46697", "issue:46894", "issue:47217" ], "soft_pairs": [ + "issue:43572|issue:46178", "issue:44610|issue:46369", + "issue:25251|issue:27957", "issue:45381|issue:47217", "issue:44792|issue:44977", - "issue:44479|issue:47217", "issue:45542|issue:46234", - "issue:44534|issue:44913", + "issue:44479|issue:47217", "issue:43525|issue:43531", "issue:43504|issue:45698", + "issue:44534|issue:44913", "issue:44792|issue:45600", "issue:45632|issue:46424", + "issue:27957|issue:29925", "issue:45803|issue:46170", - "issue:35141|issue:42490", "issue:46693|issue:47217", + "issue:41950|issue:43475", "issue:45127|issue:45200", "issue:44242|issue:46894", - "issue:41950|issue:43475", "issue:43650|issue:46202", + "issue:35141|issue:42490", "issue:43673|issue:44743", "issue:43931|issue:44060", "issue:44855|issue:45588", - "issue:44792|issue:45405", "issue:44190|issue:44964", "issue:43388|issue:43688", - "issue:29870|issue:35141", - "issue:46082|issue:46697", - "issue:43827|issue:43994" + "issue:44792|issue:45405" ], - "prepared_review_unit_hash": "2dca31212ce3fc3ca6cf8585c9052108d28bd79da74c8656183a759f613f2659", + "prepared_review_unit_hash": "6a7f5a71cb2a3fa338627f05e330dde504ffa437554d849ace10275074bd802f", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35141, - "estimated_input_tokens": 8786, - "estimated_eval_tokens": 17828 + "serialized_chars": 34946, + "estimated_input_tokens": 8737, + "estimated_eval_tokens": 17730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of unrelated issue reports across many models, pipelines, and config/load paths. None of the soft-paired items look like true duplicates, so there is no credible single canonical issue or PR here.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: most pairs share only broad subsystem vocabulary (multimodal, cache, loading, generation, tokenizer) rather than the same concrete bug. No soft edge looks safe to merge as a true duplicate/change.", + "confidence": 0.28, + "canonical_issue_reason": "No strong canonical issue exists because the items span unrelated bugs. If forced to anchor the cluster, issue 47217 is the broadest multimodal/VL report and is the only one loosely adjacent to multiple soft-similarity candidates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "47217 is the best representative by scope and discussion, but only weakly; it reads like a general VL placeholder bug rather than a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different failures: a config field name regression vs an import/backend-mapping error. Same general config/import area, but not the same bug." + }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor image-size mismatch vs memory overflow; different model and failure mode." + "reason": "Both are about vision models, but one is an input-size mismatch and the other is a memory overflow. No shared concrete code path." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting bug vs Flash Attention 2 support for XLM-R. Completely different symptoms and components." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Video vision_position_ids regression vs image-placeholder-in-text failure; different code paths." + "reason": "Both concern VL/video/image handling, but one is wrong video position IDs and the other is image placeholders in user text. Related area, different bug." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug." - }, - { - "left": "issue:44479", - "right": "issue:47217", - "accept": false, - "reason": "v5.3.0 video-input regression across Qwen VL models vs text-placeholder handling." + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation issue. Different model families and failure modes." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TF backend packaging issue vs missing import_utils symbol." + "reason": "TensorBoard/TensorFlow backend detection issue vs missing import_utils helper. No shared underlying defect." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "Non-persistent buffer initialization issue vs GPTNeoX config reload bug." + "reason": "Both are VL regressions, but one is a video-input regression across several models and the other is an image-placeholder placement bug. Not the same code-path problem." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs Qwen3-MoE sliding_window behavior." + "reason": "Unrelated model config attributes: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy field breaks Beit preset load vs wrong custom module loaded after save_pretrained." + "reason": "Both involve model loading, but one is a legacy field in BEiT segmentation and the other is wrong custom-module resolution after save/load. Distinct bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization regression vs GPTNeoX rotary_pct not persisting on reload. Same broad config persistence theme, not the same bug." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure vs stale auto_mappings entry for removed Sam3LiteText configs." + "reason": "A Janus test failure is not the same as stale auto_mappings references to removed configs. Different artifacts and remediation." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Leaf-dir cache collision vs max_cache_length cache policy bug." + "reason": "Both mention cache, but one is trust_remote_code cache-path collision and the other is cache-length handling for quantized cache. Different mechanisms." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:27957", + "right": "issue:29925", "accept": false, - "reason": "Bare except in tensor conversion vs Windows ROCm import dependency issue." + "reason": "Flash Attention 2 issue for XLMRoberta vs tokenizer fast-mode enforcement for SigLIP. Not the same bug." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Embedding resize/reinit bug vs trailing-slash local model import warning." + "reason": "One is an exception-handling bug in tensor conversion; the other is a Windows/ROCm distributed-dependency import issue. No overlap." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "FA2 long-context performance regression vs VL image-placeholder bug." + "reason": "Both are generation-related, but one is a performance regression with FA2 and long context while the other is a VL placeholder parsing bug. Not mergeable as one fix." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection bug vs missing attribute on Sam3 vision encoder output. Different model/pipeline layers." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/vocab collapse with tied embeddings vs mm_token_type_ids defaulting." + "reason": "LoRA merge with extended vocab collapse vs mm_token_type_ids defaulting for text-only fine-tuning. Different training/runtime paths." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Missing load-balancing loss vs ASR training double-shift bug." + "reason": "Both are loss-related, but one is MoE load-balancing loss gating and the other is a training-loss double-shift bug in ASR. Not the same defect." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Video-classification processor mismatch vs missing vision encoder attribute." + "reason": "Generic issue title vs a Gemma pipeline roundtrip bug. No evidence they share the same underlying code path." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Unrelated placeholder issue vs Gemma pipeline roundtrip bug." + "reason": "Embedding resize/post_init reinitialization vs import warning for local-model paths ending with slash. Unrelated symptoms." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache missing vs recurrent state reset; both cache-related but different bugs." + "reason": "Cache missing in generation mixin during chunked prefill vs recurrent states resetting in modular_qwen3_5. Different cache/state bugs." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weights warning." + "reason": "Weight-shape mismatch when loading a model vs an incorrect tied-weights warning in Qwen3-Next. Same loading/tied-weights neighborhood, but not the same failure." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 JIT parse error vs flash_attention s_aux=None crash." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "Janus test failure vs unreleased PEFT version constraint." + "reason": "Python 3.13 torch.jit parsing/IndentationError vs flash_attention.py crashing on s_aux=None. Completely different code paths." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset script loading issue vs Phi-4 multimodal model load failure." + "reason": "Dataset loading in an example script vs multimodal model loading failure. Both loading-related, but different layers and causes." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gather truncation vs auxiliary-loss normalization." + "reason": "A metrics-gathering tuple truncation bug is unrelated to auxiliary-loss normalization in OLMoE/GPT-OSS." }, { - "left": "issue:29870", - "right": "issue:35141", - "accept": false, - "reason": "BART generate mask error vs embedding resize reinit." - }, - { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Llama head_dim validation vs Swin2SR over-padding." + "reason": "Test failure for Janus image generation vs a packaging/version bump for PEFT. No shared underlying bug." } ] }, @@ -12393,24 +12427,23 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:25251", "issue:29870", + "issue:35141", "issue:39692", "issue:41720", "issue:43065", - "issue:43295", "issue:43335", - "issue:43526", - "issue:43540", "issue:43550", "issue:43644", "issue:43827", "issue:43854", + "issue:43994", "issue:44190", "issue:44242", "issue:44479", @@ -12425,7 +12458,6 @@ "issue:44933", "issue:45072", "issue:45245", - "issue:45276", "issue:45362", "issue:45381", "issue:45406", @@ -12433,6 +12465,7 @@ "issue:45584", "issue:45588", "issue:45632", + "issue:46082", "issue:46369", "issue:46399", "issue:46489", @@ -12448,252 +12481,231 @@ "issue:47321" ], "soft_pairs": [ + "issue:46082|issue:46697", + "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:45245|issue:46858", "issue:45072|issue:46932", - "issue:43644|issue:44913", + "issue:43827|issue:43994", "issue:45588|issue:47013", "issue:43335|issue:44855", + "issue:43644|issue:44913", "issue:44734|issue:45406", - "issue:25251|issue:29870", "issue:46399|issue:47312", "issue:44869|issue:46832", + "issue:25251|issue:29870", "issue:45381|issue:46369", - "issue:41720|issue:45245", "issue:45632|issue:46617", - "issue:43827|issue:47321", + "issue:41720|issue:45245", "issue:43550|issue:44190", "issue:43854|issue:44792", + "issue:43827|issue:47321", "issue:45563|issue:45584", - "issue:39692|issue:47321", "issue:45381|issue:46655", - "issue:44617|issue:46369", + "issue:39692|issue:47321", "issue:43065|issue:44610", + "issue:44617|issue:46369", "issue:44479|issue:44734", - "issue:43335|issue:44190", "issue:44933|issue:45362", + "issue:43335|issue:44190", "issue:39692|issue:44190", - "issue:44779|issue:46489", - "issue:43295|issue:45276", "issue:44242|issue:46897", - "issue:43526|issue:46697", - "issue:43540|issue:44734" + "issue:44779|issue:46489" ], - "prepared_review_unit_hash": "dbe82f58e1a7f1f37d96b9b1906780283a4d7e66ae8ce95932148ecca5110917", + "prepared_review_unit_hash": "4d743221f408c856309fecd365cbe7a04653d35050413e8f1d3b94ad8f3ce419", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36838, - "estimated_input_tokens": 9210, - "estimated_eval_tokens": 18676 + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs are mostly same-subsystem or same-model-family near-misses, but not the same concrete bug/change. I would not merge any of the candidate pairs.", - "confidence": 0.88, - "canonical_issue_reason": "No canonical issue: the items span unrelated models, regressions, docs, and runtime failures, so there isn\u2019t a single duplicate target for the cluster.", + "summary": "The cluster is mostly heterogeneous false positives. The only clear duplicate-like pair is the DeepSeek tokenizer v5 regression: the general report and the DeepSeek-Coder v1-specific report look like the same underlying tokenizer bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46489 is the best anchor for the duplicate pair because it is the more specific DeepSeek-Coder v1 report and explicitly ties the bug to the missing gap in PR #44801's fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44734 is the strongest standalone bug report here: it describes a specific crash in `transformers serve` with a clear failing code path and a likely actionable fix.", + "best_issue_reason": "issue:46489 is the strongest representative issue in this set because it is concrete, specific, and matches the accepted DeepSeek tokenizer regression pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated failures: BART generate() decoder mask error vs embedding resize/reinit behavior." + }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Different bugs: Sam3Video OOM vs Whisper empty-transcription crash." + "reason": "Different code paths and symptoms: Sam3Video OOM vs Whisper empty-transcription decoding crash." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Both involve runtime errors, but one is a category-limit error and the other is a cache-length/device-tensor arithmetic bug." + "reason": "No match: category-count limit error vs cache sequence-length tensor arithmetic bug." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype issues, but they affect different models and different code paths." + "reason": "Both mention dtype issues, but they affect different model families and distinct casting paths." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Unrelated failures: non-persistent buffer initialization vs GPTNeoX config reload behavior." + "reason": "Docs mentioning removed pipelines is unrelated to SigLIP2 example/model-processor mismatch." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Both are model/runtime crashes, but the underlying faults are different (`s_aux` handling vs xLSTM return shape unpacking)." + "reason": "Different failures: flash_attention s_aux=None handling vs xLSTM tuple-unpacking mismatch." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Completely different problems: SwitchTransformers config bug vs Python 3.13 import/`torch.jit` parsing error." + "reason": "Sparse-layer config bug and Python 3.13 import/IndentationError are unrelated." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Serve crash with tensor indexing is not the same as a missing `_tokenizer` attribute on Gemma4Processor." + "reason": "Non-persistent buffer junk and rotary_pct reload defaulting are separate state/config bugs." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Pipeline output nesting and Bart `generate()` mask initialization are unrelated bugs." + "reason": "Serve KV-cache indexing crash is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:46399", "right": "issue:47312", "accept": false, - "reason": "One is a missing decorator registration crash; the other is a broad kernels version incompatibility." + "reason": "One is a specific registration/decorator crash; the other is a broad kernels 0.16 compatibility report." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper trailing-character decoding crash is unrelated to RT-DETR feature-level handling." + "reason": "Whisper trailing-character decode crash is unrelated to RT-DETR feature-level mismatch." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Same broad family of model issues, but one is video position IDs and the other is memory overflow." + "reason": "Pipeline top_k nesting regression and BART generate mask error are unrelated." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Different failures in different subsystems: Qwen3 device-mapping assert vs category-count limit." + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are different problems." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both touch trust_remote_code cache loading, but one is a leaf-directory collision and the other is a FileNotFoundError; not clearly the same bug." + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-dir collision and the other is a FileNotFoundError from cache loading." }, { - "left": "issue:43827", - "right": "issue:47321", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Docs still referencing pipeline() has nothing to do with AMD Quark class updates." + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to the category-count RuntimeError." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to loading a local dataset in the image-classification example." + "reason": "torch.compile SDPA crash and local dataset loading failure do not share a concrete bug." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Two separate model/test failures with no shared code-path evidence." + "reason": "Different failing tests on different models; no shared underlying defect is evident." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "A stale warning in paged generate is not the same as Whisper empty-transcription generation failure." + "reason": "Both are video-input issues, but one is vision-position IDs and the other is padding calculation." }, { "left": "issue:39692", "right": "issue:47321", "accept": false, - "reason": "SigLIP2 doc example errors and AMD Quark class updates are unrelated." + "reason": "SigLIP2 docs/example problems are unrelated to the AMD quark class update issue." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Both are video-processing issues, but they concern different models and different defects (position IDs vs padding calculation)." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo input-size mismatch are separate model/processor bugs." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Same SAM3 area, but one is OOM in video and the other is memory overflow in litetext; not the same bug." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo input-size mismatch." + "reason": "Both are memory-related, but they affect different SAM3 variants and likely different causes." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are regressions, but one is Qwen video-input behavior and the other is a serve/KV-cache indexing crash." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "Config-layer creation bug is unrelated to local dataset loading in the training script." + "reason": "Qwen VL video regression and serve KV-cache indexing crash are unrelated subsystems." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "Missing image_utils import is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:46897", + "right": "issue:44242", "accept": false, - "reason": "SigLIP2 docs errors and dataset loading failure do not share the same underlying bug." + "reason": "Florence2 double-shift training loss and MoE load-balancing loss are different training-loss bugs." }, { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "Both concern DeepSeek tokenization, but one is a general v5 regression and the other is a specific gap in PR #44801; not the same concrete defect." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 resize-token-embeddings propagation bug are different issues." - }, - { - "left": "issue:44242", - "right": "issue:46897", - "accept": false, - "reason": "Load-balancing-loss omission and Florence2 double-shift are different training-loss bugs." - }, - { - "left": "issue:43526", - "right": "issue:46697", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Swin2SR over-padding." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is not the same as the serve KV-cache indexing crash." + "accept": true, + "reason": "Same DeepSeek tokenizer regression in v5+: both report incorrect tokenizer output, and 46489 is the specific DeepSeek-Coder v1 manifestation tied to the gap in PR #44801's fix." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The judgment is grounded in the packet and stays conservative overall. The only accepted pair, issue:44779 vs issue:46489, is well supported by the titles as the same DeepSeek tokenizer regression across v5/v5+, with 46489 clearly framing itself as the specific DeepSeek-Coder v1 gap in the earlier fix. The other soft-edge rejections are appropriately cautious and do not overclaim duplication from the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12705,23 +12717,23 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:27957", "issue:32090", "issue:35141", - "issue:36246", - "issue:38617", - "issue:41628", "issue:42175", "issue:42796", + "issue:43295", "issue:43317", "issue:43335", "issue:43404", + "issue:43526", "issue:43531", + "issue:43540", "issue:43611", "issue:43643", "issue:43673", @@ -12733,6 +12745,7 @@ "issue:44462", "issue:44496", "issue:44521", + "issue:44734", "issue:44737", "issue:44938", "issue:44964", @@ -12747,11 +12760,10 @@ "issue:45584", "issue:45593", "issue:45600", - "issue:45632", "issue:45803", "issue:45907", - "issue:46234", "issue:46421", + "issue:46697", "issue:46752", "issue:46858", "issue:47145", @@ -12760,245 +12772,245 @@ "issue:47321" ], "soft_pairs": [ + "issue:43295|issue:45276", + "issue:43526|issue:46697", + "issue:43540|issue:44734", "issue:43673|issue:46421", "issue:45127|issue:45357", "issue:43854|issue:44964", + "issue:44521|issue:45381", "issue:45276|issue:45584", + "issue:43317|issue:47312", "issue:47145|issue:47321", - "issue:44462|issue:45907", "issue:43643|issue:44496", - "issue:44521|issue:45381", - "issue:43994|issue:47321", "issue:44112|issue:45600", - "issue:43317|issue:47312", - "issue:43611|issue:47321", - "issue:27957|issue:35141", + "issue:43994|issue:47321", + "issue:44462|issue:45907", + "issue:45290|issue:46752", "issue:42175|issue:44279", + "issue:43611|issue:47321", + "issue:43673|issue:46858", "issue:44246|issue:45003", - "issue:45290|issue:46752", "issue:44112|issue:44964", - "issue:43673|issue:46858", + "issue:27957|issue:35141", "issue:42796|issue:44521", - "issue:32090|issue:35141", "issue:44964|issue:45600", "issue:44737|issue:45803", + "issue:32090|issue:35141", "issue:43404|issue:45216", + "issue:44938|issue:45542", "issue:44496|issue:47217", "issue:43531|issue:45600", - "issue:44938|issue:45542", - "issue:43335|issue:45593", - "issue:45632|issue:46234", - "issue:36246|issue:41628", - "issue:36246|issue:38617" + "issue:43335|issue:45593" ], - "prepared_review_unit_hash": "678e35c832599605a19a66725bdd6e35730aaaa52105bee0225b65999801fc9d", + "prepared_review_unit_hash": "525fc429e609d33be95864766e7041a7643bc77981e0f428a66dbb3d9173590e", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36905, - "estimated_input_tokens": 9227, - "estimated_eval_tokens": 18710 + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. None of the soft pairs look like the same concrete bug/change, so I reject all soft edges. If a single issue must represent the cluster, issue:44521 is the least-bad anchor because it has the most engagement, but it is not a true duplicate hub.", - "confidence": 0.77, - "canonical_issue_reason": "issue:44521 is the most central/referenced item here, but the cluster is not a true duplicate set.", + "summary": "This cluster is mostly a set of unrelated issue reports across different models, tokenizer/chat-template behavior, cache handling, CI, and loading regressions. I did not find any soft pair that looks like the same concrete underlying bug.", + "confidence": 0.7, + "canonical_issue_reason": "Issue #44521 is the strongest representative: it is open, has the most inbound references, and concerns a broadly impactful multimodal chat-template bug with clear user-facing breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the strongest engagement and broadest relevance among these mostly unrelated bugs.", + "best_issue_reason": "#44521 is the best overall issue candidate because it has the highest external attention and a clearly reproducible, broadly relevant failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve embeddings/model internals, but one is a v4.57.5 processor/tokenizer regression and the other is Gemma4 resize-token-embeddings behavior; different code paths and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processing bugs: BEiT Fast label reduction vs Swin2SR over-padding. Same subsystem, not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs serve/KV-cache tensor indexing crash; unrelated failures." + }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but they describe different failures: missing cache in v5.0.0 vs lazy-init recompilation." + "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is lazy cache initialization causing recompilation; distinct bugs." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different models and different problems: LoRA/extended-vocab collapse vs incorrect visual encoder keys in save_pretrained." + "reason": "LoRA/extended-vocab tied-embedding collapse is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but for different models and likely different root causes." + "reason": "Different model-loading regressions affecting different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant_mask generation and the other is vision_position_ids; different logic and different breakage." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "One is about resize_token_embeddings not updating outputs; the other is Whisper empty-transcription handling." + "reason": "Gemma4 embedding resize bug is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:47145", - "right": "issue:47321", + "left": "issue:43317", + "right": "issue:47312", "accept": false, - "reason": "FP8 frozen-checkpoint scaling and AMD quark class updates are unrelated." + "reason": "Dequantized model offload failure is unrelated to kernel 0.16 incompatibility." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:47145", + "right": "issue:47321", "accept": false, - "reason": "Tokenizer.json selection and list_repo_files revision forwarding are different repository-access bugs." + "reason": "FP8 weight_scale loading bug is unrelated to an AMD quark class update issue." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is missing model_type in config.json." + "reason": "Both involve config/model loading, but missing returned fields with trust_remote_code is not the same as missing model_type in config.json." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both are multimodal/VL-related, but the actual failures differ: assistant masks vs vision_position_ids." + "reason": "Both are CI failures, but they stem from different tests/config references and different code paths." }, { "left": "issue:43994", "right": "issue:47321", "accept": false, - "reason": "Nonsensical SigLIP outputs and AMD quark class updates are unrelated." + "reason": "Nonsensical outputs from a specific SigLIP2 model do not match an AMD quark class update problem." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Both touch CI, but they are separate failures in different subsystems." + "reason": "Tokenizer file selection ignoring repository tokenizer.json is unrelated to list_repo_files forwarding revision." }, { - "left": "issue:43317", - "right": "issue:47312", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Dequantized model offload and kernels 0.16 compatibility are unrelated." + "reason": "Same API surface, but one is tool-call assistant messages with no content and the other is empty-list IndexError; too different to merge as one bug." }, { - "left": "issue:43611", - "right": "issue:47321", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "base_model_prefix loading regression and AMD quark class update are unrelated." + "reason": "A missing TensorFlow backend in the torch extra is not the same as a generic dependency issue." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:43611", + "right": "issue:47321", "accept": false, - "reason": "Flash Attention support for XLMRoberta and post_init reinitializing output embeddings are different bugs." + "reason": "Base-model-prefix loading regression is unrelated to the AMD quark class issue." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "One is a missing TensorFlow backend in extras; the other is a generic dependency issue." + "reason": "Both are cache-related, but one is missing cache in GenerationMixin and the other is device-tensor seq_length breaking static-cache arithmetic; different fixes." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import performance and unsafe sys.modules access are not the same bug." - }, - { - "left": "issue:45290", - "right": "issue:46752", - "accept": false, - "reason": "Both are apply_chat_template crashes, but the triggering inputs and failure modes differ." + "reason": "Import slowness and unsafe sys.modules access are not the same bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "Different model-specific CI/load failures with no shared concrete code path." + "reason": "A stale CI test failure is unrelated to a Phi-4 multimodal loading regression." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Both involve cache/prefill, but one is lazy initialization and the other is device-tensor arithmetic in static cache." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to output embedding reinitialization after resizing token embeddings." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and assistant-mask computation are separate tokenizer/chat-template issues." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/reinitialization." + "reason": "Tokenizer BPE-marker handling is a different problem from multimodal assistant_mask generation." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model loading failure and auto_mappings CI breakage are different problems." + "reason": "Model loading regression and removed-config CI breakage are unrelated." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug and bare-except error masking are unrelated." + "reason": "CPU arange device placement in XLNet is unrelated to a bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to embedding reinitialization during post_init." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 weight tying and Qwen3.5 save_pretrained regression are different model-specific bugs." + "reason": "Tied lm_head weights in Mistral3 and Qwen3.5 save_pretrained checkpoint corruption are different failures." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend installation are different issues." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Unrecognized model config and image-placeholder handling in VL models are not the same issue." + "reason": "Unrecognized model due to missing model_type is unrelated to image placeholders in user text." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed-config CI breakage are unrelated." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 import failure and TensorBoard-without-TF backend error are different dependency/runtime issues." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to removed Sam3LiteText config references." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer creation and auxiliary-loss disabling are unrelated model-architecture bugs." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "trust_remote_code cache-path collisions and missing import_utils helper are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export paths." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure and layer_type_validation import failure are unrelated." + "reason": "Sparse-layer creation in SwitchTransformersConfig and D-FINE auxiliary-loss omission are unrelated." } ] }, @@ -13017,14 +13029,19 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ + "issue:25251", + "issue:29925", + "issue:33290", + "issue:36246", + "issue:38617", "issue:39692", + "issue:41628", "issue:41950", - "issue:42796", "issue:42907", "issue:42994", "issue:43295", @@ -13033,7 +13050,6 @@ "issue:43526", "issue:43650", "issue:43673", - "issue:43824", "issue:43901", "issue:43976", "issue:44016", @@ -13045,47 +13061,48 @@ "issue:44336", "issue:44496", "issue:44683", - "issue:44779", "issue:44792", - "issue:44933", "issue:44987", - "issue:45020", "issue:45042", "issue:45083", "issue:45335", - "issue:45405", "issue:45446", - "issue:45584", "issue:45588", "issue:45593", + "issue:45632", "issue:45759", "issue:46082", "issue:46121", + "issue:46234", "issue:46424", "issue:46506", "issue:46515", "issue:46752", "issue:46932", - "issue:47217", "issue:47332", "issue:47333" ], "soft_pairs": [ + "issue:45632|issue:46234", + "issue:36246|issue:41628", + "issue:36246|issue:38617", "issue:44496|issue:45042", "issue:45083|issue:46506", - "issue:43295|issue:45335", "issue:43976|issue:44987", "issue:44295|issue:46506", "issue:41950|issue:44016", + "issue:43295|issue:45335", "issue:39692|issue:46932", "issue:44683|issue:45446", - "issue:44496|issue:45759", "issue:43673|issue:46424", + "issue:44496|issue:45759", "issue:42994|issue:47333", - "issue:43526|issue:43901", "issue:43673|issue:44336", - "issue:43381|issue:45593", + "issue:43526|issue:43901", + "issue:25251|issue:29925", + "issue:29925|issue:33290", "issue:44016|issue:44220", + "issue:43381|issue:45593", "issue:44279|issue:46515", "issue:46082|issue:46121", "issue:43650|issue:44220", @@ -13095,249 +13112,216 @@ "issue:42907|issue:43441", "issue:43441|issue:45588", "issue:44327|issue:46752", - "issue:43976|issue:44279", - "issue:43824|issue:44933", - "issue:45335|issue:45584", - "issue:41950|issue:45020", - "issue:43295|issue:44779", - "issue:43901|issue:44496", - "issue:44279|issue:45405", - "issue:43901|issue:47217", - "issue:42796|issue:43650", - "issue:39692|issue:43901" + "issue:43976|issue:44279" ], - "prepared_review_unit_hash": "48a62fd27b2ce58754e68ac3d2ddcb3bac55dcae2d098e01ac67a2c9186b5552", + "prepared_review_unit_hash": "b148b0b0b31d738824940f62b11facde52994bfc4f55efc362639b8abac81ec7", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37038, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 30, + "serialized_chars": 35999, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose thematic grouping of Transformers bugs across different models, pipelines, and version regressions. I do not see any soft pair that is clearly the same underlying issue, so I would not merge any of these as duplicates.", - "confidence": 0.9, + "summary": "No soft edge looks like a true duplicate: the pairs span unrelated bugs (imports, model loading, pipeline behavior, saving/offloading, docs, and dependency/version issues). No PRs are present. The strongest standalone issue is the open disk-offloading save report in issue:47333.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42994 is the cleanest, most general bug report in the set: a concrete quantized-model saving failure with likely broader applicability than the more model-specific offloading variants.", + "best_issue_reason": "issue:47333 is the strongest standalone follow-up candidate: it has a concrete save/offloading repro, inbound references, and is still open.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to a missing availability helper export." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules with different failure modes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2.5-VL image processor import is unrelated to layer_type_validation import failure." + }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Both are transformer/model loading or vision-related failures, but one is an unrecognized model/config issue and the other is PIL image-processor torchvision gating; different code paths and symptoms." + "reason": "Unrecognized model config and PIL/torchvision dependency regression are different bugs." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "These are both numerical/output anomalies, but they affect different models and different helpers; no sign they are the same bug or could be fixed by one change." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "One is a regression in processor/tokenizer access for custom multimodal code; the other is a T5Gemma embedding resize inconsistency. Different components and failure modes." + "reason": "Helper length calculation issue is not the same as CPU vs CUDA output divergence." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Both mention version compatibility, but one is a Python-version support break and the other is a model-specific loading failure in transformers>=5.1.0; not the same underlying bug." + "reason": "Python version compatibility problem is unrelated to a specific model loading failure." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "One is about reading a registered buffer for position_ids; the other is CPU/CUDA divergence in a document layout model. Different mechanisms and fixes." + "reason": "Position_ids buffer access error is a different code path from CPU/CUDA discrepancy." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A pipeline processor lookup bug and a notebook syntax error are unrelated; they do not share a concrete code path." + "reason": "Pipeline processor lookup bug and notebook syntax error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:39692", "right": "issue:46932", "accept": false, - "reason": "SigLIP2 docs/quantization example problems and Gemma4 quantized embedder dtype casting are different models and different failure modes." + "reason": "Documentation example errors are not the same as Gemma4 quantized-embedder dtype casting." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve version/platform checks around attention code, but one is a compiled flex_attention failure on torch>=2.9 and the other is an incorrect PyTorch version guard for AuxRequest import." + "reason": "Compiled flex_attention failure on torch>=2.9 is different from a version check bug for AuxRequest import." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Both concern model/config loading, but one is an unrecognized model error and the other is composite Qwen text_config unwrapping; not the same bug." + "reason": "Chunked-prefill cache absence and max_cache_length handling are separate cache bugs." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "One is a missing GenerationMixin cache in chunked_prefill; the other is cache max length handling for quantized cache only. Related area, but distinct defects." + "reason": "Generic unrecognized-model loading failure is different from not unwrapping text_config in composite configs." }, { "left": "issue:42994", "right": "issue:47333", "accept": false, - "reason": "Both are saving/offloading-related, but one is a generic quantized model save failure and the other is a specific disk-offloaded Qwen3-30B-A3B save failure; too model-specific to treat as one bug." + "reason": "Both involve saving, but one is generic quantized saving and the other is disk-offloaded Qwen3-VL saving." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache behavior regression and ANSI output formatting are unrelated." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A BeitImageProcessorFast label reduction bug is unrelated to text-classification docs mentioning return_all_scores." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to a docs mismatch about return_all_scores." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:25251", + "right": "issue:29925", "accept": false, - "reason": "Generation cache behavior and ANSI escape output in loading_report are unrelated subsystems." + "reason": "Top_k nesting in a pipeline is unrelated to SigLIP tokenizer fast-mode enforcement." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:29925", + "right": "issue:33290", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different training-time concerns with no shared code path." + "reason": "Tokenizer fast-mode issue and deepspeed Adafactor OOM are unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and a _torch_extract_fbank_features issue are unrelated." + "reason": "Notebook syntax error and _torch_extract_fbank_features bug are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode bug is not the same as D-FINE auxiliary-loss behavior." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "A dependency issue with transformers and an incompatibility with torch 2.4.1 are both environment-related, but not the same concrete failure." + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are too different to merge." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "One is a LlamaConfig validation rule for head_dim; the other is rope-parameter dict conversion with JSON-loaded lists. Different validation logic." + "reason": "LlamaConfig head_dim validation and rope-param dict conversion are different config-validation bugs." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "A vague 'ADD THE DATA' issue and an audio feature extraction bug are not the same problem." + "reason": "The placeholder title is unrelated to the fbank feature extraction issue." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax errors and AddedToken keyword-argument duplication are unrelated." + "reason": "Notebook syntax error is unrelated to AddedToken special-argument TypeError." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A janus image-generation test failure and cache length handling for quantized cache affect different model paths." + "reason": "Janus generate-images test failure is unrelated to cache max_cache_length handling." }, { "left": "issue:42994", "right": "issue:47332", "accept": false, - "reason": "Both involve saving offloaded/quantized models, but the reproductions target different architectures and storage/offload setups; not safely mergeable as one PR." + "reason": "Both are save failures, but one is generic quantized saving and the other is disk-offloaded Qwen3-VL saving." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failures in Ministral-3 are separate bugs in different parts of the model stack." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to a FlashAttention runtime failure." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral FlashAttention failure and the other is an AttributeError on s_aux=None for sink-less models; different concrete failures." + "reason": "These are different FlashAttention failures with different triggers, models, and error conditions." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "A QA pipeline top-k bounds crash and apply_chat_template on empty list are different index/error conditions in different APIs." + "reason": "QA decode_spans top_k bounds error is unrelated to empty-list apply_chat_template IndexError." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python-version compatibility and a generic dependency issue are too broad and not the same underlying defect." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and a nonexistent import from image_utils are both import problems, but for different symbols and modules." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "T5Gemma embedding resize behavior and Whisper empty-transcription generation after align_special_tokens are unrelated model behaviors." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "A video-classification processor lookup bug and remote_code breakages are not the same code path." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "One is a processor/tokenizer regression with images; the other is DeepSeek tokenizer output changes in v5. Different tokenizer bugs." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Docs behavior mismatch for return_all_scores and an unrecognized model/config error do not describe the same issue." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "A dependency issue and a bumped MIN_PEFT_VERSION not yet on PyPI are both packaging-related, but not the same bug." - }, - { - "left": "issue:43901", - "right": "issue:47217", - "accept": false, - "reason": "Text-classification docs and VL image-placeholder handling are unrelated." - }, - { - "left": "issue:42796", - "right": "issue:43650", - "accept": false, - "reason": "A tokenizer BPE-marker bug and a placeholder request issue are unrelated; no shared code path." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "SigLIP2 documentation/quantization errors and text-classification docs mentioning return_all_scores are separate documentation or example issues, not the same bug." + "reason": "Python version support issue and dependency issue do not describe the same bug." } ] }, @@ -13359,9 +13343,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ + "issue:39692", "issue:41950", + "issue:42796", + "issue:43295", "issue:43299", "issue:43381", "issue:43479", @@ -13369,272 +13356,265 @@ "issue:43644", "issue:43650", "issue:43653", + "issue:43824", "issue:43854", - "issue:43873", - "issue:43931", + "issue:43901", "issue:43976", - "issue:44016", "issue:44075", - "issue:44242", - "issue:44291", + "issue:44279", "issue:44351", "issue:44368", "issue:44462", "issue:44466", + "issue:44496", "issue:44683", "issue:44779", + "issue:44933", + "issue:45020", "issue:45081", - "issue:45200", "issue:45216", "issue:45276", "issue:45278", + "issue:45335", "issue:45357", "issue:45375", "issue:45405", "issue:45542", - "issue:45588", + "issue:45584", "issue:45593", "issue:45812", "issue:45823", - "issue:45907", - "issue:46082", "issue:46123", "issue:46209", "issue:46369", - "issue:46399", - "issue:46512", "issue:46614", "issue:47000", "issue:47085", "issue:47145", + "issue:47217", "issue:47405" ], "soft_pairs": [ + "issue:43824|issue:44933", + "issue:41950|issue:45020", + "issue:45335|issue:45584", + "issue:44279|issue:45405", + "issue:43901|issue:44496", + "issue:43295|issue:44779", + "issue:42796|issue:43650", + "issue:43901|issue:47217", "issue:43299|issue:45216", + "issue:39692|issue:43901", "issue:44779|issue:45812", "issue:43479|issue:45375", "issue:46614|issue:47085", "issue:41950|issue:45823", "issue:46123|issue:46369", "issue:43577|issue:45216", - "issue:44466|issue:45276", "issue:43976|issue:45405", "issue:44075|issue:44368", + "issue:44466|issue:45276", "issue:43653|issue:45593", "issue:44462|issue:45081", - "issue:43381|issue:47000", "issue:47145|issue:47405", + "issue:43381|issue:47000", "issue:43299|issue:45357", "issue:43650|issue:46209", - "issue:43644|issue:47145", "issue:44351|issue:45278", - "issue:43299|issue:43854", "issue:44683|issue:45542", - "issue:46082|issue:46399", - "issue:44016|issue:44291", - "issue:43931|issue:47145", - "issue:46082|issue:46512", - "issue:45081|issue:45907", - "issue:44242|issue:45200", - "issue:45588|issue:47000", - "issue:43873|issue:47145" + "issue:43299|issue:43854", + "issue:43644|issue:47145" ], - "prepared_review_unit_hash": "b745b25717e9cd3843f693823cabe9f4bc1402f3ae2fa77ab4e5ac1f9bcbe0ec", + "prepared_review_unit_hash": "96b5addc73a88227c7ff73eeeb0e524e36605c1dded154addc42ec734247d2a3", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35807, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft matches are mostly superficial: they share broad themes like tokenizers, multimodal configs, or model loading, but each pair points to a different concrete bug and code path. I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:47405 is the best single anchor in this set: it is a high-signal, broadly scoped regression about silent bad checkpoint loading, with multiple inbound references and a clear user impact. It is not a duplicate of the others, but it is the most representative issue if one must be chosen.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, tokenizer/config bugs, and docs issues. The only strong commonality is that many are recent-version loading/tokenizer breakages, but the soft pairs are still too specific to merge.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like report in the set: it frames a general regression affecting recent Transformers versions and remote_code model loading, which is closest to the overall pattern across the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47405 is the strongest overall issue candidate for triage because it describes a serious silent correctness failure, has broad applicability, and is well-documented. The others are narrower, model-specific regressions or unrelated bugs.", + "best_issue_reason": "issue:45020 is the best representative issue because it has the widest scope and could subsume several nearby loading/import regression reports, whereas the others are narrower model-specific or one-off API bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but one is a missing Qwen2.5-VL class export and the other is a nonexistent image_utils import; different symbols and different failure points." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor selection for video-classification is a different bug from broad remote_code model-loading regressions." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "One is resize_token_embeddings not updating decoder embeddings; the other is Whisper empty transcription failure after align_special_tokens. Different code paths and symptoms." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue with Transformers is not the same as bumping MIN_PEFT_VERSION beyond what is released on PyPI." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to an unrecognized-model/config.json loading error." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is a processor/tokenizer API regression with images and the other is incorrect Deepseek tokenization results." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a low-content placeholder issue are not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mentioning return_all_scores are unrelated to VL image-placeholder handling in user text." + }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen/VL model loading or saving, but one is a dev-version loading breakage and the other is incorrect visual encoder keys during save_pretrained. Different bug mechanism." + "reason": "Both mention Qwen3.5, but one is a loading regression for MoE VL models and the other is a save_pretrained checkpoint serialization bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors are unrelated to TextClassificationPipeline docs mentioning return_all_scores." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (wrong tokenization vs AutoTokenizer choosing the wrong source)." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization logic." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config initialization problems, but they concern different multimodal configs and different missing fields/defaults. Not the same underlying bug." + "reason": "Incorrect default config initialization for Phi4Multimodal is a different issue from a missing Qwen vision config field." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "A stale phonemizer backend after language switching is unrelated to tokenizers thread safety. Different subsystem and failure mode." + "reason": "Stale phonemizer language state is not the same as Rust tokenizer thread-safety regressions." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "One is pipeline processor selection, the other is a device mismatch in Gemma4 forward pass. No shared code path." + "reason": "Video-classification processor lookup and Gemma4 device-mismatch forward errors are unrelated." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch handling in MaskGenerationPipeline is unrelated to a memory overflow in sam3-litetext." + "reason": "A partial-batch pipeline flag bug and an out-of-memory model invocation are different problems." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are separate issues with different affected paths." - }, - { - "left": "issue:44466", - "right": "issue:45276", - "accept": false, - "reason": "Both mention weight/embedding behavior, but one is serialization inconsistency and the other is resize_token_embeddings not updating derived embeddings. Different concrete bug." + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are different model-specific bugs." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and a minimum dependency version bump are unrelated." + "reason": "Python version incompatibility is unrelated to an unreleased PEFT minimum-version bump." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling and a tie_word_embeddings warning are unrelated." + "reason": "SGD optimizer args not being used is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "State serialization differing by device is not the same as resize_token_embeddings failing to update Gemma4 embedding/output layers." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss handling are completely different bugs." + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary losses being skipped." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash. Different underlying failure." - }, - { - "left": "issue:43381", - "right": "issue:47000", - "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost-matrix failures." + "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are both tokenizer-loading issues, but they arise from different mechanisms and should not be merged." }, { "left": "issue:47145", "right": "issue:47405", "accept": false, - "reason": "Both are silent loading correctness regressions, but one is FP8 weight_scale application and the other is wrong Auto-class conversion skipping. Different code paths." + "reason": "Both describe silent loading corruption, but one is FP8 weight_scale application and the other is wrong Auto-class conversion behavior; distinct root causes." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "Both concern Qwen3.5/VL model handling, but one is a loading break and the other is incorrect saved visual encoder keys. Not the same bug." + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Placeholder issue title and FP8 inference failure are unrelated." + "reason": "Both are Qwen3.5 multimodal regressions, but one is checkpoint save_pretrained output and the other is incorrect visual encoder keys; related family, different code paths." }, { - "left": "issue:43644", - "right": "issue:47145", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Non-persistent buffer junk and missing FP8 weight_scale are both corruption-like, but they affect different mechanisms and data flows." + "reason": "Placeholder text issue and FP8 inference failure on B200 are unrelated." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing HybridCache export may be part of a larger import regression, but the second issue is a broad post-upgrade import break. Not enough evidence they are the same bug." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Different models and different load failures; only a generic 'model loading' theme overlaps." + "reason": "A specific missing import and a broad import-error report after upgrade are not clearly the same bug without stronger evidence." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on newer torch and tensorboard/TensorFlow backend installation are unrelated." - }, - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "Llama head_dim validation and a Qwen3.5 rotary registration crash are unrelated model-specific issues." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." - }, - { - "left": "issue:43931", - "right": "issue:47145", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale omission are different checkpoint-loading problems." - }, - { - "left": "issue:46082", - "right": "issue:46512", - "accept": false, - "reason": "Head_dim validation and stale config.dtype after from_config are separate configuration issues." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "Load-balancing loss gating and mm_token_type_ids defaults are different model-specific logic bugs." - }, - { - "left": "issue:45588", - "right": "issue:47000", - "accept": false, - "reason": "Flash-attention sink handling and RTDetrLoss infeasible cost matrix are unrelated failures." - }, - { - "left": "issue:43873", - "right": "issue:47145", - "accept": false, - "reason": "Quantization/offloading behavior and FP8 weight_scale application are not the same code-path problem." + "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend handling for tensorboard are unrelated." } ] }, @@ -13653,293 +13633,293 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:33290", "issue:42175", - "issue:42796", "issue:42994", "issue:43317", "issue:43441", "issue:43479", "issue:43525", - "issue:43575", "issue:43643", "issue:43673", "issue:43761", "issue:43784", - "issue:43824", + "issue:43873", "issue:43881", - "issue:43901", + "issue:43931", "issue:43976", "issue:44016", "issue:44186", - "issue:44188", + "issue:44242", "issue:44246", "issue:44261", "issue:44263", + "issue:44291", "issue:44336", - "issue:44589", "issue:44623", "issue:44671", "issue:44749", "issue:44779", + "issue:45081", "issue:45103", + "issue:45200", "issue:45325", - "issue:45362", "issue:45372", "issue:45397", "issue:45542", - "issue:45600", + "issue:45588", "issue:45656", - "issue:45712", "issue:45800", "issue:45823", "issue:45834", "issue:45859", + "issue:45907", + "issue:46082", "issue:46399", - "issue:46846", + "issue:46512", "issue:46851", "issue:47000", "issue:47145", "issue:47217" ], "soft_pairs": [ + "issue:46082|issue:46399", + "issue:44016|issue:44291", + "issue:46082|issue:46512", + "issue:44242|issue:45200", + "issue:43931|issue:47145", + "issue:45081|issue:45907", + "issue:45588|issue:47000", "issue:45103|issue:45372", "issue:45859|issue:46851", "issue:44336|issue:46851", + "issue:43873|issue:47145", "issue:42994|issue:43317", "issue:43441|issue:45834", "issue:33290|issue:45656", "issue:45542|issue:45800", "issue:44623|issue:44749", - "issue:44671|issue:44779", - "issue:44246|issue:47217", "issue:42175|issue:43976", "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:44246|issue:47217", "issue:44623|issue:45397", "issue:43525|issue:43881", "issue:44186|issue:47000", "issue:43479|issue:43525", "issue:43673|issue:43761", - "issue:43784|issue:45542", "issue:44261|issue:44263", + "issue:43784|issue:45542", "issue:43525|issue:43643", - "issue:43901|issue:44246", - "issue:45325|issue:46851", - "issue:43575|issue:47145", - "issue:45600|issue:45712", - "issue:42796|issue:43441", - "issue:44188|issue:44336", - "issue:44589|issue:45362", - "issue:46399|issue:46846", - "issue:43824|issue:43976" + "issue:45325|issue:46851" ], - "prepared_review_unit_hash": "835948a0d236e3c72f98b780e1bc98bc7c973129c9bf498884ac887ec66c88f4", + "prepared_review_unit_hash": "eb48161bc5b9d85dce0125cd3d19d404f32f35192558c06c354f77aa301d224f", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36300, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated models, config bugs, tokenizer errors, loading/offload problems, docs, and CI cleanup. None of the soft pairs look like the same underlying bug or change, so all are rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These items do not form a single duplicate set; they span many unrelated bugs across configs, tokenizers, quantization/offload, and model-specific regressions. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "If one issue must serve as an anchor, 43873 is the broadest open report in the quantization/offload subset and has the most signs of being a live umbrella thread, but it is not a strong canonical for the whole list.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43873 is the best representative only in the narrow sense that it is open, broadly framed, and thematically central to the offloading/quantization cluster; the rest are too heterogeneous to consolidate around it.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs Qwen3.5 kernel registration/rotary embedding crash." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failure modes." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is config validation for head_dim; the other is stale dtype metadata after from_config()." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating and Gemma 4 text-only token-type defaults are different code paths." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL shape mismatch on load is not the same as FP8 weight_scale not being applied." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention aux-field AttributeError vs RTDetrLoss infeasible cost matrix are distinct bugs." + }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Different failure modes and code paths: auto-docstring annotation handling vs a mistral_common import error in Gemma 4 processor loading." + "reason": "Auto-docstring annotations crash and ReasoningEffort import break are separate issues." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family but different bugs: CPU-offload rotary embedding compatibility vs variable-length position_ids handling." + "reason": "CPU offload incompatibility in rotary embedding is different from variable-length position_ids handling." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "Unrelated: ANSI output handling in loading_report vs Qwen3.5 variable-length input behavior." + "reason": "ANSI escape leakage in loading_report is unrelated to Qwen3.5 position_ids behavior." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantization/offload broadly, but one is a general offloading failure and the other is a specific FP8 weight_scale load bug." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both quantization-related, but one is checkpoint saving and the other is dequantized model loading with device_map auto/offload." + "reason": "Quantized model saving failure is not the same as dequantized loading with gpu/cpu offload." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Completely different models and failures: FlashAttention import/runtime issue vs long OCR input index error." + "reason": "Ministral FlashAttention regression and Kosmos2.5 long-OCR index error are unrelated." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed, but one is OOM with Adafactor and the other is optimizer.step being called twice; not the same bug." + "reason": "Adafactor OOM under DeepSpeed is a different bug from optimizer.step() being called twice." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Different problems: missing TensorFlow backend dependency vs general torch/transformers incompatibility." + "reason": "Missing TensorFlow backend from install extras and torch/transformers version incompatibility are separate problems." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "No shared underlying issue: missing files on processor.save_pretrained vs a slowdown report after upgrading Transformers." + "reason": "processor.save_pretrained missing files is unrelated to the tokenizer/filtering slowdown report." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Both are incorrect model outputs, but for different models and causes; not the same code-path bug." + "reason": "Backend packaging omission and Python version compatibility are different issues." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Import performance issue vs VL image-placeholder handling bug; unrelated." + "reason": "A notebook syntax error does not match Gemma4 PLE device-mismatch during forward." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Different scope: packaging backend selection vs Python version compatibility regression." + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are model-specific and separate." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + "reason": "Import slowdown is unrelated to VL image-placeholder handling failures." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained file emission bug vs Gemma-4 zero3 from_pretrained issue; different code paths." + "reason": "Missing files on processor save and Gemma4 zero3 from_pretrained are different loading/saving bugs." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading/config-related, but one is a missing pad_token_id attribute and the other is a GLM-4V loading failure; not enough to treat as one bug." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are not the same bug." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/NER crash vs RTDetrLoss infeasible cost matrix; unrelated." + "reason": "LayoutLMv2Tokenizer padding/truncation crash is unrelated to RTDetrLoss infeasible matrix errors." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both involve config defaults, but for different models and different missing-field behavior." + "reason": "Incorrect default multimodal config initialization is different from a missing pad_token_id attribute." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Different regressions in different APIs: GenerationMixin chunked_prefill cache vs CLIPVisionModel hidden_states output." - }, - { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "Import-time NameError in sentence-transformers integration vs TensorFlow backend installation problem; unrelated." + "reason": "Generation cache issue in chunked_prefill and CLIPVision hidden_states regression are unrelated model/runtime bugs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Both are model-specific issues, but one is an rms_norm_eps precision/config problem and the other is torch.split return-value handling; not the same bug." + "reason": "Missing rms_norm_eps precision issue is not the same as torch.split return-value handling." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both mention missing config fields, but one is a model config attribute omission and the other is trust_remote_code AutoConfig returning incomplete objects; too different to merge." + "reason": "sentence-transformers import NameError and tf backend packaging issue do not share a code path." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Docs mismatch for return_all_scores vs import performance issue; unrelated." + "reason": "Missing Llama4Config field and AutoConfig trust_remote_code field loss are different config-loading bugs." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both touch position_ids, but they affect different Qwen models and distinct logic paths." - }, - { - "left": "issue:43575", - "right": "issue:47145", - "accept": false, - "reason": "OOM during tensor-parallel loading vs silent FP8 checkpoint scaling corruption; unrelated." - }, - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "Both are cleanup/maintenance-type reports, but they concern different files and different repository checks." - }, - { - "left": "issue:42796", - "right": "issue:43441", - "accept": false, - "reason": "Tokenizer BPE-marker handling and FlashAttention failure are unrelated." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs ANSI code emission in loading_report; unrelated." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Storage-object lookup failure vs Qwen3.5 chat crash; unrelated." - }, - { - "left": "issue:46399", - "right": "issue:46846", - "accept": false, - "reason": "Same model family, but one is a kernel registration/decorator crash and the other is a tensor-parallel plan omission causing OOM/shape errors; different fixes." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Import error for a model class vs Python version compatibility; unrelated." + "reason": "Qwen2.5-VL still-image temporal scaling bug is distinct from Qwen3.5 variable-length position_ids handling." } ] }, @@ -13961,27 +13941,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ - "issue:36246", "issue:42491", "issue:42617", - "issue:42915", + "issue:42796", "issue:43299", + "issue:43441", "issue:43526", "issue:43540", - "issue:43550", - "issue:43596", + "issue:43575", "issue:43723", + "issue:43824", + "issue:43901", "issue:43976", "issue:44162", - "issue:44242", + "issue:44188", "issue:44246", "issue:44295", "issue:44297", "issue:44336", "issue:44373", "issue:44496", + "issue:44589", "issue:44871", "issue:45003", "issue:45072", @@ -13992,258 +13974,271 @@ "issue:45561", "issue:45563", "issue:45588", - "issue:45593", + "issue:45600", + "issue:45712", "issue:46291", "issue:46399", "issue:46424", - "issue:46506", - "issue:46614", "issue:46655", - "issue:46665", "issue:46726", "issue:46752", "issue:46821", "issue:46829", + "issue:46846", "issue:46851", + "issue:47145", "issue:47176", "issue:47177", "issue:47217", - "issue:47312", "issue:47333" ], "soft_pairs": [ - "issue:45362|issue:47333", + "issue:43901|issue:44246", + "issue:44188|issue:44336", + "issue:45600|issue:45712", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:43575|issue:47145", + "issue:46399|issue:46846", + "issue:43824|issue:43976", "issue:44336|issue:44373", - "issue:44246|issue:44496", + "issue:45362|issue:47333", "issue:43723|issue:44162", - "issue:42617|issue:43976", + "issue:44246|issue:44496", "issue:44297|issue:45397", + "issue:42617|issue:43976", "issue:47176|issue:47177", - "issue:46291|issue:46399", "issue:45083|issue:46851", + "issue:46291|issue:46399", "issue:46655|issue:46726", "issue:46399|issue:46851", "issue:42491|issue:43299", - "issue:45003|issue:47217", "issue:45072|issue:46829", + "issue:45003|issue:47217", "issue:43526|issue:45003", "issue:43540|issue:46752", "issue:44295|issue:45397", - "issue:45103|issue:46399", - "issue:44246|issue:44871", "issue:45588|issue:46851", + "issue:45103|issue:46399", "issue:45003|issue:46821", + "issue:44246|issue:44871", "issue:45561|issue:45563", - "issue:44336|issue:46424", - "issue:43550|issue:46506", - "issue:46614|issue:46665", - "issue:36246|issue:43596", - "issue:43540|issue:46655", - "issue:42915|issue:47312", - "issue:44242|issue:45593" + "issue:44336|issue:46424" ], - "prepared_review_unit_hash": "6c4162b9b6f19e1c984b0b9cdd8e7d1a4fa9acedc982aa5f3edb53a9faaf653e", + "prepared_review_unit_hash": "055ee0fcc055fd884b39d64fa564c1fefdc8c3c268faf58a071af5f5a4584dbf", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35808, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports were grouped together by loose similarity. There is a small Qwen/kernels/model-loading subtheme, but none of the soft pairs look like the same underlying bug, and there are no PRs in the cluster.", - "confidence": 0.93, - "canonical_issue_reason": "If forced to pick a representative, issue:46399 is the most concrete and actionable bug report in the small kernels-related subtheme (Qwen3.5 + use_kernels registration crash). It is still not a true cluster-wide canonical, because the rest of the items are largely unrelated.", + "summary": "This set is heterogeneous: it mixes unrelated Transformers bugs, docs issues, security reports, and model-specific failures. None of the suggested soft pairs looks like the same underlying bug/change, so I would not collapse any of them into duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the items span many unrelated code paths and problem types, so choosing one as the cluster anchor would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:46399 is the best single representative because it has a clear, reproducible code-path failure and is closer than the others to the few Qwen/kernels-adjacent reports. It is the least generic and most technically specific item here.", + "best_issue_reason": "No clear best issue for deduplication: even the most similar-looking items are only loosely related by model family or subsystem, not by the same concrete failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:47333", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Different failures: chat/template crash vs offloaded-model save failure." + "reason": "Docs mismatch for TextClassificationPipeline vs intermittent slow imports; different symptoms and code paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI escape handling in loading_report." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed config references in auto_mappings is not the same issue as leftover dummy classes in dummy_pt_objects." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is tokenizer BPE marker handling and the other is FlashAttention failure; different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP OOM when loading Qwen2-57B is not the same as FP8 weight_scale silently not applied on checkpoint load." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration crash and TP-plan OOM/shape error are different concrete failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing export for a VL class and Python version compatibility are unrelated." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "One is an ANSI formatting issue; the other is a docstring problem." + "reason": "ANSI-code generation bug is unrelated to the position_ids docstring error." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:45362", + "right": "issue:47333", "accept": false, - "reason": "Import slowness and unrecognized-model config are unrelated." + "reason": "Qwen3.5 chat crash and disk-offload save behavior are different code paths." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression vs ESM2 model breakage; different code paths." + "reason": "Tokenizer loading regression and ESM2 model breakage are separate issues." }, { - "left": "issue:42617", - "right": "issue:43976", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to the Python-version compatibility report." + "reason": "Import slowness is not the same as unrecognized model/config loading failure." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config mismatch and gemma-4 zero3 issues are distinct bugs." + "reason": "Tokenizer_class metadata mismatch and gemma-4 zero3 loading are unrelated." }, { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:42617", + "right": "issue:43976", "accept": false, - "reason": "Both are security issues, but one is shell-operator bypass and the other is archive slip RCE." + "reason": "3d_parallel.py execution failure and Python 3.9/3.10 compatibility are different problems." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "Both mention kernels, but they are different failures in different entry points." + "reason": "Command-substitution allowlist bypass and tar/zip-slip arbitrary write are distinct security vulnerabilities." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3-related, but one is a helper-length bug and the other is variable-length position_ids behavior." + "reason": "_get_feat_extract_output_lengths behavior in qwen3_omni_moe is not the same as variable-length position_ids handling in Qwen3.5." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "kernels v0.15 import requirement failure is unrelated to the Qwen3.5 apply_rotary_pos_emb registration bug." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "SmolVLM padding calculation and missing vision backend are separate processor issues." + "reason": "Incorrect video padding and missing vision backend error are different processor failures." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernels registration crash is not the same bug as variable-length position_ids handling." + "reason": "Kernel registration crash is not the same underlying bug as variable-length position_ids support." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Different model families and different loading/version breakages." + "reason": "LoRA adapter incompatibility across hf4.x/hf5.x and base Qwen3VL Moe loading breakage are related only by model family, not the same bug." }, { - "left": "issue:45003", - "right": "issue:47217", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to image-placeholder-in-user-text failures." + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel and hidden_states mismatch in VideoPrism are unrelated." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:45003", + "right": "issue:47217", "accept": false, - "reason": "Different models and different symptoms: dtype mismatch vs output-field misassignment." + "reason": "Unsafe sys.modules access and VL image placeholder placement are different defects." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Image processor label reduction bug is unrelated to sys.modules access." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video-input ValueError and empty-list chat-template crash are different bugs." + "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat-template IndexError are separate paths." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access and zero3 from_pretrained are not the same issue." + "reason": "position_ids buffer access error and gemma-4 zero3 loading failure do not match." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Auto-docstring crash with future annotations is unrelated to kernels registration." + "reason": "flash_attention sink-less AttributeError and Qwen3.5 variable-length position_ids are unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Import performance and eos_token_id mismatch are unrelated." + "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel decorator issue are distinct." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Flash-attention s_aux handling and position_ids variable-length behavior are different code paths." + "reason": "sys.modules access bug and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Sys.modules safety bug and TimesFM window_size attribute error are unrelated." + "reason": "Import slowness and Gemma eos_token_id config mismatch are different issues." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist race on captured_info.txt is unrelated to a stale generation warning." + "reason": "pytest-xdist captured_info.txt race and stale num_return_sequences warning are not the same bug." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "ANSI output formatting and cache max length semantics are different concerns." - }, - { - "left": "issue:43550", - "right": "issue:46506", - "accept": false, - "reason": "torch.compile/SDPA failure and CPU/CUDA result divergence are distinct issues." - }, - { - "left": "issue:46614", - "right": "issue:46665", - "accept": false, - "reason": "Stale phonemizer backend state and inconsistent from_pretrained behavior are not the same bug." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "ImportError for Qwen2_5_VLImageProcessor is unrelated to Deepspeed zero3 BertModel indexing." - }, - { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both are video-related, but they affect different models and different failure mechanisms." - }, - { - "left": "issue:42915", - "right": "issue:47312", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and kernels 0.16 incompatibility are different regressions." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Load-balancing loss and D-FINE auxiliary-loss behavior are model-specific and not the same bug." + "reason": "ANSI-code emission and cache max length handling are unrelated." } ] }, @@ -14265,32 +14260,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:36246", "issue:41950", "issue:42757", "issue:42886", + "issue:42915", "issue:43257", "issue:43295", "issue:43352", - "issue:43475", + "issue:43540", + "issue:43550", + "issue:43596", "issue:43901", - "issue:44038", "issue:44060", "issue:44077", "issue:44162", "issue:44220", + "issue:44242", "issue:44295", "issue:44351", "issue:44451", "issue:44466", "issue:44479", - "issue:44623", "issue:44749", "issue:44779", "issue:44877", - "issue:44987", "issue:44995", "issue:45003", "issue:45137", @@ -14299,27 +14295,33 @@ "issue:45292", "issue:45335", "issue:45375", - "issue:45459", - "issue:45561", - "issue:45588", + "issue:45593", "issue:45600", "issue:45701", "issue:45759", "issue:46132", "issue:46170", - "issue:46369", "issue:46506", + "issue:46614", "issue:46655", + "issue:46665", "issue:46726", "issue:46752", "issue:47217", + "issue:47312", "issue:47321" ], "soft_pairs": [ - "issue:44779|issue:45292", + "issue:43550|issue:46506", + "issue:46614|issue:46665", + "issue:36246|issue:43596", + "issue:43540|issue:46655", + "issue:42915|issue:47312", + "issue:44242|issue:45593", "issue:41950|issue:44220", "issue:44479|issue:46655", "issue:46726|issue:47217", + "issue:44779|issue:45292", "issue:43901|issue:45003", "issue:43257|issue:45137", "issue:45375|issue:45759", @@ -14327,221 +14329,214 @@ "issue:36246|issue:42757", "issue:42886|issue:46132", "issue:45292|issue:45701", - "issue:43295|issue:45292", "issue:44295|issue:44749", - "issue:45137|issue:45600", + "issue:43295|issue:45292", "issue:43352|issue:45250", - "issue:44466|issue:45335", "issue:44162|issue:45200", "issue:44451|issue:46752", + "issue:45137|issue:45600", "issue:46170|issue:47321", + "issue:44466|issue:45335", "issue:44995|issue:45200", "issue:44060|issue:44077", - "issue:44877|issue:45375", - "issue:43475|issue:46369", - "issue:45003|issue:45561", - "issue:44987|issue:45459", - "issue:44479|issue:46170", - "issue:44995|issue:45588", - "issue:44038|issue:46506", - "issue:44623|issue:46726" + "issue:44877|issue:45375" ], - "prepared_review_unit_hash": "1032b772b4a6db4770990958dead96df807cafaf1e375414fe4ef07eb3e0d7af", + "prepared_review_unit_hash": "140129fb96fd45d78adf4fb5aa18336344c9c835d47032c552efdfe66eb39ea8", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35692, - "estimated_input_tokens": 8923, - "estimated_eval_tokens": 18102 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy: most items are distinct regressions/import/config issues that only share broad model/version surface area. I found no soft-edge pair that is clearly the same underlying bug or change. The best anchor issue is the broad v5.3.0 video-input regression affecting multiple Qwen VL variants.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44479 is the strongest cluster anchor because it describes a concrete, versioned regression with multiple affected model families and a shared video-input failure mode, which is more representative than the narrower import/config/tokenization issues around it.", + "summary": "This cluster is mostly a loose similarity set rather than true duplicates. The only strong common thread is broad transformers regression noise around multimodal/video/config issues, but no soft pair is the same concrete bug/change.", + "confidence": 0.28, + "canonical_issue_reason": "issue:44479 is the broadest concrete bug report in the set: a version-specific video-input regression affecting several Qwen VL variants, with a clear reproducer and clear scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best standalone issue for triage: it is broad, specific, and clearly states the affected surface and regression scope.", + "best_issue_reason": "issue:44479 is the best representative issue because it is specific, reproducible, and spans multiple affected models rather than a one-off symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different models and failures: SDPA/torch.compile on Bamba vs CPU/CUDA output mismatch on PPDocLayoutV3." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "One is a stale espeak backend cache bug; the other is from_pretrained behavior inside Python classes. Related theme, not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Unrelated errors: Qwen2_5_VLImageProcessor import failure vs DeepSpeed/BertModel zero3 index error." + }, + { + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Both are v5-era regressions, but one is a DeepSeek tokenizer behavior change and the other is resize_token_embeddings not updating output embeddings; different code paths and symptoms." + "reason": "Both involve video inputs, but the affected models and concrete failure modes differ; not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to kernel incompatibility with kernels 0.16." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they are different models and different code paths; not a mergeable duplicate." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "One is a video-classification pipeline choosing image processors; the other is an audio feature extraction problem. Same general pipeline area only, not the same bug." + "reason": "Pipeline image-processor lookup bug is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but the affected models and failure modes differ: Qwen VL video-input regression versus SmolVLM padding calculation error." + "reason": "Both are video-related regressions, but one is a broad Qwen VL version regression and the other is a SmolVLM padding bug in a different processor path." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "AutoProcessor backend-missing import/recognition behavior is unrelated to VL models failing when image placeholders appear in user text." + "reason": "AutoProcessor missing-backend error is not the same as image-placeholder handling in user text." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and resize_token_embeddings propagation bug are different components and fixes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access safety in modeling_utils." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention distributed training, but one is Qwen3 MOE weight conversion under accelerate+deepspeed and the other is a ZeRO3 deque IndexError; not the same defect." + "reason": "Both involve DeepSpeed, but one is MOE weight conversion and the other is a ZeRO3 deque/indexing crash." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal config handling, but one is a missing vision config field dropped by strict serialization and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Strict config dropping a vision field is different from from_config failing to unwrap text_config." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "These are separate import errors for different symbols: Qwen2_5_VLImageProcessor versus HybridCache." + "reason": "Different import errors affecting different symbols; no shared code path is evident." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules; no shared code-path bug is evident." + "reason": "Importing Qwen VL image processor and importing is_offline_mode are unrelated failures." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading for tokenizers is unrelated to AttentionInterface.register changing callable behavior." + "reason": "Tokenizer cache loading offline and AttentionInterface.register behavior are different subsystems." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "resize_token_embeddings/output embedding behavior is unrelated to tokenization differences across versions." - }, - { - "left": "issue:43295", - "right": "issue:45292", - "accept": false, - "reason": "Custom processor.tokenizer/image-passing regression is different from output_embeddings not tracking resized embeddings." + "reason": "resize_token_embeddings bug is unrelated to version-dependent tokenization changes." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error is unrelated to slower filtering after upgrading transformers." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "ZeRO3 deque failure and removed Sam3LiteText config references are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "One is a model-specific unsupported Flash Attention 2.0 error; the other is just the generic Flash Attention 2.0 topic without the same concrete failure." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Both involve embedding/weight plumbing, but one is tied-weight serialization and the other is resize_token_embeddings not affecting decoder.embed_tokens." - }, - { - "left": "issue:44162", - "right": "issue:45200", - "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are different model-specific issues." + "reason": "Registering position_ids as a buffer and a performance regression after upgrade are not the same bug." }, { - "left": "issue:44451", - "right": "issue:46752", - "accept": false, - "reason": "Loading a specific model from the hub and apply_chat_template on an empty list are unrelated failures." - }, - { - "left": "issue:46170", - "right": "issue:47321", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Windows/ROCm torch.distributed import issues are unrelated to an AMD quark class update problem." + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to output_embeddings not updating on resize." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma 4 text-only fine-tuning defaults." + "reason": "Model-specific unsupported Flash Attention warning is not the same as the generic FA2 issue." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "A tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init being disallowed." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated failures." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Strict config loading for granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are separate config compatibility bugs." + "reason": "Model loading failure and empty-list apply_chat_template crash are different code paths." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Both are SAM3-related, but one is a missing output attribute and the other is a memory overflow; different underlying problems." + "reason": "DeepSpeed ZeRO3 deque crash is unrelated to stale auto_mappings references in CI." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:46170", + "right": "issue:47321", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the pytest-xdist captured_info.txt race." + "reason": "Windows/ROCm torch.distributed import issues are unrelated to AMD quark class updates." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Loading a specific model failing in v5.1.0 is unrelated to protobuf exception masking tokenizer errors." + "reason": "Serialization inconsistency of tied weights is not the same bug as resize_token_embeddings not propagating to decoder embeddings." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Video regression in Qwen VL models is unrelated to Windows ROCm import/type errors." + "reason": "GlmMoeDsa stale indexer crash is unrelated to Gemma 4 token-type defaults." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Qwen3-VL-Moe bug in transformers 5.0 is unrelated to CPU/CUDA result differences in PPDocLayoutV3." + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init validation." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Missing files from processor.save_pretrained and unrecognized image processor when a vision backend is absent are different processor lifecycle bugs." + "reason": "Both involve config strictness, but they target different models and different missing fields; not the same underlying bug." } ] }, @@ -14560,10 +14555,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:29870", "issue:30333", @@ -14578,54 +14573,61 @@ "issue:43723", "issue:43906", "issue:43931", - "issue:43994", + "issue:44038", "issue:44162", "issue:44188", "issue:44242", "issue:44361", "issue:44368", - "issue:44483", + "issue:44479", + "issue:44623", "issue:44749", "issue:44857", "issue:44877", "issue:44977", - "issue:45103", + "issue:44987", + "issue:44995", + "issue:45003", "issue:45229", "issue:45397", "issue:45412", - "issue:45563", - "issue:45593", + "issue:45459", + "issue:45561", + "issue:45588", "issue:45656", "issue:45685", "issue:45987", "issue:46082", "issue:46123", - "issue:46132", "issue:46170", "issue:46202", + "issue:46369", "issue:46431", + "issue:46506", "issue:46710", "issue:46726", - "issue:46752", "issue:46851", - "issue:46858", - "issue:47020", - "issue:47068", - "issue:47145", "issue:47312" ], "soft_pairs": [ + "issue:43475|issue:46369", + "issue:45003|issue:45561", + "issue:44987|issue:45459", + "issue:44995|issue:45588", + "issue:44479|issue:46170", + "issue:44038|issue:46506", + "issue:44623|issue:46726", "issue:45685|issue:46431", - "issue:29870|issue:30333", "issue:44877|issue:46170", - "issue:44242|issue:44857", "issue:45397|issue:45656", + "issue:44242|issue:44857", + "issue:29870|issue:30333", "issue:43475|issue:43540", "issue:44368|issue:44977", "issue:43653|issue:44162", "issue:42994|issue:47312", - "issue:43723|issue:46710", "issue:42199|issue:46851", + "issue:43723|issue:46710", "issue:43065|issue:43408", "issue:45412|issue:46123", "issue:42886|issue:45229", @@ -14633,199 +14635,192 @@ "issue:43906|issue:46202", "issue:44188|issue:46202", "issue:44361|issue:44749", - "issue:45987|issue:46082", - "issue:44368|issue:45563", - "issue:46132|issue:47145", - "issue:46752|issue:47020", - "issue:45103|issue:46858", - "issue:44483|issue:46202", - "issue:43994|issue:46726", - "issue:45593|issue:47068" + "issue:45987|issue:46082" ], - "prepared_review_unit_hash": "17af3efcc080e5389ead5bd18ae9fdc3db5d6c4cecfad2ac3e34a0f2774a24d5", + "prepared_review_unit_hash": "d86a43aad4d82d814d2b250dfe1baf0c5e10b0b9c7b8edfb98dec425daa11f8f", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35614, - "estimated_input_tokens": 8904, - "estimated_eval_tokens": 18064 + "serialized_chars": 35400, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose collection of unrelated bug reports across tokenizers, generation, config loading, vision models, and distributed training. None of the soft pairs look like the same underlying bug or a mergeable PR-level duplicate.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The items are mostly unrelated standalone bug reports; none of the soft pairs look like true duplicates, so all soft edges should be rejected. There is no clear single canonical issue for the whole set, though issue 45229 is the strongest standalone report if one representative must be chosen.", + "confidence": 0.79, + "canonical_issue_reason": "No clear duplicate cluster emerges from the data. If forced to pick one anchor, issue 45229 is the most substantial report by discussion volume and concrete reproducibility, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43906 is the most actionable standalone report because it is explicitly framed as an isolated reproduction, but it is not a canonical duplicate target for the rest of this set.", + "best_issue_reason": "Issue 45229 is the best representative standalone issue: it has high activity, a concrete user-facing failure, and broader impact than most others. Still, the surrounding issues are too heterogeneous to treat it as a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "MPS histogram/int error in MoE is unrelated to a chat-template processor missing a chat template." + "reason": "Different SAM problems: missing fpn_position_embeddings vs memory overflow in sam3-litetext." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety issue vs pytest-xdist race on captured_info.txt; unrelated failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure on transformers>=5.1.0 vs tokenizer error masking when protobuf is absent; different code paths." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward pass vs flash-attention crash on s_aux=None." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression vs Windows/ROCm torch.distributed import issue; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Bart generation UnboundLocalError and MLflow job-state reporting are different subsystems and failure modes." + "reason": "Qwen3-VL-Moe loading/behavior issue vs CPU/CUDA numerical divergence in PPDocLayoutV3." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on processor.save_pretrained vs missing vision backend causing AutoProcessor unrecognized-image-processor error." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram int limitation vs missing chat template error; unrelated." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to Windows/ROCm torch.distributed import issues." + "reason": "Strict config rejection for granite_speech vs Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 zero3 from_pretrained issue vs optimizer.step being called twice under deepspeed; different bugs." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash are different code paths and bugs." + "reason": "Missing load-balancing loss when router logits are disabled vs float16 AMP CUDA crash in LwDetrImageLoss." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Gemma-4 Zero3 from_pretrained failure is unrelated to Deepspeed optimizer stepping twice." + "reason": "Bart generate unbound decoder_attention_mask error vs MLFlow job reporting problem; no shared code path." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM 3 video output is not the same as Qwen3OmniMoe video-input validation." + "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video input ValueError; unrelated subsystems." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same bug as flash-attention generation failure." + "reason": "A warning about tie_word_embeddings in Qwen fine-tuning vs flash-attention generation failure; not the same defect." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model issues." + "reason": "BigBirdTokenizer special-token bug vs ESM2 broken model behavior; too different to merge." }, { "left": "issue:42994", "right": "issue:47312", "accept": false, - "reason": "Quantized model save failure and kernel version incompatibility are not the same underlying problem." + "reason": "Quantized model saving failure vs kernel compatibility issue; unrelated." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Tokenizer loading in v5 and DeepSeek accuracy regression after upgrade are distinct regressions." + "reason": "DETR cardinality error for models without background class vs Qwen3.5 variable-length position_ids bug." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "DETR-derived cardinality logic and Qwen3.5 variable-length position_ids are unrelated model-specific bugs." + "reason": "Tokenizer loading change in v5 vs DeepSeek accuracy regression after upgrade; not the same bug." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to sam3_video/sam3_tracker config-type mismatch." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning sam3_video -> sam3_tracker; different issues." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch dropping are different issues." + "reason": "RT-DETR memory leak on delete vs MaskGenerationPipeline dropping final partial batch results." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failures." + "reason": "Offline tokenizer cache loading failure vs Gemma4 multi-GPU CUDA OOM; unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same as a Qwen3.5 tied-embeddings warning." + "reason": "Qwen3-VL-30B weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; different failure classes." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is too generic to match a Gemma pipeline roundtrip failure on \u2581; no concrete shared code path is evident." + "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure on \u2581; not the same underlying bug." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma tokenizer/pipeline roundtrip behavior." + "reason": "torch.compile attention-kernel divergence vs Gemma roundtrip tokenization issue; unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLLukeTokenizer AttributeError and Transformers slowdown after upgrade are different bugs." + "reason": "MLukeTokenizer AttributeError on tasks vs slowdown after upgrading Transformers; no common defect." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are separate config/cache issues." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Two warning reports with different triggers and semantics; not the same bug." - }, - { - "left": "issue:46132", - "right": "issue:47145", - "accept": false, - "reason": "AttentionInterface.register behavior change and FP8 weight_scale loading corruption are unrelated." - }, - { - "left": "issue:46752", - "right": "issue:47020", - "accept": false, - "reason": "Empty-list chat-template IndexError and XLMRobertaTokenizer Unigram init type mismatch are different tokenizer bugs." - }, - { - "left": "issue:45103", - "right": "issue:46858", - "accept": false, - "reason": "Docstring annotation parsing crash and static-cache slice arithmetic on non-CUDA backends are unrelated." - }, - { - "left": "issue:44483", - "right": "issue:46202", - "accept": false, - "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip failures." - }, - { - "left": "issue:43994", - "right": "issue:46726", - "accept": false, - "reason": "SigLIP2 nonsense outputs and missing vision-backend processor errors are different auto-model/processor issues." - }, - { - "left": "issue:45593", - "right": "issue:47068", - "accept": false, - "reason": "D-FINE auxiliary-loss omission and Deepspeed loss host sync are different training bugs." + "reason": "StaticCache.get_seq_length return-type bug vs LlamaConfig head_dim validation error; different code paths and symptoms." } ] }, @@ -14847,58 +14842,64 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:39692", - "issue:41628", "issue:43065", - "issue:43232", "issue:43475", "issue:43643", "issue:43646", - "issue:43673", "issue:43701", "issue:43723", "issue:43784", + "issue:43994", "issue:44038", "issue:44162", "issue:44188", "issue:44297", + "issue:44368", "issue:44373", + "issue:44483", "issue:44623", - "issue:44661", "issue:44749", - "issue:44869", "issue:44871", - "issue:44933", "issue:44964", + "issue:45103", "issue:45137", "issue:45230", - "issue:45310", - "issue:45356", - "issue:45375", "issue:45397", - "issue:45478", "issue:45561", + "issue:45563", + "issue:45593", "issue:45656", "issue:46123", "issue:46132", + "issue:46202", "issue:46326", "issue:46399", "issue:46421", "issue:46463", "issue:46726", + "issue:46752", "issue:46821", "issue:46851", + "issue:46858", "issue:46877", - "issue:47000", - "issue:47059", + "issue:47020", + "issue:47068", + "issue:47145", "issue:47217" ], "soft_pairs": [ + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:46752|issue:47020", + "issue:45103|issue:46858", + "issue:44483|issue:46202", + "issue:43994|issue:46726", + "issue:45593|issue:47068", "issue:44188|issue:46421", "issue:43701|issue:44749", "issue:44749|issue:45656", @@ -14906,231 +14907,211 @@ "issue:43065|issue:46123", "issue:43646|issue:44162", "issue:43475|issue:46821", - "issue:43475|issue:43643", "issue:44623|issue:45656", - "issue:44964|issue:45137", + "issue:43475|issue:43643", "issue:39692|issue:46726", + "issue:44964|issue:45137", "issue:43784|issue:46399", "issue:44373|issue:46851", - "issue:46463|issue:46877", "issue:28282|issue:30990", + "issue:46463|issue:46877", "issue:44871|issue:46132", - "issue:43723|issue:46326", + "issue:44188|issue:46851", "issue:45561|issue:47217", "issue:45230|issue:45397", - "issue:44188|issue:46851", - "issue:44869|issue:45356", - "issue:46877|issue:47000", - "issue:44038|issue:44623", - "issue:43232|issue:43673", - "issue:45375|issue:45478", - "issue:41628|issue:44933", - "issue:45310|issue:45375", - "issue:36010|issue:41628", - "issue:44661|issue:47059" + "issue:43723|issue:46326", + "issue:44038|issue:44623" ], - "prepared_review_unit_hash": "0857abe9d79af1432ef1b427f0595ae87d11d5d1e041824ed940eed91f29aa29", + "prepared_review_unit_hash": "a7f13b36f73509af3f30a435fa17c45a9fd3103eae57d6eb126633f5e10960bb", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36174, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35501, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct Transformers issues covering unrelated import errors, model-specific regressions, tokenizer/processor bugs, and generation/performance problems. I would not merge any of the soft-edge pairs; they do not appear to be the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43646 is the most umbrella-like report in the set: a broad Transformers 5.0.0 regression around custom model initialization. It best serves as the representative issue for the general v5-breaking-change theme, even though most other items are narrower and unrelated.", + "summary": "This cluster is mostly a set of unrelated Transformers issue reports; the high-scoring soft-similarity pairs are false positives and do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical duplicate emerges: the items cover distinct subsystems and failure modes (tokenizers, multimodal processors, generation, Deepspeed, docs, and model-specific regressions).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best global representative because it is broad, clearly framed, and plausibly overlaps with multiple v5 regression reports without being tied to one model family or one local code path.", + "best_issue_reason": "issue:44623 is the clearest self-contained bug report in the set, but it is not a duplicate representative of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warning-related, but one is about `tie_word_embeddings` config advice and the other about a stale generation warning; different code paths and symptoms." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Unrelated domains: attention registration behavior vs FP8 compressed-tensors checkpoint loading and `weight_scale` application." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash and XLMRoberta tokenizer/unigram constructor mismatch are different tokenizer bugs." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to cache sequence-length tensor arithmetic under `torch.compile`." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI-style chat endpoint request rejection is unrelated to Gemma pipeline roundtrip tokenization behavior." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 model/pipeline output quality issue is different from AutoProcessor's missing-vision-backend error handling." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "A missing auxiliary-loss path in D-FINE is unrelated to a host synchronization concern in DeepSpeed loss computation." + }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both are generation/compile-adjacent, but one is an attention-kernel branching bug and the other is cache lazy-init causing recompilation; different defects and fix paths." + "reason": "Different performance/regression mechanisms: divergent attention kernels under `torch.compile` vs cache lazy init causing recompilation." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch and a data filtering slowdown are unrelated symptoms with no shared code path." + "reason": "Checkpoint resume key mismatch is not the same as a slowdown after upgrading Transformers." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "One reports a performance regression after upgrade; the other says optimizer.step is called twice under DeepSpeed. Same broad area, different bug." + "reason": "Training slowdown and optimizer stepping twice under DeepSpeed are separate behaviors and code paths." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files; not the same concrete issue." + "reason": "Tokenizer save metadata mismatch and processor save-pretrained missing files are both serialization issues, but they affect different objects and failure modes." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder dummy layer and mask generation last-batch dropping are entirely different model/pipeline bugs." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping partial-batch results." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "A broad v5 custom-init regression and an ESM2-specific breakage are not the same underlying defect." + "reason": "Missing fields from `trust_remote_code` config loading is unrelated to the ESM2 regression." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Missing Sam3 vision-encoder attribute and a TimesFM window_size AttributeError are unrelated model-specific issues." - }, - { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "One is a missing attribute on a vision encoder output; the other is missing fields in AutoConfig with trust_remote_code. Similar symptom class, different code paths." + "reason": "Missing `fpn_position_embeddings` in SAM3 video output and TimesFM `window_size` attribute errors are distinct model-specific bugs." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained output files and DeepSpeed double optimizer stepping are unrelated." + "reason": "Processor save-pretrained file emission and DeepSpeed double optimizer steps are unrelated bugs." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque underflow do not share a bug source." + "reason": "A missing attribute on SAM3 vision output is not the same as `AutoConfig.from_pretrained(trust_remote_code=True)` dropping fields." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Documentation example errors versus AutoProcessor backend-missing behavior are different problems." + "reason": "Documentation example errors for SigLIP2 are not the same as AutoProcessor's missing-backend error behavior." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated runtime failures." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 kernel-registration crash are unrelated." + "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration/decorator failure." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as a runtime variable-length position_ids bug." - }, - { - "left": "issue:46463", - "right": "issue:46877", - "accept": false, - "reason": "Incorrect T5 validation error messaging and auto_docstring printing diagnostics at import time are unrelated." + "reason": "Wrong docstring text for `position_ids` is not the same as an actual variable-length-input bug in Qwen3.5." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers loading hangs are different failure modes." + "reason": "PyTorch-missing ImportError for AutoModel and sentence-transformers hanging on load are different installation/runtime issues." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." + "reason": "T5 decoder input validation error messaging and auto_docstring stdout pollution are unrelated diagnostics bugs." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "AutoTokenizer loading issues in v5 and mistral_common continue_final_message handling are different tokenizer bugs." + "reason": "Gemma EOS token config inconsistency is separate from AttentionInterface.register changing function behavior." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "A pytest-xdist race in testing utils and VL model image-placeholder handling are unrelated." + "reason": "pytest-xdist file-race in testing utilities is unrelated to VL model failures when the image placeholder appears in user text." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report versus gemma-4 zero3 from_pretrained failure; no evidence of same defect." - }, - { - "left": "issue:44188", - "right": "issue:46851", - "accept": false, - "reason": "Attention-kernel branching on torch.compile and Qwen3.5 variable-length position_ids are different generation/attention problems." - }, - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Whisper trailing replacement-character crash and Kimi tokenizer regression are separate tokenizer/decoding issues." + "reason": "A generic bug report and gemma-4 ZeRO3 from_pretrained failure do not describe the same bug." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Import-time docstring diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Tokenizer loading in v5 and `continue_final_message` with mistral_common are different tokenizer-related regressions." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe compatibility and processor.save_pretrained missing files are different issues." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both are generation-internal v5 reports, but one is sync_gpus/update_model_kwargs and the other is chunked_prefill cache initialization; not the same code-path bug." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": false, - "reason": "The config field silently dropped by @strict may explain a model issue, but the titles do not identify the same concrete failure as the later from_pretrained error." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "Missing AutoImageProcessor export and a nonexistent image_utils import are related by theme only, not the same bug." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a generic from_pretrained error and the other is a missing config field being dropped; insufficient evidence of identical root cause." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are unrelated import errors." - }, - { - "left": "issue:44661", - "right": "issue:47059", - "accept": false, - "reason": "A model-addition mapping bug and a huggingface_hub CLI completion attribute error are different subsystems and failure modes." + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." } ] }, @@ -15152,35 +15133,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ + "issue:29925", "issue:30333", - "issue:30990", "issue:33290", - "issue:35141", + "issue:36010", "issue:41628", "issue:42175", "issue:42371", - "issue:42673", "issue:42831", "issue:42898", "issue:43232", "issue:43278", - "issue:43704", + "issue:43673", "issue:43784", "issue:43824", "issue:43873", "issue:43976", "issue:44038", - "issue:44186", "issue:44222", "issue:44351", "issue:44496", "issue:44568", + "issue:44661", "issue:44743", "issue:44792", - "issue:44843", "issue:44857", + "issue:44869", "issue:44933", "issue:44945", "issue:45081", @@ -15188,270 +15168,290 @@ "issue:45103", "issue:45137", "issue:45310", + "issue:45356", + "issue:45375", "issue:45405", "issue:45406", + "issue:45478", "issue:45561", "issue:45593", "issue:45712", "issue:45753", - "issue:45812", "issue:46202", "issue:46701", "issue:46877", + "issue:47000", "issue:47059", - "issue:47068", - "issue:47085" + "issue:47068" ], "soft_pairs": [ + "issue:44869|issue:45356", + "issue:46877|issue:47000", + "issue:43232|issue:43673", + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:36010|issue:41628", + "issue:44661|issue:47059", "issue:43873|issue:44945", "issue:42371|issue:45092", "issue:45081|issue:45103", "issue:43278|issue:45137", + "issue:29925|issue:30333", "issue:45406|issue:46202", - "issue:44857|issue:46877", "issue:46202|issue:46701", + "issue:44857|issue:46877", "issue:45593|issue:46877", - "issue:43232|issue:44792", "issue:44038|issue:45310", + "issue:43232|issue:44792", "issue:41628|issue:44351", "issue:42175|issue:44933", "issue:44222|issue:45310", "issue:44945|issue:45753", "issue:45561|issue:47059", - "issue:30333|issue:33290", "issue:45405|issue:46877", "issue:44743|issue:47068", + "issue:30333|issue:33290", "issue:42898|issue:44568", "issue:42831|issue:44222", - "issue:43784|issue:43824", "issue:42175|issue:45712", + "issue:43784|issue:43824", "issue:43976|issue:44933", - "issue:44496|issue:45561", - "issue:30990|issue:35141", - "issue:44568|issue:47085", - "issue:44843|issue:47085", - "issue:42898|issue:45812", - "issue:42673|issue:43704", - "issue:44186|issue:47085" + "issue:44496|issue:45561" ], - "prepared_review_unit_hash": "e780b27ce95452cdced56e5aa422b17a84ca8459690407d295c3e1f4880712a8", + "prepared_review_unit_hash": "590ef61a9d6e02da844aa5ff0bb977bb999a85d40c5dc3b39a5f485578c6f6dd", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36097, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37566, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The only clear duplicate in this cluster is the Qwen3ForCausalLM VRAM leak report pair. Most other soft matches are broad subsystem similarities, not the same concrete bug; the Qwen MoE loading reports are related but too different to merge confidently.", - "confidence": 0.88, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, better-discussed report of the exact Qwen3ForCausalLM VRAM leak and already has the matching duplicate issue:43704.", + "summary": "The cluster is largely heterogeneous; the soft pairs are mostly superficial text similarities across different Transformers bugs. No PRs are present. I would keep the strongest import-regression issue as the representative issue, but not merge any soft pairs as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43824 is the clearest, well-documented user-facing regression in this set and has stronger cross-reference/activity signals than the other import/error reports, making it the best single issue representative for triage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest global issue candidate: it is a clear, specific bug report with an exact duplicate and enough discussion to serve as the representative issue.", + "best_issue_reason": "issue:43824 is the most concrete and broadly useful standalone issue here: a reproducible import failure for a named public model class, with enough discussion and inbound references to serve as the best anchor issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but they are different failures: Whisper timestamp decoding crash vs Kimi-K2.5 regex/codec regression." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated subsystems: docstring lint output at import time vs RTDetr loss infeasibility in matching." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is a sync_gpus kwargs update issue and the other is a v5 chunked_prefill cache regression." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field in Qwen3.5 Moe Vision and the other is a generic from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they target different symbols and failure modes: AutoImageProcessor export vs image_utils import cleanup." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 MoE area, but one is a generic from_pretrained error and the other is a specific config-field omission." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different public APIs and likely different code paths." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Different problem classes: add-new-model-like/tokenizer mapping logic vs huggingface_hub CLI completion attribute breakage." + }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Both mention generation problems, but the reported failures are different: offloading/quantization versus pipeline parallelism." + "reason": "Different runtime issues: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings and old InternVL2 meta-init incompatibility are unrelated." + "reason": "TF32 API guidance and remote-code meta-init incompatibility are unrelated." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different crash sites: Mistral tokenizer regex handling versus auto_docstring annotation parsing." + "reason": "Tokenizer regex patch crash vs auto_docstring annotation handling; no shared underlying bug." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift and a DeepSpeed ZeRO3 deque underflow are unrelated bugs." + "reason": "Different training/eval numeric behavior vs a ZeRO3 deque underflow error." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:29925", + "right": "issue:30333", "accept": false, - "reason": "Both involve Gemma, but one is a processor attribute crash and the other is a tokenizer roundtrip issue." + "reason": "Unrelated topics: SigLIP tokenizer fast mode enforcement vs MLflow reporting on failed jobs." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "AMP loss crash and import-time docstring logging are unrelated." + "reason": "Both Gemma-related, but one is a processor attribute crash and the other is a tokenizer roundtrip failure on a specific token." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both touch Gemma pipelines, but they describe different failing paths and symptoms." + "reason": "Gemma pipeline roundtrip issue vs DiffusionGemma image-text-to-text pipeline failure; different concrete failures." }, { - "left": "issue:45593", + "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and docstring diagnostics are unrelated." + "reason": "Different components entirely: AMP/CUDA loss crash vs docstring lint stdout noise." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Generation kwargs sync logic and a janus image-generation test failure are different problems." + "reason": "D-FINE denoising/aux-loss logic is unrelated to auto_docstring import-time diagnostics." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "These are related Qwen MoE loading failures, but one is Qwen3-VL-Moe on Transformers 5.0 and the other is Qwen3.5 MoE on transformers>=5.4.0; not enough evidence they are the same bug." + "reason": "Same broad Qwen MoE area, but not the same bug: Qwen3-VL-Moe behavior vs Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache/update issue vs janus image generation test failure; no same code-path evidence." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different regressions." + "reason": "Both import/export regressions, but for different symbols: AutoImageProcessor vs HybridCache." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend packaging and a missing image_utils import are unrelated." + "reason": "Packaging/backend dependency issue vs nonexistent image_utils import; different root causes." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE loading error are different concrete bugs." + "reason": "MoE-related, but one is FP8 save_pretrained behavior and the other is a from_pretrained loading regression." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output corruption and a specific-image infinite loop are different failures." + "reason": "Pipeline parallelism output corruption is unrelated to the Qwen3_5 infinite-loop image bug." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "A pytest-xdist race and a huggingface_hub CLI compatibility break are unrelated." - }, - { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLflow reporting after failed training and an OOM in deepspeed/adafactor are different issues." + "reason": "pytest-xdist file race and CLI completion breakage are unrelated." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "A PEFT version pin bump and import-time diagnostics are unrelated." + "reason": "PEFT minimum version bump issue is unrelated to docstring lint output at import time." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3_5 cache-reset behavior and a host-synchronization loss issue are different code paths." + "reason": "Qwen3.5 recurrent-state reset bug and deepspeed_sp_compute_loss host sync warning are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting bug vs DeepSpeed/Adafactor OOM; no duplicate evidence." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenization behaviors." + "reason": "Tokenizer cleanup behavior change vs mdeberta add_special_tokens/BOS-EOS regression; distinct tokenizer bugs." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both involve FP8, but one is an accuracy issue and the other is MoE save_pretrained behavior." + "reason": "FineGrainedFP8 accuracy issue vs FP8 save_pretrained behavior; different failure modes." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Different import failures for different missing symbols." + "reason": "Packaging backend inclusion problem vs leftover dummy classes leaking into dir(transformers); unrelated." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Backend packaging and leftover dummy classes are unrelated maintenance issues." + "reason": "Both are import errors, but they concern different missing names and likely different fixes." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and a missing import are unrelated." + "reason": "Python version support regression vs nonexistent image_utils import; unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config loading and a test-file race are unrelated." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence-Transformers loading hangs and embedding reinitialization are different bugs." - }, - { - "left": "issue:44568", - "right": "issue:47085", - "accept": false, - "reason": "Tokenizer special-token regression and tokenizer thread-safety are different bugs." - }, - { - "left": "issue:44843", - "right": "issue:47085", - "accept": false, - "reason": "Offline Mistral regex patching and tokenizer thread-safety are unrelated." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different operations and model families." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same Qwen3ForCausalLM VRAM leak report, with 42673 as the earlier and more discussed instance." - }, - { - "left": "issue:44186", - "right": "issue:47085", - "accept": false, - "reason": "LayoutLMv2Tokenizer crash and tokenizer thread-safety are unrelated." + "reason": "Unrecognized model/config handling vs pytest-xdist captured_info.txt race; no shared underlying bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The canonical issue choice for issue:42673 / issue:43704 is well grounded: the titles are identical and 42673 is earlier with more discussion. However, the soft-edge verdict on issue:44038 vs issue:45310 is too strong for the packet. The titles point to related Qwen MoE model-loading failures, but they are not clearly the same bug: one is Qwen3-VL-Moe on Transformers 5.0 and the other is Qwen3.5 MoE from_pretrained on transformers>=5.4.0. That looks similar, but not enough to confidently accept as duplicate/same issue from the provided evidence. The other rejections are conservative enough." - }, - "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 }, @@ -15463,17 +15463,18 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:22355", "issue:27957", "issue:28282", "issue:30333", + "issue:30990", "issue:34689", - "issue:36331", + "issue:35141", "issue:39692", "issue:42222", "issue:42673", @@ -15482,31 +15483,31 @@ "issue:43116", "issue:43295", "issue:43479", + "issue:43704", "issue:43723", "issue:43874", "issue:44016", "issue:44060", "issue:44075", "issue:44079", + "issue:44186", "issue:44190", - "issue:44222", "issue:44295", - "issue:44297", "issue:44448", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44843", "issue:44869", "issue:45092", "issue:45103", "issue:45125", "issue:45200", "issue:45310", - "issue:45405", "issue:45600", "issue:45656", - "issue:45712", + "issue:45812", "issue:46077", "issue:46123", "issue:46231", @@ -15517,6 +15518,12 @@ "issue:47085" ], "soft_pairs": [ + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085", + "issue:42898|issue:45812", + "issue:42673|issue:43704", + "issue:44186|issue:47085", "issue:43479|issue:46829", "issue:44623|issue:45310", "issue:42673|issue:46693", @@ -15524,231 +15531,249 @@ "issue:43723|issue:44568", "issue:44060|issue:45125", "issue:45600|issue:47059", - "issue:30333|issue:34689", - "issue:27957|issue:30333", "issue:44016|issue:46231", "issue:43479|issue:44079", "issue:42898|issue:44779", "issue:42673|issue:47085", - "issue:42898|issue:43295", - "issue:30333|issue:36331", + "issue:30333|issue:34689", "issue:43479|issue:44869", + "issue:42898|issue:43295", "issue:42898|issue:44448", + "issue:27957|issue:30333", "issue:46077|issue:46123", - "issue:22355|issue:28282", "issue:44295|issue:45656", + "issue:22355|issue:28282", "issue:42222|issue:45200", "issue:43874|issue:45092", "issue:44734|issue:45103", "issue:42796|issue:43723", "issue:44075|issue:46231", - "issue:43116|issue:44190", - "issue:44222|issue:44297", - "issue:45405|issue:45712" + "issue:43116|issue:44190" ], - "prepared_review_unit_hash": "f64e5b0d62efa82dccf73c2d5d98e3fcc0520f30a65b0e113e4d9e55ae1cdd25", + "prepared_review_unit_hash": "60385b8a286bdc17e52489793b01ff506e3fcf5dadd4e3f4fd2149cc435a8d76", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35685, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37177, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broad and mostly heterogeneous, with only loose surface similarity around Transformers v5 regressions, tokenizers, and model loading. None of the soft-edge pairs look like the same concrete bug/change, so I would not merge any of them.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43723 is the broadest and most actionable representative of the tokenizer/loading regression subset in this cluster, especially the v5-related failure mode.", + "summary": "Mostly a heterogeneous cluster with a few tokenizer/v5-themed near-matches and one clear duplicate pair. The soft similarities are largely false positives across different models, subsystems, or bug classes.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42898 is the broadest representative of the tokenizer-regression subset in this set (`clean_up_tokenization_spaces` behavior changes in v5), which is the closest recurring theme among the otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best single issue anchor for triage because it targets a general AutoTokenizer/v5 loading problem that is closer to several nearby regressions than the more model-specific reports.", + "best_issue_reason": "issue:42898 is the best umbrella issue for the small tokenizer/v5 regression subcluster, but the overall cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: a loading hang for Sentence Transformers vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer add_special_tokens regression vs fast-tokenizer thread-safety regression." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline Mistral regex patch issue vs tokenizer thread-safety; different failure modes and code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer/v5 regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token-ID mapping; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact Qwen3ForCausalLM VRAM leak report; identical title and same underlying threading/memory issue." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to tokenizer thread-safety." + }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different model families and different failure modes: config initialization vs output field mix-up." + "reason": "Different model families and failures: multimodal config init vs incorrect hidden_states in video classification output." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "One is processor save_pretrained file omission; the other is a Qwen3.5 MoE from_pretrained error." + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders is unrelated to FA2 long-context performance regression." + "reason": "VRAM leak in multi-threaded dataloaders vs FA2 long-context performance regression; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are documentation examples, but they are different examples with different concrete errors." + "reason": "Both are documentation-example issues, but they affect different docs/models and different error types." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers in v5, but one is loading failure and the other is add_special_tokens behavior for a specific model." + "reason": "AutoTokenizer v5 loading issue vs missing BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Different Qwen3 variants and different bugs: tied-weights warning vs missing tensor-parallel plan." + "reason": "Both are Qwen3-related, but one is a wrong tied-weights warning and the other is missing tensor-parallel plan metadata." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "auto_mappings config cleanup is unrelated to a CLI completion API break in huggingface_hub." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to a Llama model-loading regression." - }, - { - "left": "issue:27957", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention model support and MLflow failure handling are different subsystems and bugs." + "reason": "auto_mappings CI break from removed configs vs CLI completion API break in huggingface_hub; unrelated." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and docs parameter-name mismatch are not the same underlying issue." + "reason": "Notebook syntax error vs documentation parameter-name mismatch." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config defaulting bug and ModelOutput key assignment bug are distinct code paths." + "reason": "Multimodal config defaults vs ModelOutput key assignment logic; different code paths." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they describe different model behavior changes and likely different fixes." + "reason": "Both tokenizer regressions in v5, but one is cleanup-space behavior and the other is Deepseek tokenization correctness." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "VRAM leak in dataloader threads and tokenizer thread-safety regression are different concurrency problems." - }, - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "General clean_up_tokenization_spaces change and processor.tokenizer/images regression are not the same bug." + "reason": "Both mention tokenization/threading, but one is a VRAM leak in dataloader threads and the other is Rust tokenizer thread-safety; not the same issue." }, { "left": "issue:30333", - "right": "issue:36331", + "right": "issue:34689", "accept": false, - "reason": "Failed-job MLflow reporting and CustomTrainer compute_loss signature mismatch are unrelated training issues." + "reason": "MLflow reporting on failed training jobs is unrelated to model-loading breakage for Llama 3.2 vision." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaults are unrelated to Whisper timestamp decoding on trailing replacement characters." + "reason": "Phi4 multimodal config defaults are unrelated to Whisper timestamp decoding on trailing replacement characters." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one concerns cleanup-space behavior and the other processor/tokenizer access with images." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Different output changes for different models; not a single concrete code-path problem." + "reason": "Tokenizer cleanup-space behavior vs generation output differences for Pegasus-cnn_dailymail; different bug classes." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Bidirectional attention mask construction and partial-batch pipeline bookkeeping are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow job-status reporting." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are separate dependency/import failures." + "reason": "Bidirectional attention mask construction vs partial-batch result dropping; different pipeline logic." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer read error and deepspeed double optimizer step are unrelated." + "reason": "Position_ids buffer access error is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; different import errors." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose model files and Gemma 4 mm_token_type_ids defaults are different model-specific issues." + "reason": "VitPose model breakage vs Gemma 4 multimodal token-type defaulting; unrelated model families." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch API and remote-code meta-init incompatibility are both multimodal, but not the same bug." + "reason": "Missing image-patch method in a fast processor vs remote-code checkpoint incompatibility with v5 meta init." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing crash and auto-docstring future-annotations crash are unrelated." + "reason": "KV-cache continuation crash in serve vs auto-docstring AttributeError under future annotations; unrelated." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling and tokenizer loading in v5 are different failures." + "reason": "Tokenizer BPE-marker handling for a specific model vs AutoTokenizer v5 loading error; different root causes." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer SGD args bug is not a documentation parameter-name typo." + "reason": "SGD optimizer args not used vs docs parameter-name mismatch; unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification output bug and local dataset loading failure are separate example-script issues." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8 MoE save_pretrained and tokenizer_class metadata mismatch are different save_pretrained paths." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "PEFT version pinning and leftover dummy class cleanup are unrelated repository maintenance issues." + "reason": "Empty multi-label outputs in classification script vs local dataset loading failure in image classification script." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and appropriately conservative: it treats the cluster as heterogeneous, identifies issue:42898 only as a loose tokenizer/v5 umbrella rather than a true duplicate hub, and accepts the one clearly duplicate-looking pair issue:42673 / issue:43704 with support from identical titles. The remaining soft-edge rejections are cautious and fit the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15763,14 +15788,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:30990", "issue:38175", "issue:41628", "issue:42757", "issue:42831", - "issue:42907", "issue:43122", "issue:43232", "issue:43475", @@ -15796,10 +15820,10 @@ "issue:45092", "issue:45245", "issue:45310", + "issue:45405", "issue:45656", "issue:45712", "issue:45834", - "issue:46050", "issue:46082", "issue:46132", "issue:46209", @@ -15815,14 +15839,16 @@ "issue:47276" ], "soft_pairs": [ + "issue:44222|issue:44297", + "issue:45405|issue:45712", "issue:46209|issue:46431", "issue:44448|issue:46132", "issue:44297|issue:45656", "issue:42831|issue:44623", "issue:43479|issue:43644", "issue:44222|issue:44623", - "issue:45245|issue:46132", "issue:44933|issue:45712", + "issue:45245|issue:46132", "issue:44373|issue:44485", "issue:44297|issue:45310", "issue:43122|issue:46209", @@ -15833,227 +15859,226 @@ "issue:46614|issue:46932", "issue:45071|issue:46082", "issue:43232|issue:45834", - "issue:43475|issue:46305", "issue:44222|issue:44484", + "issue:43475|issue:46305", "issue:30990|issue:38175", "issue:44295|issue:44623", "issue:44360|issue:46762", "issue:44263|issue:45092", - "issue:44327|issue:47059", + "issue:44263|issue:44373", "issue:46369|issue:46909", + "issue:44327|issue:47059", "issue:43232|issue:46424", - "issue:44263|issue:44373", - "issue:44190|issue:46082", - "issue:42907|issue:46050" + "issue:44190|issue:46082" ], - "prepared_review_unit_hash": "7487eefe51f7b48a554cf9899631dec28f8fcfb8be47754a18ea6a6771947b0f", + "prepared_review_unit_hash": "ab7c587745ddfd4e3f5a2981a0e23c25b74d2bbfc0ff74c89dc10fea0be22314", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36293, - "estimated_input_tokens": 9074, - "estimated_eval_tokens": 18404 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36041, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers v5 regressions around loading, saving, config validation, and model-specific behavior. None of the soft pairs look like the same underlying bug or change, and there are no PRs here.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: most items are distinct bugs in different subsystems, so there are no true duplicate pairs to merge.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #44297 is the clearest, most concrete report in a mostly unrelated set, and it best fits a representative save/load regression anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the broadest representative of the loading-regression theme, but the cluster is too mixed for a true dedup canonical.", + "best_issue_reason": "#44297 is the most actionable standalone bug: it has a specific failure mode, a clear user-facing symptom, and a plausible fix target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE saving and the other is tokenizer config mismatch." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: PEFT version pinning vs leftover dummy classes in repo checks." + }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8/B200 inference failure vs processor chat-template absence; different code paths and symptoms." + "reason": "Different bugs: FP8 inference on B200 vs missing chat template in processor." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output drift vs AttentionInterface.register behavior change; not the same bug." + "reason": "Different concrete problems: output regression across versions vs AttentionInterface callback behavior." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "tokenizer_class metadata mismatch vs DeepSpeed optimizer stepping twice; unrelated." + "reason": "Tokenizer save_pretrained bug is unrelated to deepspeed optimizer stepping twice." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files; different failures." + "reason": "Different areas: FineGrainedFP8 accuracy vs processor.save_pretrained file omission." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "multimodal config defaults vs junk non-persistent buffers; distinct issues." + "reason": "Multimodal config initialization is unrelated to non-persistent buffer serialization junk." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 moe save_pretrained bug vs processor save_pretrained file omission; not duplicates." + "reason": "Both involve saving, but one is FP8 MoE checkpointing and the other is processor artifact export." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "category-count runtime limit vs AttentionInterface.register semantics; unrelated." + "reason": "Import exposure from image_utils is unrelated to dummy class cleanup." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "missing image_utils import vs leftover dummy classes leaking into dir(transformers); different fixes." + "reason": "Category-limit runtime error is unrelated to AttentionInterface register semantics." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "docstring error for position_ids vs GLM-5 RoPE implementation bug; not the same underlying problem." + "reason": "Docstring wording for position_ids is not the same as a RoPE implementation bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; different models and failures." + "reason": "Both are from model loading paths, but tokenizer save mismatch and Qwen3.5 from_pretrained failure are different defects." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "tokenization output change across versions vs FP8 inference failure on B200; unrelated." + "reason": "Tokenization differences across versions are unrelated to FP8 inference failure on B200." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "AutoTokenizer loading issue vs Qwen3.5 flash-attention generation issue; separate problems." + "reason": "Tokenizer loading failure and flash-attention generation bug are different code paths." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "different missing-import symbols from different packages; both are import errors but not the same bug." + "reason": "Both are import errors, but for different symbols from different packages." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "generation kwargs update after sync_gpus vs warning-message wording; distinct issues." + "reason": "One is a generation state bug; the other is only a misleading warning message." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "BEiT legacy-field loading bug vs CLI test failure on HFCliTyperGroup; unrelated." + "reason": "Legacy field loading issue is unrelated to CLI breakage from huggingface_hub 1.22.0." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "stale phonemizer backend state vs Gemma4 quantized-embedder dtype casting; different subsystems." + "reason": "Stale phonemizer backend state is unrelated to Gemma4 dtype casting." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking breakage vs LlamaConfig head_dim validation; not the same bug." + "reason": "Both are config-related, but type-checking breakage and explicit head_dim validation are different bugs." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "generation bookkeeping after sync_gpus vs Kosmos2.5 OCR index error; unrelated." + "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index errors." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "missing SAM3 vision encoder attribute vs MoonshineStreaming window off-by-one; different code paths." + "reason": "Checkpoint saving bug and max_shard_size default question are not the same issue." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "FP8 model save bug vs save_pretrained shard-size default question; not duplicates." + "reason": "SAM3 missing attribute and Moonshine off-by-one masking are different model bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stall vs zero probabilities for siglip2-base; unrelated model issues." + "reason": "Different models and symptoms: loading hang vs zero probabilities." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "position_ids buffer access error vs processor save_pretrained missing files; different failure modes." + "reason": "Buffer access after registration is unrelated to missing processor save files." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer ReLU concern vs Minimax attention numerical differences; not the same defect." + "reason": "DSA indexer architecture complaint is not the same as Minimax attention numerical drift." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return-value issue vs remote-code meta-init incompatibility; unrelated." - }, - { - "left": "issue:44327", - "right": "issue:47059", - "accept": false, - "reason": "decode_spans top_k bounds error vs CLI completion attribute regression; different areas." + "reason": "torch.split return values bug is unrelated to meta-initialization incompatibility." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "SAM3 litetext memory overflow vs broken DIA documentation example; unrelated." + "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "generation sync_gpus bookkeeping vs cache max_length behavior; not the same bug." + "reason": "QA top-k bounds crash and CLI completion breakage are unrelated." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "torch.split/indexer issue vs wrong position_ids docstring; one is runtime behavior, the other documentation." + "reason": "Both touch generation/cache behavior, but one is sync_gpus handling and the other is cache length configuration." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "local dataset loading script failure vs LlamaConfig head_dim rejection; unrelated." - }, - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "saving dequantized Ministrals/Devstrals vs sinq quantized save/load corruption; different serialization bugs." + "reason": "Dataset loading failure is unrelated to LlamaConfig head_dim validation." } ] }, @@ -16072,10 +16097,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:22355", "issue:27957", @@ -16084,9 +16109,7 @@ "issue:41628", "issue:42796", "issue:42831", - "issue:42886", - "issue:42994", - "issue:43066", + "issue:42907", "issue:43122", "issue:43408", "issue:43540", @@ -16116,6 +16139,7 @@ "issue:45600", "issue:45753", "issue:46002", + "issue:46050", "issue:46305", "issue:46328", "issue:46369", @@ -16127,20 +16151,21 @@ "issue:47217" ], "soft_pairs": [ + "issue:42907|issue:46050", "issue:45092|issue:45357", "issue:44279|issue:46328", "issue:43986|issue:46726", - "issue:22355|issue:27957", "issue:43408|issue:46402", "issue:46305|issue:46655", "issue:45381|issue:46305", + "issue:22355|issue:27957", "issue:42831|issue:45310", "issue:41628|issue:43824", "issue:44263|issue:44360", "issue:44483|issue:45406", - "issue:22355|issue:28218", "issue:44964|issue:47059", "issue:42831|issue:44038", + "issue:22355|issue:28218", "issue:44261|issue:45092", "issue:44829|issue:46002", "issue:44188|issue:44373", @@ -16153,219 +16178,211 @@ "issue:42831|issue:45753", "issue:43756|issue:44060", "issue:43408|issue:46369", - "issue:42886|issue:43066", "issue:43540|issue:46909", - "issue:45381|issue:46909", - "issue:42886|issue:42994" + "issue:45381|issue:46909" ], - "prepared_review_unit_hash": "d5be645108d01bdab29aa085ce3cdc089e40b1b7eb6be1616bd7ddc663e86032", + "prepared_review_unit_hash": "e710718c6afcae1dd6bc23e0f0aa16cb8bdd0f4d09369d06c5a573e3528e057b", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36442, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35624, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No clear duplicate cluster emerges here: the soft pairs mostly share only broad subsystem labels (tokenizers, multimodal loading, sam3, DSA, etc.) but describe different concrete failures. I would reject all soft edges and avoid picking a single canonical issue/PR for the set.", - "confidence": 0.96, + "summary": "This cluster is a grab bag of unrelated Transformers bugs and regressions rather than a single duplicate family. All soft pairs are superficially similar by subsystem, but each points to a different concrete code path or failure mode, so none should be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load with quantized models, but one is about failing to save dequantized Ministral/Devstral and the other about sinq models breaking after save_pretrained/from_pretrained; different quantization paths and bugs." + }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both involve model-loading behavior, but one is remote-code/meta-init incompatibility and the other is incorrect visual encoder keys on save_pretrained; different bugs and code paths." + "reason": "Both mention Qwen3.5/vision models, but one is an InternVL2 remote-code meta-init incompatibility and the other is incorrect visual encoder keys saved in Qwen3.5; not the same bug." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency complaint vs a SequenceFeatureExtractor.pad performance issue; no shared failure mode." + "reason": "These are unrelated: a generic dependency issue versus a performance regression in SequenceFeatureExtractor.pad." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both mention missing vision backends in AutoProcessor, but one is a crash for video models without torchvision and the other is an unrecognized-image-processor error; not the same concrete bug." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "Importing transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + "reason": "Both are processor/backend errors, but one is a missing torchvision crash for video models and the other is an unrecognized image processor when a required vision backend is absent; different code paths." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same sam3 family, but one is a model-type warning and the other is missing text encoder weights; different problems." + "reason": "One is a model-type mismatch warning for sam3_video vs sam3_tracker; the other is missing Sam3Model text encoder weights. Different problems." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both are off-by-one style issues in different video/streaming components and different models; insufficient evidence of one underlying bug." + "reason": "Both are video-processing issues, but one is an off-by-one in MoonshineStreaming's sliding window mask and the other is a padding calculation bug in SmolVLM's video processor." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different models and different position/padding logic; only a broad video-processing similarity." + "reason": "Different models and failure modes: qwen2.5-vl vision_position_ids vs MoonshineStreaming mask-window off-by-one." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "No module import failure versus Flash Attention 2 support for XLMRoberta; unrelated." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained loading errors." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols/models with no shared root cause shown." + "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration are different import/export issues affecting different symbols." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both reference the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + "reason": "Both touch DSA indexer code, but one is about torch.split return values and the other about a missing ReLU; not the same concrete bug." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request handling and Gemma4Processor _tokenizer attribute crash are different code paths." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "ONNX import failure and tokenizer extra-space behavior are unrelated." + "reason": "A chat/completions API request rejection is unrelated to Gemma4Processor missing _tokenizer during serve startup." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Model-loading failure and huggingface_hub CLI completion regression are unrelated." + "reason": "Model loading failure for Phi-4-multimodal-instruct is unrelated to a CLI test breakage from huggingface_hub _add_completion changes." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue does not match Qwen3-VL-Moe loading bug." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5-Moe from_pretrained errors are different bugs with no shared code path." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "An import error for transformers.onnx is unrelated to tokenizer spacing after added tokens." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "A layernorm epsilon precision mismatch is not the same as remote-code checkpoint meta-initialization incompatibility." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a numerical/config bug, not the same as InternVL2 meta initialization incompatibility." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Training degeneration with flash_attention_3 and NaNs after checkout/init are different failure modes." + "reason": "Flash Attention 3 degenerate training and NaNs in classification heads are both training instability reports, but they arise from different mechanisms and code paths." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile kernel branching bug and docstring typo are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring for position_ids." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import-time NameError in sentence-transformers differs from stale auto_mappings references and CI breakage." + "reason": "A NameError during sentence-transformers import is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific BPE-marker handling bug and the other is a broad version-to-version tokenization change; not enough to treat as the same issue." + "reason": "Both are tokenizer regressions, but one is model-specific BPE marker handling and the other is a cross-version tokenization change; not the same underlying defect." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS insertion are different tokenizer behaviors." + "reason": "Qwen3 offset_mapping bugs and mdeberta add_special_tokens/BOS-EOS behavior are distinct tokenizer issues." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env CLI and import-time NameError are unrelated." + "reason": "The transformers env CLI breakage and the sentence-transformers import NameError are unrelated." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both involve multimodal model input handling, but the former is missing torchvision during AutoProcessor loading and the latter is image-placeholder handling in user text; different bugs." + "reason": "Both are multimodal input failures, but one is missing torchvision while loading a video model and the other is an image-placeholder-in-user-text parsing issue; different failure modes." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk and MoonshineStreaming mask off-by-one are unrelated." + "reason": "Non-persistent buffer junk values and a MoonshineStreaming mask off-by-one are unrelated bugs." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image bug do not share a concrete code path." + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different model/runtime problems." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE-layer count bug and tied-weights warning bug are separate model-definition issues." + "reason": "Smollm3 RoPE layer dropping and Qwen3-Next tied-weight warnings are not the same bug." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Both are sam3-related, but one is a warning mismatch and the other is memory overflow; different failures." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are distinct tokenizer problems." + "reason": "sam3_video vs sam3_tracker warning is unrelated to memory overflow in sam3-litetext." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and a broken DIA documentation example are unrelated." + "reason": "Qwen3OmniMoe video input ValueError is unrelated to a broken DIA documentation example." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug and a documentation example issue are unrelated." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Tokenizer cache/offline loading and quantized model saving are unrelated." + "reason": "qwen2.5-vl video position-id bug and a broken docs example do not share the same code path." } ] }, @@ -16384,10 +16401,10 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:22355", "issue:27957", @@ -16399,7 +16416,10 @@ "issue:41628", "issue:42371", "issue:42757", + "issue:42886", "issue:42907", + "issue:42994", + "issue:43066", "issue:43116", "issue:43122", "issue:43329", @@ -16412,7 +16432,6 @@ "issue:43976", "issue:44038", "issue:44117", - "issue:44222", "issue:44263", "issue:44295", "issue:44297", @@ -16423,7 +16442,6 @@ "issue:44521", "issue:44625", "issue:44704", - "issue:44779", "issue:44829", "issue:44945", "issue:44964", @@ -16435,29 +16453,30 @@ "issue:46002", "issue:46172", "issue:46326", - "issue:46762", "issue:47059" ], "soft_pairs": [ + "issue:42886|issue:43066", + "issue:42886|issue:42994", "issue:39379|issue:46172", "issue:42757|issue:45278", "issue:27957|issue:30990", "issue:43646|issue:46002", "issue:30990|issue:33357", - "issue:43122|issue:46326", "issue:44295|issue:44297", + "issue:43122|issue:46326", "issue:43329|issue:47059", - "issue:39401|issue:44488", "issue:44625|issue:44829", + "issue:39401|issue:44488", "issue:42907|issue:44964", "issue:39401|issue:44521", "issue:43976|issue:44945", - "issue:41628|issue:45278", "issue:44117|issue:44704", + "issue:41628|issue:45278", "issue:42907|issue:44945", "issue:43122|issue:44521", - "issue:22355|issue:29159", "issue:44704|issue:45290", + "issue:22355|issue:29159", "issue:42371|issue:44263", "issue:43408|issue:43475", "issue:42907|issue:43937", @@ -16467,231 +16486,222 @@ "issue:44038|issue:44295", "issue:44360|issue:44485", "issue:45216|issue:45478", - "issue:43116|issue:45200", - "issue:43122|issue:44779", - "issue:44038|issue:44222", - "issue:46172|issue:46762" + "issue:43116|issue:45200" ], - "prepared_review_unit_hash": "0df8eae8f07b6b699b9b30d79f29b2767e42b4af05c56bd94a94b0619f2535b7", + "prepared_review_unit_hash": "ae49e4a059b7b6683ed1a4555545b44f2f0530ef1bf34fae764ad76a00f22308", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36859, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "soft_pair_count": 31, + "serialized_chars": 36525, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous, with a few loose theme overlaps around import and tokenizer regressions, but no clear duplicate pairs. The best representative issue is the broad import-regression report.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45278 is the broadest and most central issue in the set, capturing the shared import-regression theme more clearly than the narrower model- or tokenizer-specific reports.", + "summary": "This cluster is mostly a grab-bag of Transformers issues around import regressions, tokenizer/model save-load bugs, and a few unrelated model-specific failures. There are no clear duplicate PRs here, and none of the soft issue pairs look like the exact same underlying bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the best representative because it captures the broad import-regression theme after upgrading Transformers, which is the closest common thread among several items in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best overall representative because it is recent, broad, and plausibly umbrellas several neighboring import-failure reports without overcommitting to a specific model or API path.", + "best_issue_reason": "issue:45278 is the strongest global representative: it is broad, version-regression oriented, and closest to the most recurring symptom family in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related, but one is offline cache loading and the other is a decoder-type mismatch in v5; different bugs and code paths." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized model saving failure are unrelated symptoms." + }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different multimodal code paths: mllama mask handling vs DeepSeek-V4 tensor transpose logic." + "reason": "Different models and different failures: mllama mask handling vs deepseek-v4 tensor transpose/indexing." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade-related import breakage; not the same bug." + "reason": "One is a specific missing hub symbol; the other is a broad post-upgrade import regression report." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "XLM-RoBERTa Flash Attention 2 support and Sentence Transformers loading hang are unrelated failures." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging on load." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "A loading hang and a MacOS bus error are different symptoms with no clear shared code-path." + "reason": "Loading hang vs MacOS bus error are different failures with different likely causes." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Both concern tokenization, but one is a version-to-version tokenization change and the other is a continue_final_message bug for mistral_common tokenizers." + "reason": "Buffer access error and tokenizer_class mismatch in saved config are distinct save/load bugs." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Reading a registered buffer and tokenizer_class mismatch in saved config are separate save/load issues." + "reason": "Both involve tokenization, but one is a version-to-version behavioral change and the other is a mistral_common-specific continue_final_message bug." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Undefined variables in multimodal token counting and a CLI completion attribute error are unrelated." + "reason": "Multimodal token counting/video branch bug is unrelated to a CLI failure with huggingface_hub." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Qwen3 offset mapping is a tokenizer alignment bug; loading cjvt/sleng-bert is a model-loading issue." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated issues." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated model/config bugs." + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to loading a specific model checkpoint." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal are different model-specific failures." + "reason": "Quantized save failure and Phi-4 multimodal loading failure are separate model-path problems." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset mappings and zero assistant masks are different tokenizer/template defects." + "reason": "Both are tokenizer/multimodal-adjacent, but offset_mapping and all-zero assistant masks are different bugs." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated." + "reason": "Python version compatibility issue is unrelated to incorrect output under pipeline parallelism." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Both are import problems, but one is a missing AutoImageProcessor symbol and the other is a broad post-upgrade import regression; not the same concrete bug." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are different API bugs." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES handling and AutoProcessor kwargs forwarding are distinct code paths." + "reason": "Specific AutoImageProcessor import failure is not the same as a broad multi-import regression report." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model save failure and incorrect pipeline-parallel output are unrelated." + "reason": "Quantized saving and pipeline-parallel generation correctness are unrelated." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "General tokenizer output differences and multimodal assistant-mask generation are not the same bug." + "reason": "Tokenizer output differences and multimodal assistant mask generation are different issues." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "Cached-file kwargs forwarding and assistant tool-call chat templating crash do not share the same underlying bug." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "cached_file argument forwarding and chat-template crashes with tool calls are different API paths." + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value bug in a DSA indexer are unrelated." + "reason": "TF32 API guidance and a torch.split return-value bug are not the same issue." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM3 video-related, but one is a model-type warning and the other is a missing attribute on an encoder output; not clearly the same bug." + "reason": "SAM 3 video warning vs missing fpn_position_embeddings attribute are separate SAM-video problems." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model save/load failure and GLM-5 GenerationConfig validation are unrelated." + "reason": "Quantized saving failure and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized model saving and gguf_file loading failures affect different code paths." + "reason": "Dequantized save failure and gguf_file breakage in from_pretrained are different code paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading and tokenizer_class mismatch are different problems." + "reason": "Qwen3-VL-Moe model bug and tokenizer save-pretrained class mismatch are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VL export and missing HybridCache export are separate import regressions." + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are different import symbols with different causes." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe model loading and position_ids buffer access are unrelated." + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are not the same bug." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are different algorithmic issues." + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and 5.4.0+, but one is save_pretrained checkpoint corruption and the other is a from_pretrained error; too little evidence they are the same bug." + "reason": "Both mention Qwen3.5 and version regressions, but one is save_pretrained corruption and the other is from_pretrained loading failure; close but not clearly the same concrete bug." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label classification output and Gemma 4 mm_token_type_ids defaults are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different failure descriptions; not enough to treat as one duplicate." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Qwen3-VL-Moe loading and FP8 MoE save_pretrained are different features and failure modes." - }, - { - "left": "issue:46172", - "right": "issue:46762", - "accept": false, - "reason": "DeepSeek-V4 tensor-transpose logic and Minimax attention numerical mismatch are different numerical bugs." + "reason": "Classification script empty outputs and Gemma 4 mm_token_type_ids defaulting are unrelated." } ] }, @@ -16713,7 +16723,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:22355", "issue:28348", @@ -16727,18 +16737,19 @@ "issue:42673", "issue:42757", "issue:42898", - "issue:43066", "issue:43116", + "issue:43122", "issue:43232", "issue:43278", "issue:43493", "issue:43611", "issue:43976", + "issue:44038", "issue:44075", "issue:44188", + "issue:44222", "issue:44351", "issue:44483", - "issue:44610", "issue:44625", "issue:44779", "issue:44936", @@ -16746,24 +16757,27 @@ "issue:44945", "issue:44995", "issue:45072", - "issue:45083", "issue:45278", "issue:45357", "issue:45446", "issue:45478", "issue:45753", "issue:46002", + "issue:46172", "issue:46231", "issue:46328", "issue:46614", "issue:46640", "issue:46697", + "issue:46762", "issue:46877", - "issue:46909", "issue:47217", "issue:47312" ], "soft_pairs": [ + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:46172|issue:46762", "issue:22355|issue:29127", "issue:42175|issue:44938", "issue:43278|issue:44945", @@ -16777,197 +16791,194 @@ "issue:44188|issue:46328", "issue:28348|issue:46640", "issue:46231|issue:46877", - "issue:43976|issue:45446", "issue:44483|issue:47217", + "issue:43976|issue:45446", "issue:42673|issue:45072", - "issue:42898|issue:46614", "issue:45357|issue:45478", + "issue:42898|issue:46614", "issue:43611|issue:46002", "issue:44625|issue:46002", "issue:38617|issue:45278", - "issue:44075|issue:44936", - "issue:43066|issue:44779", - "issue:45083|issue:45446", - "issue:44610|issue:46909" + "issue:44075|issue:44936" ], - "prepared_review_unit_hash": "675ed2c65e8c0de25781bb8e2186be46d586889c781c6003a51f6ac5ec886c01", + "prepared_review_unit_hash": "daf1443388e76083da28d308b3be7a8800a19591d82abbc0ace8dead105ea0bb", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34081, - "estimated_input_tokens": 8521, - "estimated_eval_tokens": 17298 + "serialized_chars": 34592, + "estimated_input_tokens": 8648, + "estimated_eval_tokens": 17552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated issues rather than a duplicate set. None of the soft pairs look like the same underlying bug or change, and there are no PRs to consolidate.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These issues cover many unrelated regressions, model-specific bugs, docs, and import failures. None of the soft pairs are close enough to be treated as the same underlying bug/change, so I rejected all duplicate merges. If a single representative issue is needed, the broad import-regression report is the most useful umbrella.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest and clearest umbrella for release-wide import/API breakages; it is the best cluster anchor among otherwise unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 has the best standalone triage value because it summarizes a wide class of import failures after the version upgrade, making it the most reusable reference point.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and failure modes; not enough evidence of one concrete shared bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "One is a Qwen3-VL-Moe load issue, the other is an FP8 save_pretrained bug; same broad area, different code paths." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both concern numerical behavior, but they are different models and different attention implementations, so not the same bug." + }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Different failures: missing transformers.onnx import vs a LayoutLMv3 box-validation error." + "reason": "An import error for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Both are import/environment problems, but one is missing tensorflow in the torch extra and the other is a Python 3.14 load failure." + "reason": "These are unrelated environment/platform problems: backend dependency selection versus Python 3.14 loading failure." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different code paths: embedding dtype drift during train/eval vs pipeline-parallel generation output corruption." + "reason": "BF16/FP32 dtype drift in evaluation is a different issue from incorrect outputs under pipeline parallelism." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Tokenizer offset_mapping bug vs stale phonemizer backend state; unrelated components." + "reason": "Both involve tokenization-related behavior, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer state handling." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama mask handling and generation kwargs sync are separate bugs." + "reason": "A bad mllama mask handling bug is unrelated to generation kwargs sync behavior." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "vitpose model breakage is unrelated to a kernels compatibility issue." + "reason": "VitPose breakage and kernels version incompatibility do not look like the same underlying change." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different dependencies and symbols; not the same root cause." + "reason": "Both are import errors, but for different missing symbols in different modules; likely separate API breakages." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and empty multi-label classification results are unrelated." + "reason": "Tensor-parallel training failure and a classification example returning empty results are different problems." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 HF/JAX mismatch vs Qwen3_5 image infinite loop." + "reason": "SigLIP2 implementation drift and a Qwen3_5 image-specific infinite loop are unrelated model-specific bugs." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa stale cache crash and Swin2SR padding overrun are unrelated." + "reason": "A stale cache crash on second forward pass is unrelated to image over-padding in an image processor." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel branching divergence is unrelated to a sequence feature extractor performance issue." + "reason": "A torch.compile attention-kernel divergence bug is not the same as a padding performance issue." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Both mention flash attention, but one is GPT2 support and the other is an unspecified issue; not enough evidence for the same bug." + "reason": "A feature request for Flash Attention 2 support is not the same as an unspecified Flash Attention 2 issue." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch vs import-time docstring diagnostics output." + "reason": "A doc parameter-name mismatch is unrelated to import-time docstring diagnostics printed to stdout." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "Python version incompatibility and a PyTorch version check bug in flex_attention are different problems." + "reason": "An API request rejection in chat/completions is different from VL image-placeholder handling in user text." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Chat/completions request rejection is unrelated to vision-language image placeholder handling." + "reason": "These are different version-check regressions in different stacks; no shared code-path is evident." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded loading vs dtype mismatches in CI inference." + "reason": "VRAM leakage in multithreaded generation and dtype mismatches in BF16 inference are unrelated." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer cleanup behavior changes and stale phonemizer language state are not the same bug." + "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; different bugs." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is from_pretrained loading failure." + "reason": "A tokenization cleanup behavior change is unrelated to phonemizer backend state persistence." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are unrelated symptoms." + "reason": "A base_model_prefix loading regression and NaNs in classification heads are different failure modes." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is not the same issue as NaNs after checkout/init." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same code-path issue." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import from configuration_utils is broader but not the same as a later generic import-error report." + "reason": "The latter is a broad umbrella for many import errors, but this report is a specific missing symbol; not enough to merge as one duplicate." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD argument handling and trainer.evaluate() failing after train() affect different subsystems." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions in v5, but the concrete failures and model families differ." - }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Qwen3_omni_moe feature-length helper behavior and flex_attention import gating are unrelated." - }, - { - "left": "issue:44610", - "right": "issue:46909", - "accept": false, - "reason": "OmDet-Turbo processor input-size bug is unrelated to a broken DIA documentation example." + "reason": "An optimizer argument bug and a trainer.evaluate() post-train failure are unrelated." } ] }, @@ -16986,15 +16997,14 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:33453", "issue:39379", "issue:39401", - "issue:42222", "issue:42371", "issue:42673", "issue:42796", @@ -17015,12 +17025,14 @@ "issue:44117", "issue:44291", "issue:44355", - "issue:44380", "issue:44466", "issue:44485", + "issue:44610", "issue:44704", + "issue:44779", "issue:45071", "issue:45081", + "issue:45083", "issue:45092", "issue:45405", "issue:45446", @@ -17028,19 +17040,20 @@ "issue:45563", "issue:45588", "issue:46002", - "issue:46077", "issue:46231", "issue:46328", "issue:46710", "issue:46726", "issue:46762", "issue:46829", - "issue:46897", + "issue:46909", "issue:46981", - "issue:47000", "issue:47116" ], "soft_pairs": [ + "issue:43066|issue:44779", + "issue:44610|issue:46909", + "issue:45083|issue:45446", "issue:43937|issue:44485", "issue:43116|issue:43493", "issue:44038|issue:45478", @@ -17051,221 +17064,218 @@ "issue:42371|issue:43874", "issue:43116|issue:43825", "issue:43618|issue:46829", - "issue:43827|issue:45446", "issue:43992|issue:44704", - "issue:45405|issue:45446", + "issue:43827|issue:45446", "issue:46328|issue:47116", + "issue:45405|issue:45446", "issue:33453|issue:39401", "issue:43824|issue:46981", "issue:39379|issue:43688", - "issue:44291|issue:45071", "issue:44117|issue:45588", + "issue:44291|issue:45071", "issue:43673|issue:46328", "issue:43064|issue:43673", "issue:45092|issue:46762", "issue:44117|issue:45081", "issue:43937|issue:45563", - "issue:44466|issue:46002", - "issue:44380|issue:46077", - "issue:42222|issue:47000", - "issue:39379|issue:46897" + "issue:44466|issue:46002" ], - "prepared_review_unit_hash": "47b05f058c35f42463c721ff612f65161b37e2c6d99dd69dd643afd422a5149f", + "prepared_review_unit_hash": "aa1d0fdfea27e16f8b06f30cb67102944f378c9dbd6e520470b56821bbdbb24c", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36133, - "estimated_input_tokens": 9034, - "estimated_eval_tokens": 18324 + "serialized_chars": 35552, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of mostly Transformers v5 regressions and model-specific bugs (tokenizers, loading, generation, attention, docs, and a few performance issues). None of the soft pairs look like the same underlying bug or a mergeable PR-level duplicate.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43066 is the broadest core regression here: a v5 tokenizer/decoder loading problem in the main library path, which best matches the cluster\u2019s recurring tokenizer/loading breakages.", + "summary": "This is not a true duplicate cluster: the items span many unrelated regressions (tokenizers, model loading, generation, vision, training, docs). The soft pairs are mostly thematic similarities, not the same concrete bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "No clear canonical duplicate exists; issue:43066 is only the broadest tokenizer/v5 regression anchor, but the cluster is too heterogeneous to treat as one bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the clearest representative issue for the cluster\u2019s main theme (v5-era tokenizer/loading regressions) without being overly model-specific.", + "best_issue_reason": "issue:43066 is the closest representative of the main recurring theme (tokenizer regressions in v5), but it still does not unify the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is decoder-type handling and the other is DeepSeek output correctness; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet processor sizing bug vs a broken DIA docs example; unrelated change/error." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different code paths: qwen3_omni_moe feature-length helper vs flex_attention import version check." + }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is a GenerationConfig validity error and the other is a RoPE implementation discussion; different code paths." + "reason": "GLM-5 generation config validation and GLM-5 RoPE math are separate issues." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification script output and SigLIP2 numerical discrepancy are unrelated bugs in different areas." + "reason": "Multi-label example script output vs SigLIP2 implementation discrepancy; different subsystems." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3-family v5 issues, but one is Qwen3-VL-Moe loading and the other is Qwen3.5-Moe from_pretrained; not the same defect." + "reason": "Both mention Qwen Moe/v5, but they report different from_pretrained failures on different model variants." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder type regression and an accuracy regression after upgrade are distinct symptoms with no clear shared code-path." + "reason": "Tokenizer decoder regression vs DeepSeek-R1 accuracy regression; too broad to merge." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." + "reason": "Compiled Python file errors vs a docs parameter-name mismatch; not the same bug." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leakage in multithreaded Qwen3ForCausalLM and tokenizer BPE marker handling are different bugs." + "reason": "Different tokenizer-related problems: VRAM leak in dataloader threads vs BPE marker handling." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "AutoProcessor missing-vision-backend messaging and repeated HTTP 429 retries are separate processor/network behaviors." + "reason": "Missing vision backend error vs repeated 429 retry behavior in AutoProcessor." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings guidance and a GLM46V image-patch API crash are unrelated." + "reason": "TF32 settings warning vs GLM46V image patch-count attribute bug; unrelated." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Classification example emptiness and a pipeline translation error message are different example/UI issues." + "reason": "Example script multi-label bug vs pipeline translation support error message; unrelated." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field assignment bugs, but they affect different model classes and different outputs; not the same concrete fix." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." + "reason": "Both affect output objects, but they are different models and different missing/misassigned fields." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and cached_file kwargs passthrough are separate loading bugs." + "reason": "UMT5 missing embedding weights vs AutoProcessor kwarg forwarding; separate loading bugs." }, { - "left": "issue:45405", + "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "PEFT minimum-version bump and PyTorch version-check logic are unrelated maintenance issues." + "reason": "Docs referencing removed pipeline() APIs vs a PyTorch version check bug." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "SequenceFeatureExtractor.pad performance waste and streaming pipeline regression do not share a concrete failure mode." + "reason": "Feature extractor performance issue vs streaming pipeline regression; different behavior and code paths." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump issue vs flex_attention import guard bug." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is loading regression and the other is wrong offset_mapping for Qwen3; different defects." + "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset mapping." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for Qwen2.5-VL and repeated 429 retries during config fetch are unrelated." + "reason": "ImportError for a model class vs HTTP 429 retry behavior; unrelated." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Incorrect mllama mask handling and auxiliary-loss normalization in OLMoE/GPT Oss are different model-training bugs." + "reason": "Different model families and different bugs: mllama mask handling vs MoE auxiliary-loss normalization." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Unexpected _is_hf_initialized arg during init_empty_weights and PretrainedConfig type-checking breakage are separate v5 compatibility issues." + "reason": "Tokenizer mapping None-handling vs flash_attention s_aux=None crash; not the same concrete failure." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention sink-less-model crash involve different code paths and failure causes." + "reason": "Meta-init unexpected arg TypeError vs PretrainedConfig type-checking breakage; different loading stages." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing during chunked_prefill and a pad() performance issue are unrelated." + "reason": "Generation cache missing in chunked prefill vs feature extractor padding performance; unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer states on nonzero ranks in Trainer.train and missing generation cache are distinct distributed-training vs generation bugs." + "reason": "Training optimizer-state corruption vs generation cache handling; different code paths." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code meta-initialization incompatibility and Minimax attention numerical differences are not the same bug." + "reason": "Meta-initialization incompatibility vs Minimax attention numerical drift; not the same bug." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping assumptions and Mistral regex patch crashes are separate tokenizer-loading problems." + "reason": "Tokenizer mapping assumption vs Mistral regex patch crash; different tokenizer internals." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation-config issues." + "reason": "Invalid GenerationConfig for GLM-5 vs stale num_return_sequences warning in paged generate()." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization inconsistency for lm_head.weight and NaNs in classification heads are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention and Gemma4 causal-mask construction are different attention bugs." - }, - { - "left": "issue:42222", - "right": "issue:47000", - "accept": false, - "reason": "VitPose loading breakage and RTDetrLoss infeasible cost matrix are unrelated model failures." - }, - { - "left": "issue:39379", - "right": "issue:46897", - "accept": false, - "reason": "mllama mask handling and Florence2 double-shift training loss are different bugs, only superficially similar as training regressions." + "reason": "Serialization of tied weights vs NaNs in classification heads; unrelated model-state issues." } ] }, @@ -17287,15 +17297,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:38617", + "issue:39379", "issue:39401", "issue:41628", "issue:42222", "issue:42371", "issue:42617", - "issue:42831", "issue:43122", "issue:43208", "issue:43408", @@ -17305,10 +17315,10 @@ "issue:43742", "issue:43937", "issue:43986", - "issue:44075", "issue:44220", "issue:44261", "issue:44263", + "issue:44380", "issue:44410", "issue:44483", "issue:44496", @@ -17316,17 +17326,15 @@ "issue:44779", "issue:44829", "issue:44877", - "issue:44964", "issue:44977", "issue:45071", "issue:45216", - "issue:45278", "issue:45310", "issue:45341", "issue:45464", "issue:45561", "issue:45632", - "issue:45656", + "issue:46077", "issue:46231", "issue:46298", "issue:46328", @@ -17334,16 +17342,21 @@ "issue:46752", "issue:46762", "issue:46894", + "issue:46897", "issue:46981", + "issue:47000", "issue:47059", "issue:47110" ], "soft_pairs": [ + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:39379|issue:46897", "issue:42617|issue:45341", "issue:43937|issue:44977", + "issue:42222|issue:43441", "issue:43408|issue:43742", "issue:43450|issue:43986", - "issue:42222|issue:43441", "issue:44263|issue:46762", "issue:42222|issue:46752", "issue:45071|issue:46512", @@ -17351,10 +17364,10 @@ "issue:39401|issue:44779", "issue:44829|issue:45216", "issue:44877|issue:46231", - "issue:45071|issue:47059", "issue:44410|issue:45310", - "issue:45632|issue:46981", + "issue:45071|issue:47059", "issue:45341|issue:45561", + "issue:45632|issue:46981", "issue:45341|issue:46328", "issue:44704|issue:47110", "issue:39401|issue:43421", @@ -17363,214 +17376,204 @@ "issue:43937|issue:44496", "issue:38617|issue:44220", "issue:44483|issue:45464", - "issue:44964|issue:45278", - "issue:42371|issue:44261", - "issue:44075|issue:45656", - "issue:44261|issue:46762", - "issue:42371|issue:42831" + "issue:42371|issue:44261" ], - "prepared_review_unit_hash": "be33d38c8e1fed29f2eea6fb5c6bd441b745f7f8efbe881f370ad02b71868014", + "prepared_review_unit_hash": "c0f53c698589ed3ff2700e9cee03a1b403a60ecaa09218a9ec166aad9eef84b8", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36052, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "soft_pair_count": 28, + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "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; no soft pair looks like the same underlying bug/change, so I would not collapse any of them as duplicates.", + "summary": "This cluster is heterogeneous: most items are distinct bug reports across unrelated areas (tokenizers, model loading, attention, training, APIs, docs). None of the proposed soft pairs look like the same underlying issue, so all soft edges are rejected.", "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering multiple import failures after an upgrade, so it is the best anchor among these unrelated issues.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest standalone issue for triage because it is user-facing, upgrade-related, and spans multiple import regressions rather than a narrow one-off symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but one is GPT-2 scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional mask construction; different code paths and bugs." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated model/training failures." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and different bug classes: mllama masking logic vs Florence2 training-loss shift behavior." + }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Different problems: a failing training script versus a testing_utils bug; no shared code-path or fix." + "reason": "One is a 3d_parallel.py execution failure; the other is a testing_utils bug. No shared concrete failure." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both involve model generation, but one is a GenerationConfig validation error and the other is a flash-attention behavior issue for Qwen3.5." + "reason": "Both are generation-related, but one is invalid GenerationConfig and the other is a flash-attention-specific Qwen3.5 generation regression." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are separate model-specific issues." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Unrelated model/config issues: sam3_video vs sam3_tracker warning versus a MobileLLM config load key error." + "reason": "A sam3_tracker warning is not the same as a MobileLLM key-error on load." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "One is a batched video processor shape bug; the other is a crash when torchvision is missing. Different root causes." - }, - { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "Different model families and failures: vitpose model breakage versus Ministral-3 flash-attention failure." + "reason": "Both involve video processors, but one is an output-shape bug and the other is an AutoProcessor crash without torchvision; different root causes." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "Different code paths: torch.split indexing behavior in GlmMoeDsaIndexer versus Minimax attention numerical mismatch." + "reason": "GlmMoeDsaIndexer split behavior and Minimax MSA numerical differences are distinct implementation problems." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "vitpose model breakage and empty chat-template handling are unrelated bugs." + "reason": "VitPose model breakage and empty-list chat template handling are unrelated." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Both touch config, but one is type checking in PretrainedConfig and the other is stale dtype state after from_config." + "reason": "Both touch config/dtype, but one is type-checking in v5.4.0 and the other is stale model.config.dtype after from_config; not the same bug." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different training bugs in different models; no evidence of the same underlying defect." + "reason": "xLSTM training blockers and CohereASR double-shift training loss are unrelated model-specific issues." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms (offset mapping vs incorrect tokenization output)." + "reason": "Both are tokenizer regressions, but for different models and different symptoms (offset mapping vs incorrect tokenization output)." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "One concerns flash_attention_3 causing degenerate training; the other is incorrect checkpoint saving for Qwen3.5." + "reason": "FlashAttention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different failure modes." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config loading failure and a documentation parameter-name typo are not the same bug." - }, - { - "left": "issue:45071", - "right": "issue:47059", - "accept": false, - "reason": "A core config type-checking regression is unrelated to a CLI compatibility break with huggingface_hub." + "reason": "Strict config loading and a docs/parameter-name mismatch are not the same underlying bug." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Same broad Qwen area, but different concrete failures: missing projections versus from_pretrained model-loading error." + "reason": "Missing projections in qwen3next layer 0 and a Qwen3.5 MoE from_pretrained error are separate model issues." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "Cache-path collision for local models and HTTP 429 retry behavior are separate fetch/cache issues." + "reason": "PretrainedConfig type checking regression is unrelated to a huggingface_hub CLI compatibility failure." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both involve testing utilities, but one is a general bug and the other is a pytest-xdist race on captured_info.txt." + "reason": "A generic testing_utils bug and a pytest-xdist race on captured_info.txt are not the same concrete defect." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for local models and repeated HTTP 429 retries are unrelated AutoProcessor behaviors." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing_utils bug versus an audio padding performance issue; no shared root cause." + "reason": "Testing-utils bug versus SequenceFeatureExtractor.pad performance inefficiency: different code paths and goals." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "Different API surfaces and failures: cached_file kwarg propagation versus special_tokens being a list instead of a mapping." + "reason": "AutoProcessor kwargs propagation and special_tokens being a list instead of a dict are unrelated interface bugs." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Tokenizer-related, but one is an offset_mapping bug and the other is runtime post-processor update behavior." + "reason": "Tokenizer offset_mapping regression and runtime special-token post-processor update bug are different tokenizer subsystems." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + "reason": "Both are import errors, but for different symbols and likely different missing exports." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer regression versus a noisy logging message; not the same bug." + "reason": "Tokenizer regression and noisy logging are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation failure and unrecognized-model config loading failure are distinct issues." + "reason": "Invalid GenerationConfig and unrecognized-model config loading are different loading/configuration failures." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a missing symbol and a feature-extraction helper bug are unrelated." + "reason": "ImportError for layer_type_validation and a feature-extraction helper issue are unrelated." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both hit chat/completions, but one is request acceptance/validation and the other is streaming inference failure on Qwen3.5." - }, - { - "left": "issue:44964", - "right": "issue:45278", - "accept": false, - "reason": "Both are upgrade regressions, but one is a model-load failure and the other is a broad import-error umbrella report." + "reason": "Both affect chat/completions, but one is a general API rejection and the other is a Qwen3.5 streaming inference failure." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior control and a missing rms_norm_eps precision bug are unrelated numerical issues." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Optimizer args ignored versus optimizer.step being called twice are different optimizer bugs." - }, - { - "left": "issue:44261", - "right": "issue:46762", - "accept": false, - "reason": "Both mention numerical differences, but they stem from different implementations and causes." - }, - { - "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "Different precision-related concerns: TF32 settings versus FineGrainedFP8 accuracy regression." + "reason": "TF32 API guidance and MLA q_a_layernorm precision/config bug are unrelated." } ] }, @@ -17589,13 +17592,15 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:27957", "issue:41628", + "issue:42371", + "issue:42831", "issue:43012", "issue:43066", "issue:43097", @@ -17611,12 +17616,11 @@ "issue:43874", "issue:43931", "issue:43957", - "issue:43986", "issue:44038", + "issue:44075", "issue:44077", "issue:44117", "issue:44230", - "issue:44246", "issue:44261", "issue:44263", "issue:44351", @@ -17626,24 +17630,27 @@ "issue:44485", "issue:44493", "issue:44829", + "issue:44964", "issue:44987", "issue:45071", + "issue:45278", "issue:45310", "issue:45341", - "issue:45372", - "issue:45440", "issue:45478", "issue:45588", - "issue:45753", - "issue:46050", + "issue:45656", "issue:46172", - "issue:46369", "issue:46752", + "issue:46762", "issue:46897", "issue:46981", "issue:47116" ], "soft_pairs": [ + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:44261|issue:46762", + "issue:42371|issue:42831", "issue:43097|issue:44493", "issue:44484|issue:45310", "issue:43066|issue:43122", @@ -17662,242 +17669,230 @@ "issue:46752|issue:47116", "issue:27957|issue:43352", "issue:44484|issue:45478", - "issue:44117|issue:44987", "issue:44263|issue:46172", + "issue:44117|issue:44987", "issue:44360|issue:46172", "issue:43957|issue:44351", "issue:43531|issue:45341", "issue:43097|issue:45588", - "issue:43582|issue:45341", "issue:44261|issue:44485", - "issue:44038|issue:44230", - "issue:43986|issue:45341", - "issue:43097|issue:46050", - "issue:43986|issue:45372", - "issue:45753|issue:46369", - "issue:44246|issue:46981", - "issue:45440|issue:46172" + "issue:43582|issue:45341", + "issue:44038|issue:44230" ], - "prepared_review_unit_hash": "208c57134b883f97679d9efc04172dc99a0e320b19e13605bdf0ed7b929f07e1", + "prepared_review_unit_hash": "5ace3b9b75d6cd195ea78b7d08ed9ce66cd0f142eb25be422f2a029b61a22da9", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37244, - "estimated_input_tokens": 9311, - "estimated_eval_tokens": 18878 + "soft_pair_count": 31, + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly false-positive similarity around unrelated Transformers issues. The only clear duplicate-looking item is the Qwen3.5 MoE from_pretrained regression (45310/45478); I\u2019d use 45310 as canonical because it is the earlier, clearer representative. No PRs are present.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier of an exact duplicate-title pair with 45478 and clearly describes a concrete, reproducible Qwen3.5 MoE from_pretrained regression.", + "summary": "This cluster is mostly a broad set of unrelated Transformers v5 regressions and model-specific bugs, so there is no true duplicate pair among the soft candidates. The best canonical representative is the broad v5 import/regression report.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it describes many import errors after upgrading from 4.57.0 to 5.5.0, which matches the cluster\u2019s general v5 regression theme better than the narrower model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the strongest overall issue representative in this set: it is specific, bug-oriented, and has an exact duplicate elsewhere in the items.", + "best_issue_reason": "It is the most representative single issue for the cluster because it captures the general upgrade/regression impact rather than one isolated model or component bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are v5 load/regression reports, but one is Phi-4 multimodal loading and the other is broad import failures; not the same underlying bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizer behavior, but one is SGD args being ignored and the other is DeepSpeed causing double optimizer steps; different code paths." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both involve numerical discrepancies, but one is MLA q_a_layernorm epsilon handling and the other is Minimax MSA attention mismatch; unrelated fixes." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API setting changes and FineGrainedFP8 accuracy are separate precision-control problems, not the same bug." + }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Both are v5 regressions, but one is about a removed config flag and the other about unexpected position-id keys; different bugs." + "reason": "One is removal of tie_embeddings_and_encoder_decoder, the other is unexpected position_id keys; both are v5 breakages but different failures." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Max shard size question vs. Qwen3.5 MoE from_pretrained error; unrelated symptoms and code paths." + "reason": "Max shard size in save_pretrained is unrelated to the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenizer behavior changes, but one is a decoder-type issue and the other is a broader tokenization regression." + "reason": "Tokenizer decoder type mismatch and changed tokenization behavior are related to tokenizers, but not the same concrete defect." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "patchtsmixer post_init validation and HTTP 429 retry behavior are unrelated." + "reason": "PatchTSMixer post_init gating and AutoProcessor HTTP 429 retry behavior are unrelated issues." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different model families and failure modes: VL weight-shape mismatch vs. missing Qwen3next projections." + "reason": "Both are model-loading shape/architecture problems, but they concern different models and different missing tensors." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different model families; missing projections in qwen3next is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Same general Qwen3.5/MoE area, but the reported missing projections and from_pretrained error are not the same fix." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "DSA indexer split semantics and GLM-5 RoPE implementation are separate model internals issues." + "reason": "torch.split return values in a DSA indexer and GLM-5 RoPE implementation are different internal bugs." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked_prefill regression vs. a testing_utils bug; no shared concrete code path." + "reason": "Generation cache missing during chunked prefill is unrelated to a testing_utils bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type checking." + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are separate API breakages." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training bugs and Florence2 double-shift loss bug are distinct model-specific failures." + "reason": "xLSTM training blockers and Florence2 double-shift training loss bug are different model-specific problems." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings behavior and gguf_file/from_pretrained loading breakage are different regressions." + "reason": "Embedding-tie removal and gguf_file breaks in from_pretrained are distinct loading regressions." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Same broad Qwen3-VL area, but the concrete failures differ: one is a load shape mismatch, the other a Qwen3-VL-Moe bug." + "reason": "Both involve Qwen3-VL-related loading issues, but one is weight-shape mismatch and the other is a separate Qwen3-VL-Moe bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention 2 support crash and FlashAttention 3 degenerate training are different problems." + "reason": "FlashAttention failure for Ministral-3 and degenerate training with flash_attention_3 are both attention issues, but not the same code-path problem." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "One is a PyTorch warning during compile, the other is incorrect dtype propagation when loading BLIP2." + "reason": "A bfloat16 compilation warning and BLIP2 dtype persistence are different dtype-handling bugs." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-processor method vs. missing rms_norm_eps in MLA q_a_layernorm; unrelated." + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are both multimodal/model metadata issues, but they are unrelated implementations." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty-chat-template IndexError is not the same as a streaming pipeline regression." + "reason": "apply_chat_template empty-list IndexError and streaming pipeline regression are different API paths." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but on different models and with different support/status issues." + "reason": "XLMRoberta Flash Attention 2 support and NemotronHForCausalLM Flash Attention 2 support are different model-specific enablement issues." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to the Qwen3.5 MoE from_pretrained error." + "reason": "Save-pretrained sharding size is unrelated to the Qwen3.5 MoE from_pretrained regression." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Tokenizer_MAPPING_NAMES returning None is a different failure from a specific model-loading regression." + "reason": "The DSA torch.split bug and deepseek-v4 comb transpose bug are not the same underlying implementation defect." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "DSA torch.split behavior and deepseek-v4 comb transpose are unrelated code paths." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a specific model loading failure are different causes, even if both surface during from_pretrained." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose bug." + "reason": "A missing ReLU in the DSA indexer and a DeepSeek tensor transpose issue are unrelated." }, { "left": "issue:43957", "right": "issue:44351", "accept": false, - "reason": "Meta-device model loading issues and missing HybridCache import are not the same bug." + "reason": "Meta-device model loading breakage and HybridCache import failure are separate v5 regressions." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and a testing_utils bug are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings behavior is unrelated to flash_attention.py crashing on s_aux=None." - }, - { - "left": "issue:43582", - "right": "issue:45341", - "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to testing_utils." + "reason": "Embedding-tie removal and flash_attention.py crashing on s_aux=None are different code paths and different fixes." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "LayerNorm epsilon precision issue vs. RoPE implementation bug; different model components." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "A Qwen3-VL-Moe runtime bug and an fp8 support request are not the same underlying issue." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "AutoProcessor without torchvision crash and ReasoningEffort import error are separate processor-loading problems." - }, - { - "left": "issue:44246", - "right": "issue:46981", - "accept": false, - "reason": "Slow import and repeated 429 retries are both performance-related, but they are different mechanisms and code paths." - }, - { - "left": "issue:45440", - "right": "issue:46172", - "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the deepseek-v4 comb transpose bug." + "reason": "Both mention GLM-family numerical behavior, but one is rms_norm_eps handling and the other is RoPE implementation; not the same bug." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43582", + "right": "issue:45341", "accept": false, - "reason": "Qwen3_5 infinite loop on an image and SAM3 LiteText memory overflow are unrelated." + "reason": "Apple Silicon warmup TypeError and a testing_utils bug are unrelated." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Removed tie_embeddings behavior and quantized save/load corruption are different regression classes." + "reason": "Qwen3-VL-Moe load bug and fp8 inference support request are related to the same model family, but one is a failure and the other is a capability request." } ] }, @@ -17916,18 +17911,16 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:38617", "issue:42757", "issue:42890", - "issue:42907", "issue:43012", "issue:43064", - "issue:43066", "issue:43097", "issue:43208", "issue:43502", @@ -17935,56 +17928,64 @@ "issue:43673", "issue:43873", "issue:43874", - "issue:43906", "issue:43986", "issue:43992", "issue:44038", "issue:44062", "issue:44117", + "issue:44246", "issue:44263", "issue:44315", "issue:44351", - "issue:44380", "issue:44410", "issue:44451", "issue:44484", - "issue:44655", "issue:44704", "issue:44936", "issue:44938", "issue:45103", + "issue:45341", + "issue:45372", "issue:45375", - "issue:45712", + "issue:45440", "issue:45753", + "issue:46050", "issue:46123", "issue:46172", "issue:46178", "issue:46298", "issue:46365", - "issue:46421", + "issue:46369", "issue:46655", "issue:46664", "issue:46701", "issue:46710", "issue:46752", "issue:46821", + "issue:46981", "issue:47116" ], "soft_pairs": [ + "issue:43986|issue:45341", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:45753|issue:46369", + "issue:45440|issue:46172", + "issue:44246|issue:46981", "issue:43097|issue:43873", "issue:44410|issue:45375", "issue:44062|issue:44117", - "issue:44117|issue:46701", "issue:43673|issue:46123", "issue:43012|issue:46821", "issue:43874|issue:44263", + "issue:44117|issue:46701", "issue:44038|issue:44410", "issue:38617|issue:42757", "issue:46655|issue:46664", "issue:43208|issue:43550", - "issue:44936|issue:46365", - "issue:46298|issue:46752", "issue:43064|issue:44315", + "issue:46298|issue:46752", + "issue:44936|issue:46365", "issue:46172|issue:46710", "issue:43986|issue:44484", "issue:42890|issue:46298", @@ -17992,217 +17993,210 @@ "issue:38617|issue:44351", "issue:43502|issue:43992", "issue:44451|issue:47116", - "issue:44380|issue:46421", - "issue:44938|issue:46178", - "issue:43064|issue:47116", - "issue:43012|issue:43550", - "issue:42907|issue:45753", - "issue:45712|issue:46298", - "issue:43066|issue:43906", - "issue:42907|issue:44655" + "issue:44938|issue:46178" ], - "prepared_review_unit_hash": "e42ef0affa779d49b0bfa5171ddd12a3949b4ab12ac121a0e2c096335f1defea", + "prepared_review_unit_hash": "0c36b892334d0af17c0995e9a0f8d354d9f834629bb3b851be868c253ba4d455", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36089, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "soft_pair_count": 28, + "serialized_chars": 35826, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated transformer bugs; the soft links are mostly superficial similarity around imports, model families, or training/inference features. I would not merge any of the provided soft pairs.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43873 is the strongest standalone issue in the set: it has high discussion/inbound activity, is still open, and describes a concrete, impactful bug with clear reproduction around quantization/offloading.", + "summary": "This set is a heterogeneous mix of unrelated Transformers bug reports. The soft pairs mostly share only broad subsystems or similar failure shapes; none look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it appears well-developed, broadly relevant, and actionable compared with the rest of the set.", + "best_issue_reason": "issue:43873 is the strongest standalone issue to anchor triage: it is open, has the most discussion/inbound references, and describes a clear, impactful reproduction around quantization/offloading.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different failure domains: video-model loading via AutoProcessor vs a testing_utils bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a removed API notice; the other is a save/load corruption issue for quantized models." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading errors, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Distinct model-specific failures: infinite loop on one image vs memory overflow in SAM3." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but one is an implementation divergence and the other is a dtype/transpose bug." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import latency and repeated 429 retry behavior are unrelated symptoms with different causes." + }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different problems: one is a v5 API removal/compatibility complaint, the other is a quantization/offloading failure. No shared code path or fix." + "reason": "API removal warning vs quantization/offloading malfunction; not the same bug." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen-related, but one is missing projections in a layer and the other is a config field being dropped. Different bugs and likely different files." + "reason": "Both mention Qwen, but one is missing projections in qwen3next and the other is a missing config field in Qwen3_5MoeVisionConfig." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Unrelated tokenizer constructor error vs tokenizer-mapping lookup behavior. Same area of code, but not the same concrete defect." - }, - { - "left": "issue:44117", - "right": "issue:46701", - "accept": false, - "reason": "Tokenizer mapping fallback bug and a DiffusionGemma pipeline failure are separate issues with no clear common root cause." + "reason": "Tokenizer AddedToken construction error vs mapping lookup returning None; different code paths." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both mention generation/pipeline behavior, but one is cache availability in chunked prefill and the other is final partial-batch handling in mask generation. Different code paths." + "reason": "Generation cache regression during chunked prefill vs final partial batch results being dropped in a pipeline." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch precision warning and a TimesFM window_size AttributeError are unrelated." + "reason": "A PyTorch precision warning and a TimesFM AttributeError are unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both are GLM-family issues, but one is a missing image-processor method and the other is a torch.split return-value problem in a different component." + "reason": "Both are GLM issues, but one is a missing image-processor method and the other is a torch.split return-value bug." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None and a DiffusionGemma pipeline failure are different problems." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen variants and different failure modes: one is a Transformers 5.0/Qwen3-VL-Moe bug, the other is missing layer projections in qwen3next." + "reason": "Different Qwen variants and different failure mechanisms; not the same underlying bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols, modules, and dependencies. Not the same underlying bug." + "reason": "Two separate import errors from different modules and missing symbols." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same model family, but one is padding math and the other is num_frames semantics in the video processor. Related area, different defects." + "reason": "Both hit SmolVLM video processing, but one is padding computation and the other is num_frames semantics." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are separate model-specific issues." + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA bug are unrelated." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Trainer.evaluate after train and inability to import Trainer due to datasets are different failures with different causes." + "reason": "Distributed optimizer-state corruption vs Liger Kernel not being applied under model_init; different code paths." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging message and an empty-list apply_chat_template crash are unrelated." + "reason": "Noisy logging and an empty-list chat-template crash are not the same issue." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Different training-stack problems: FSDP2/PEFT/optimizer-state corruption versus Liger Kernel not being applied with model_init." + "reason": "trainer.evaluate() failure after training is unrelated to Trainer import breakage caused by datasets." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "A deepseek-v4 tensor operation issue and a broad accuracy regression after upgrade are not the same concrete bug." + "reason": "A concrete DeepSeek-v4 code bug vs a post-upgrade accuracy regression; not a duplicate." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/torchvision crash and save_pretrained shard size behavior are unrelated." + "reason": "Video-model import crash vs a question about save_pretrained shard size." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Missing set_seed in tests and a noisy logging message have nothing in common beyond being maintenance issues." + "reason": "Test flakiness from missing set_seed() is unrelated to a noisy logging message." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are different subsystems and bugs." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling affect different subsystems." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but they expose different missing exports and likely different release-compatibility problems. Not mergeable as one fix." + "reason": "Different missing import names from different packages/files." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only still making API requests and a missing embed_tokens weight in from_pretrained are unrelated loading issues." + "reason": "Offline/local-files-only network leakage and a missing checkpoint weight are different bugs." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "A model load regression for ScandiBERT and a streaming pipeline regression are distinct failures." - }, - { - "left": "issue:44380", - "right": "issue:46421", - "accept": false, - "reason": "Attention scaling ignored in GPT2 backends and chunked-prefill cache lazy init causing recompilation are separate runtime issues." + "reason": "Model-loading failure for a specific checkpoint vs a streaming pipeline regression." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and a backend mapping error for tensorflow_text are unrelated compatibility problems." - }, - { - "left": "issue:43064", - "right": "issue:47116", - "accept": false, - "reason": "Wrong optimizer state on distributed ranks and a streaming pipeline regression do not share the same code path or fix." - }, - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "Precision warning versus compile-time SDPA failure; different symptoms and likely different fixes." - }, - { - "left": "issue:42907", - "right": "issue:45753", - "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite loop on one image are distinct model-specific bugs." - }, - { - "left": "issue:45712", - "right": "issue:46298", - "accept": false, - "reason": "Left is a repo hygiene/dummy-object cleanup issue; right is logging noise. No overlap in underlying bug." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Wrong tokenizer decoder type and a reproduction of a different issue are not the same defect." + "reason": "Python 3.14 import failure and an invalid tensorflow_text backend mapping are unrelated." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "Dequantized model saving and pipeline save_pretrained behavior are both save-related, but they concern different object types and failure modes." + "reason": "Repeated pair: logging noise vs empty-list crash; not duplicates." } ] }, @@ -18221,32 +18215,32 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:36010", "issue:36683", - "issue:38617", "issue:42175", "issue:42757", "issue:42831", "issue:42890", + "issue:42907", "issue:43012", "issue:43064", + "issue:43066", "issue:43097", "issue:43208", "issue:43352", - "issue:43502", "issue:43526", + "issue:43550", "issue:43582", - "issue:43618", "issue:43756", - "issue:43761", "issue:43824", "issue:43825", "issue:43827", + "issue:43906", "issue:43976", "issue:43992", "issue:44077", @@ -18259,255 +18253,276 @@ "issue:44484", "issue:44485", "issue:44514", - "issue:44625", "issue:44655", "issue:44734", - "issue:45276", "issue:45478", "issue:45479", "issue:45584", - "issue:46077", + "issue:45712", + "issue:45753", "issue:46132", "issue:46172", "issue:46298", "issue:46365", + "issue:46421", "issue:47059", "issue:47116", "issue:47276" ], "soft_pairs": [ + "issue:44380|issue:46421", + "issue:43064|issue:47116", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:42907|issue:44655", "issue:43208|issue:43526", "issue:45584|issue:46365", "issue:43825|issue:44655", "issue:43012|issue:44368", "issue:43992|issue:44484", - "issue:43352|issue:43976", "issue:44734|issue:47116", + "issue:43352|issue:43976", "issue:43827|issue:47116", "issue:44077|issue:46365", "issue:44162|issue:46172", "issue:44380|issue:46132", - "issue:36683|issue:43582", "issue:43352|issue:44380", + "issue:36683|issue:43582", "issue:42757|issue:43824", "issue:44380|issue:45479", "issue:43097|issue:46298", - "issue:42175|issue:46365", "issue:43012|issue:47276", + "issue:42175|issue:46365", "issue:43756|issue:44485", - "issue:36010|issue:42757", "issue:44222|issue:45478", + "issue:36010|issue:42757", "issue:43064|issue:44380", "issue:42890|issue:47059", "issue:42831|issue:44261", - "issue:44483|issue:44514", - "issue:43618|issue:43761", - "issue:38617|issue:43502", - "issue:44625|issue:46365", - "issue:45276|issue:46077" + "issue:44483|issue:44514" ], - "prepared_review_unit_hash": "836fae356273cdc1733c4f2735d264ab7a89e30ce9f1a64a3de42ed73f427531", + "prepared_review_unit_hash": "15ce15871630ea44c06bd1d0d59819855ae9ba67b2ebbb6a6e7c8e6856a5bcce", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36354, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "soft_pair_count": 32, + "serialized_chars": 37177, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues (imports, model/config bugs, backend regressions, warnings, docs, and packaging). None of the soft pairs look like the same underlying bug or change, so all are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue is a true duplicate anchor for the whole set; issue:43097 is the broadest v5-breaking-change report and the best representative issue if one must be chosen.", + "summary": "This cluster is not a duplicate set; it mixes many unrelated Transformers issues (imports, model-specific bugs, training regressions, docs, and warnings). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue:43097 is the most generally framed, high-impact regression in the set; the others are narrower model-, backend-, or packaging-specific bugs.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Both involve runtime behavior changes, but one is GPT2 attention scaling being ignored with SDPA/FlashAttention and the other is cache lazy initialization causing recompilation in chunked prefill; different code paths and symptoms." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "One is a distributed training optimizer-state bug with v5/FSDP2/PEFT/cpu_ram_efficient_loading, the other is a streaming pipeline regression in v5; same general area, but not the same concrete failure." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "One is a PyTorch warning when compiling bf16 models, the other is a Bamba SDPA torch.compile failure; both touch compilation, but they are different model/backend issues." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and Qwen3.5 image infinite-loop behavior are unrelated model-specific bugs." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy PT object cleanup leaking into dir()/check_repo.py is a repo hygiene issue, while the other is an unspecified noisy logging message; not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of a different issue are not the same underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failures and inability to save Pipeline objects both concern saving, but they affect different object types and code paths." + }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction; different models and failure modes." + "reason": "xLSTM training bugs for small models and BeitImageProcessorFast reduce_labels returning one label are unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation bug vs Trainer import conflict with datasets; unrelated subsystems." + "reason": "Whisper empty-transcription failure after align_special_tokens and inability to import Trainer until datasets is uninstalled are different subsystems entirely." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "pipeline() error-message regression vs Pipeline save_pretrained serialization; different problems." + "reason": "Misleading pipeline translation support error messaging and saving Pipeline objects are separate pipeline issues with different failure modes." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "bfloat16 compile warning vs tie_word_embeddings warning during Qwen fine-tuning; unrelated warnings." + "reason": "A bf16 compile warning and a tied-word-embeddings warning in Qwen fine-tuning are both warnings, but they are unrelated warnings with different triggers." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load vs max_shard_size default on save; load-path vs save-path issue." + "reason": "UMT5Encoder missing embed_tokens.weight and a question about max_shard_size in save_pretrained are unrelated model-loading vs checkpoint-sharding topics." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:44734", + "right": "issue:47116", "accept": false, - "reason": "Flash Attention support for Nemotron vs Python version compatibility; not the same bug." + "reason": "KV-cache continuation tensor indexing crash in transformers serve is not the same as the streaming pipeline regression." }, { - "left": "issue:44734", - "right": "issue:47116", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "KV-cache continuation indexing in /v1/responses vs streaming pipeline regression; different serving paths." + "reason": "NemotronHForCausalLM not supporting FlashAttention 2.0 and Transformers 5.1.0 Python version compatibility are different problems." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() vs runtime streaming regression; docs issue is separate from code bug." + "reason": "Docs still referencing pipeline() and a runtime streaming pipeline regression are documentation vs implementation issues, not the same bug." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation vs Trainer import blocked by datasets; unrelated." + "reason": "patchtsmixer post_init allowance and Trainer import failing due to datasets conflict are unrelated import/configuration issues." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 broken vs deepseek-v4 comb transpose bug; different models and code paths." + "reason": "ESM2 being broken and a deepseek-v4 tensor transpose bug are different model-specific failures." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs AttentionInterface.register behavior change; distinct attention issues." + "reason": "GPT2 attention scaling ignored by backend kernels and AttentionInterface.register behavior changes are both attention-related, but not the same code-path bug." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError; config bug vs platform/runtime bug." + "reason": "FlashAttention support for Nemotron and GPT2 attention scaling ignored under SDPA/FlashAttention are separate backend/model issues." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Nemotron FlashAttention 2 unsupported vs GPT2 attention scaling ignored; both backend-related but not the same failure." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different missing imports from different packages/symbols; same symptom class, but not the same underlying issue." + "reason": "ImportError for is_offline_mode from huggingface_hub and ImportError for Qwen2_5_VLForConditionalGeneration are both import regressions, but for different symbols and modules." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling backend bug vs zero-loss classification bug; unrelated." + "reason": "Ignored GPT2 attention scaling under SDPA/FlashAttention and degenerate zero-loss classification with num_labels=1 are different bugs." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed API without indication vs noisy logging message; unrelated severity and root cause." + "reason": "Removed tie_embeddings_and_encoder_decoder without indication and a noisy logging message are not the same issue." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43012", + "right": "issue:47276", "accept": false, - "reason": "Missing TensorFlow backend in torch install vs Trainer import conflict with datasets; different packaging problems." + "reason": "bf16 compile warning and misleading synced_gpus warning in continuous batching are both warnings, but they concern different APIs and causes." }, { - "left": "issue:43012", - "right": "issue:47276", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "bfloat16 compile warning vs misleading synced_gpus warning in batching; unrelated warnings." + "reason": "TensorFlow backend missing in pip install '.[torch]' and Trainer import failing until datasets is removed are different dependency/setup problems." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE layer drop vs GLM-5 RoPE implementation; both RoPE-related but clearly different bugs." + "reason": "Smollm3 RoPE layer count mismatch and GLM-5 RoPE implementation discussion are both about RoPE, but they are not the same concrete defect." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Different import errors for different symbols/modules; not the same missing-export regression." + "reason": "FP8 save_pretrained moe and Qwen3.5 Moe from_pretrained error are both MoE-related, but one is saving and the other is loading/runtime error." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "FP8 save_pretrained MoE bug vs Qwen3.5 MoE from_pretrained error; different stages and symptoms." + "reason": "GenerationMixin import error from transformers.generation and is_offline_mode import error from huggingface_hub are unrelated import breakages." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Wrong optimizer states with FSDP2+PEFT vs GPT2 attention scaling bug; unrelated code paths." + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling under backend kernels are different failure domains." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Flaky tests due to missing set_seed vs CLI failure from huggingface_hub API change; different causes." + "reason": "SamHQ test flakes due to missing set_seed and cli test failures due to huggingface_hub 1.22.0 are both test issues, but not the same test or root cause." }, { "left": "issue:42831", "right": "issue:44261", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs missing rms_norm_eps precision drift; different precision bugs." + "reason": "FineGrainedFP8 accuracy issue and missing rms_norm_eps in MLA q_a_layernorm are both numerical-quality problems, but with different mechanisms and model components." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat completions API rejection vs batched processor crash; different endpoints and models." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "CLIP attentions missing vs CLIPVision hidden_states missing; same family, but different outputs and regressions." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "ImportError for layer_type_validation vs local_files_only still making API requests; unrelated import vs networking bug." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "Qwen3.5 num_labels propagation vs Trainer import conflict with datasets; unrelated." - }, - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Gemma4 embedding resize bug vs Gemma4 causal mask construction bug; same model family but different concrete failures." + "reason": "v1/chat/completions request handling failure and Qwen2_5_VLProcessor batched chat_template crash are separate API paths." } ] }, @@ -18526,29 +18541,31 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:29870", + "issue:29925", "issue:33453", "issue:36296", "issue:36683", + "issue:38617", "issue:42994", "issue:43010", "issue:43064", "issue:43299", "issue:43352", "issue:43475", - "issue:43575", + "issue:43502", "issue:43618", + "issue:43761", "issue:43867", "issue:43976", "issue:43992", "issue:44075", "issue:44077", - "issue:44222", "issue:44263", "issue:44355", "issue:44380", @@ -18559,8 +18576,8 @@ "issue:44855", "issue:44908", "issue:44938", - "issue:45125", "issue:45216", + "issue:45276", "issue:45278", "issue:45310", "issue:45440", @@ -18576,12 +18593,15 @@ "issue:47110", "issue:47317", "issue:47321", - "issue:47332", - "issue:47337" + "issue:47332" ], "soft_pairs": [ - "issue:44655|issue:47321", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:44625|issue:46365", + "issue:45276|issue:46077", "issue:43299|issue:43867", + "issue:44655|issue:47321", "issue:44655|issue:47332", "issue:43618|issue:44380", "issue:42994|issue:44655", @@ -18591,9 +18611,10 @@ "issue:36683|issue:44077", "issue:43976|issue:44938", "issue:44355|issue:46877", + "issue:29925|issue:33453", "issue:46077|issue:46512", - "issue:43867|issue:45216", "issue:44263|issue:45440", + "issue:43867|issue:45216", "issue:44938|issue:47059", "issue:43618|issue:45216", "issue:36683|issue:47110", @@ -18601,245 +18622,247 @@ "issue:29870|issue:36296", "issue:44355|issue:44855", "issue:44908|issue:46851", - "issue:43010|issue:45278", "issue:43867|issue:46202", "issue:43992|issue:47317", + "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:43992|issue:45310", - "issue:29870|issue:33453", "issue:43064|issue:44492", - "issue:44393|issue:47000", - "issue:44393|issue:47337", - "issue:44222|issue:45125", - "issue:36296|issue:43575", - "issue:43618|issue:44077" + "issue:29870|issue:33453", + "issue:44393|issue:47000" ], - "prepared_review_unit_hash": "6867ec84c3726f0bb4b5f9dcc053640abc1fc88104a82589eabfb9ddbf4c6932", + "prepared_review_unit_hash": "4ea9ec6a82553b42217eed3f54ce4f71674eed2da26ef6b93b9ba52996b52cc8", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36444, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37409, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These artifacts are mostly unrelated issue reports; the soft-similarity pairs do not look like true duplicates or the same fix. No PRs are present. The most representative issue is the active, high-activity Gemma3Config bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:36683 is the most central standalone report here: open, very high discussion activity, and a concrete, narrowly described runtime error (`Gemma3Config` missing `vocab_size`).", + "summary": "This is a loose collection of mostly unrelated bug reports; none of the soft pairs look like true duplicates or mergeable same-fix cases. I\u2019d use the Gemma3Config vocab_size issue as the best representative issue, but only weakly.", + "confidence": 0.78, + "canonical_issue_reason": "issue:36683 is the clearest standalone bug report here: concrete error, active discussion, and a directly reproducible model-loading/config AttributeError.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the best issue candidate because it is specific, actionable, and active; the rest are either narrower, closed, or clearly unrelated to one another.", + "best_issue_reason": "issue:36683 is the most actionable and representative issue in the set; there are no PRs to choose from.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44655", - "right": "issue:47321", + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP/v5 regressions, but they describe different failures (attentions missing vs hidden_states missing) and are not clearly the same code-path bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for a removed symbol and unintended network requests with local_files_only are unrelated subsystems and symptoms." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failing due to datasets are unrelated issues." + }, + { + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Both mention framework/model issues, but one is about `save_pretrained` on Pipeline objects and the other is an AMD Quark class update bug; different code paths." + "reason": "Both involve Gemma4 behavior, but one is resize_token_embeddings propagation and the other is bidirectional attention masking; different bugs." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but they concern different models and different failure modes; not the same underlying bug." + "reason": "Both are model-loading failures, but one is Qwen3VL MoE-specific and the other is state_dict ordering; no evidence they share the same root cause." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Saving Pipeline objects and AMD quark class not updated are unrelated features and failure modes." }, { "left": "issue:44655", "right": "issue:47332", "accept": false, - "reason": "Both involve saving, but one is generic Pipeline saving and the other is disk-offloaded Qwen3-VL saving; too different to merge." + "reason": "Pipeline save_pretrained and disk-offloaded Qwen3-VL save failure are different save/offload paths, not the same bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Different models and different regressions: CLIP attentions assignment vs GPT2 attention scaling under SDPA/FlashAttention." + "reason": "CLIP output attribute regression is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure is a different bug from Pipeline `save_pretrained` failure." + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are both save-related but not the same concrete bug." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different models and different config propagation issues (`num_labels` vs bidirectional attention masking)." + "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 attention-mask construction." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are missing-attribute errors, but on unrelated model classes and different missing fields." + "reason": "Gemma3Config missing vocab_size and SAM3 video missing fpn_position_embeddings affect different models and code paths." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Nemotron Flash Attention 2 support and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Flash Attention 2 unsupported for NemotronH and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "`vocab_size` missing on Gemma3Config is unrelated to patchtsmixer `post_init` handling." + "reason": "Gemma3Config vocab_size and patchtsmixer post_init eligibility are unrelated config/model-definition issues." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility complaints, but they concern different versions and different breakages; not the same bug." + "reason": "Python version compatibility problems, but one is Python 3.9+ vs 3.10+ packaging behavior and the other is 3.14 load failure; not the same bug." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-file import errors and auto-docstring stdout diagnostics are unrelated." + "reason": "Compiled Python import errors and auto_docstring printing lint diagnostics are unrelated tooling issues." }, { - "left": "issue:46077", - "right": "issue:46512", + "left": "issue:29925", + "right": "issue:33453", "accept": false, - "reason": "Different config/state bugs: attention-mask construction vs stale `config.dtype` after `from_config`." + "reason": "SigLIP use_fast enforcement and tokenizer-loading regression are both tokenizer-related but not clearly the same underlying defect." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:46077", + "right": "issue:46512", "accept": false, - "reason": "Both are model loading/saving regressions, but the titles point to different mechanisms and scopes; not enough to treat as the same issue." + "reason": "Gemma4 attention-mask logic and stale config.dtype after from_config are different model initialization bugs." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "`torch.split()` behavior in one MoE indexer and DeepSeekV3 implementation divergence are distinct problems." + "reason": "torch.split return values in a specific indexer and DeepseekV3MoE divergence are unrelated model implementation problems." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict loading order and Qwen3.5 save_pretrained regression are both loading/saving related, but not the same concrete bug." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import failure and a CLI completion regression from `huggingface_hub` are unrelated." + "reason": "Python 3.14 import failure and CLI completion breakage with huggingface_hub 1.22.0 are unrelated compatibility issues." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 checkpoint-saving regression are unrelated." + "reason": "CLIP output attribute regression and Qwen3.5 checkpoint-saving regression are different models and different failure modes." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "A missing config attribute and a `special_tokens` type error are different bugs." + "reason": "Gemma3Config missing vocab_size and special_tokens list-vs-dict handling are unrelated issues." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both are config-related, but one is a missing `vocab_size` attribute and the other is `num_labels` propagation for Qwen3.5; different fixes." + "reason": "Gemma3Config missing vocab_size and Qwen3.5 num_labels propagation are unrelated configuration bugs." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generation `decoder_attention_mask` bug and tensor-parallel training bug are unrelated." + "reason": "Bart generate decoder_attention_mask assignment bug and tensor parallel training optimizer-state bug are unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors and a Python 3.13 `@torch.jit.script` parsing issue are different import-time failures." + "reason": "Compiled Python file import errors and DebertaV2Model parsing/IndentationError on Python 3.13 are distinct parser/runtime issues." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs handling and Qwen3.5 variable-length position IDs are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "`@torch.no_grad` decoration for cache updates and broad import errors after upgrading Transformers are not the same bug." + "reason": "Scheduler kwargs omission and Qwen3.5 variable-length position_ids failure are unrelated training/inference bugs." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "A generic state-dict-sorting load error and Gemma pipeline roundtrip failure are different code paths." + "reason": "Model loading with sorted state_dict and Gemma pipeline roundtrip on \u2581 are not the same bug." }, { "left": "issue:43992", "right": "issue:47317", "accept": false, - "reason": "UMT5 encoder weight loading and PPFormulaNet training-loss bug are unrelated." + "reason": "UMT5Encoder missing embed_tokens.weight and PPFormulaNet training-loss bug are unrelated model-specific issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update no_grad decoration and broad import errors after version upgrade are not the same underlying problem." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD args being ignored is not the same as an import failure caused by `datasets`." + "reason": "Optimizer SGD args being ignored and Trainer import failing because of datasets are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both mention loading, but they are different Qwen/UMT5 issues with different missing pieces." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Bart generation error and tokenizer loading regression are unrelated." + "reason": "UMT5Encoder missing weight loading and Qwen3.5 Moe from_pretrained error are separate model-loading bugs." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption and a cache-strategy typo are not the same bug." + "reason": "FSDP2/PEFT optimizer-state corruption and a typo in cache strategies are unrelated." }, { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Qwen3-VL bbox hallucination/error and RTDetrLoss infeasible cost matrix are both vision-related, but they are different failures in different models." + "reason": "Bart generate decoder_attention_mask assignment bug and tokenizer-loading regression are unrelated." }, { "left": "issue:44393", - "right": "issue:47337", - "accept": false, - "reason": "A Qwen3-VL bounding-box issue and a flaky bbox-range test are not the same underlying defect." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 MoE save_pretrained failure and missing `_tp_plan` for tensor parallelism are different issues." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Tensor-parallel training bug and tensor-parallel OOM on Qwen2-57B are different problems; OOM alone does not imply the same defect." - }, - { - "left": "issue:43618", - "right": "issue:44077", + "right": "issue:47000", "accept": false, - "reason": "CLIP attentions regression and patchtsmixer `post_init` policy are unrelated." + "reason": "Qwen3-VL 2D bounding box hallucination and RTDetrLoss infeasible cost matrix are different vision-model bugs." } ] }, @@ -18861,23 +18884,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:28282", - "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", - "issue:41628", + "issue:36296", "issue:41669", "issue:42548", "issue:42890", "issue:42898", "issue:43010", "issue:43065", - "issue:43232", "issue:43502", "issue:43525", + "issue:43575", "issue:43576", "issue:43618", "issue:43723", @@ -18886,12 +18906,15 @@ "issue:43874", "issue:43976", "issue:44062", + "issue:44077", "issue:44112", + "issue:44222", "issue:44246", "issue:44351", "issue:44355", "issue:44360", "issue:44387", + "issue:44393", "issue:44485", "issue:44556", "issue:44734", @@ -18909,20 +18932,24 @@ "issue:46132", "issue:46617", "issue:46664", - "issue:47110", - "issue:47317" + "issue:47317", + "issue:47337" ], "soft_pairs": [ + "issue:44393|issue:47337", + "issue:44222|issue:45125", + "issue:36296|issue:43575", + "issue:43618|issue:44077", "issue:41669|issue:44246", - "issue:43010|issue:43976", - "issue:43867|issue:45375", "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:43010|issue:43976", "issue:43867|issue:45357", - "issue:28282|issue:33453", - "issue:43010|issue:45850", "issue:42548|issue:44351", - "issue:43618|issue:44977", + "issue:28282|issue:33453", + "issue:43010|issue:45850", "issue:45125|issue:45478", + "issue:43618|issue:44977", "issue:45125|issue:45375", "issue:44360|issue:45440", "issue:43502|issue:44062", @@ -18939,243 +18966,235 @@ "issue:43576|issue:46132", "issue:43502|issue:44485", "issue:44355|issue:44749", - "issue:45850|issue:47110", - "issue:43874|issue:46617", - "issue:30333|issue:33453", - "issue:30990|issue:31795", - "issue:41628|issue:42548", - "issue:43010|issue:43232" + "issue:43874|issue:46617" ], - "prepared_review_unit_hash": "19b4a79c9d10b6f808cf9963f2239cb70c23477893dc2d7dd152cd262aa4fb5d", + "prepared_review_unit_hash": "c2156008e874f15ec55bf93722bb9175e0bd89193db9191861a7e11da71cbdba", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36824, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "soft_pair_count": 31, + "serialized_chars": 36480, + "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 noisy, but a small subset is about import/load regressions and transformer initialization behavior. Most pairs are not duplicates; only the import-time slowdown pair and the Qwen3.5 MoE loading/tensor-parallel pair look like the same underlying bug.", - "confidence": 0.61, - "canonical_issue_reason": "issue:44246 is the broadest and most user-facing report in the import/load-slowdown slice of the cluster, and it best serves as the umbrella for the related import-time performance duplicate.", + "summary": "This is a loose collection of unrelated Transformers issues: import/export regressions, tokenizer/config problems, tensor-parallel failures, multimodal/model-specific bugs, and CI flakiness. The soft pairs mostly share broad vocabulary rather than the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44246 is the broadest representative of the set (import-time regression) and has notable discussion/inbound signal, but the cluster as a whole is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 most directly captures the shared symptom in the only clearly related subgroup; it is broader than the more fix-specific issue:41669 and better represents the cluster\u2019s import/load regression theme.", + "best_issue_reason": "issue:44246 is the best single representative because it captures the most general user-facing import regression theme in this cluster, even though it does not subsume the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Both mention bbox behavior, but one is a Qwen3-VL output bug and the other is a flaky test about out-of-range coordinates; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different model-state/export issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs loading Qwen2-57B-A14B-Instruct causing OOM; same subsystem, different failure mode and likely different fix." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init allowance are unrelated model/API changes." + }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both describe the same import-time slowdown problem in transformers; 41669 identifies a likely cause/fix (import *) while 44246 reports the user-facing symptom." + "accept": false, + "reason": "Both relate to import costs, but one is a code cleanup about import * usage and the other is an intermittent import latency report; not clearly the same bug." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Different bugs: cache update/no_grad behavior vs Python version compatibility." + "reason": "Set_seed-related flaky model test and xdist race on captured_info.txt are different CI issues." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different failures: sorted state_dict loading vs missing vision config field being dropped." + "reason": "State-dict sorting load error and missing deepstack_visual_indexes are different config/load problems." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "One is a flaky SAM HQ test needing set_seed, the other is an xdist race in captured_info.txt." + "reason": "no_grad decoration for cache updates and Python version compatibility are unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different code paths: model load failure with sorted state_dict vs incorrect save_pretrained visual encoder keys." + "reason": "Sorted state_dict loading and incorrect visual encoder keys on save_pretrained are different load/save regressions." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths; not the same underlying breakage." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Unrelated import error for AutoModel/PyTorch vs tokenizer loading regression." + "reason": "PyTorch-missing ImportError for AutoModel and tokenizer loading regression are unrelated." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "One is a specific no_grad/cache update request; the other is a broad claim about many models breaking." + "reason": "A specific no_grad decorator request and a broad complaint that v5 breaks many models are not the same issue." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Both are import errors, but for different missing symbols and no shared concrete root cause is shown." + "reason": "Missing _tp_plan is a specific tensor-parallel metadata bug; the from_pretrained error on Qwen3.5 MoE is broader and not proven to be the same root cause." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIPOutput attentions vs Qwen3.5 flash-attention generation are different issues." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": true, - "reason": "Both point to the same Qwen3.5 MoE loading/tensor-parallel initialization problem; one names the missing _tp_plan and the other reports from_pretrained failure." + "reason": "CLIP attentions assignment and Qwen3.5 flash-attention generation failure are different model-specific bugs." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "One is tensor-parallel planning, the other is a missing vision config field." + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different Qwen3.5 MoE config omissions." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3MoE divergence." + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated implementation issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated." + "reason": "local_files_only network leak and AddedToken special-argument duplication are unrelated tokenizer/load bugs." }, { "left": "issue:43525", "right": "issue:47317", "accept": false, - "reason": "Llama4Config pad_token_id error and PPFormulaNet training-loss bug are unrelated." + "reason": "Llama4Config missing pad_token_id and PPFormulaNet training-loss bug are different model-specific problems." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different flaky test/CI problems in different models." + "reason": "Seed-related flaky integration test and GraniteSpeech CI stale device override failure are different test failures." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Different model-specific issues: seed-related test flakiness vs model loading failure." + "reason": "SamHQ test flakiness and inability to load Phi-4 multimodal are unrelated." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV cache continuation tensor indexing is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "KV-cache continuation tensor indexing crash and trust_remote_code cache FileNotFoundError are different serve/load code paths." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior change vs video processor num_frames semantics are unrelated." + "reason": "Tokenizer cleanup-space behavior and SmolVLM num_frames semantics are unrelated model/input-processing issues." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both involve loading, but they describe different failure modes and likely different fixes." + "reason": "Tokenizer loading regression and checkpoint reload after upgrading from v4.57 to v5.2/5.3 are different failure modes." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM is unrelated to checkpoint reload compatibility." + "reason": "Int4 quantization memory regression and checkpoint reload compatibility are unrelated." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update decoration and dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "Cache update no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated changes." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Different import/load failures: missing Qwen2_5_VL symbol vs loading from cache with trust_remote_code." + "reason": "Missing Qwen2_5_VLForConditionalGeneration export and trust_remote_code cache FileNotFoundError are different import/load failures." }, { "left": "issue:45071", "right": "issue:47317", "accept": false, - "reason": "Type-checking regression is unrelated to PPFormulaNet loss behavior." + "reason": "PretrainedConfig type checking regression and PPFormulaNet training-loss bug are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Transformers env command breakage and AttentionInterface.register behavior change are different issues." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "local_files_only network requests and GLM-5 RoPE implementation are unrelated." + "reason": "Broken transformers env command and AttentionInterface.register behavior change are different CLI/API issues." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and performance slowdown after upgrade are not the same bug." - }, - { - "left": "issue:45850", - "right": "issue:47110", - "accept": false, - "reason": "Broad 'many models break' report and special_tokens keys AttributeError are too different to merge." + "reason": "Compiled Python file errors and a Chinese report about much slower filtering after upgrade are not the same issue." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing get_number_of_image_patches is unrelated to cache FileNotFoundError." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading regression." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Sentence Transformers loading hang and forward-doc confusion are unrelated." + "reason": "Missing image-patch helper in GLM46V and trust_remote_code cache FileNotFoundError are unrelated." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Both are import-name errors, but they concern different missing exports and no shared concrete code-path is evident." + "reason": "Int4 OOM regression and checkpoint reload incompatibility are different problems." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:44246", + "right": "issue:43065", "accept": false, - "reason": "Different generation/cache bugs with different symptoms and code paths." + "reason": "Import slowdown and Sam3PixelDecoder Conv2d placeholder are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: it correctly treats most pairs as unrelated and only elevates the two strongest import/load-related matches. The accepted soft edges are conservative and supported by the issue titles themselves, with no obvious overreach." - }, - "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 }, @@ -19190,16 +19209,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:29870", "issue:30333", + "issue:30990", "issue:31795", - "issue:33357", "issue:33453", "issue:36296", "issue:38617", + "issue:41628", + "issue:42548", "issue:42757", + "issue:43010", + "issue:43232", "issue:43299", "issue:43352", "issue:43475", @@ -19211,10 +19234,8 @@ "issue:43827", "issue:43901", "issue:44038", - "issue:44077", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", @@ -19222,14 +19243,12 @@ "issue:44485", "issue:44492", "issue:44556", - "issue:44861", "issue:44961", "issue:45071", "issue:45125", "issue:45362", "issue:45375", "issue:45468", - "issue:45542", "issue:45850", "issue:46095", "issue:46143", @@ -19242,7 +19261,12 @@ "issue:47110" ], "soft_pairs": [ + "issue:30333|issue:33453", + "issue:45850|issue:47110", + "issue:30990|issue:31795", + "issue:41628|issue:42548", "issue:44222|issue:44230", + "issue:43010|issue:43232", "issue:46143|issue:46144", "issue:46664|issue:46726", "issue:43502|issue:44222", @@ -19250,10 +19274,9 @@ "issue:30333|issue:36296", "issue:43827|issue:44961", "issue:29870|issue:31795", - "issue:33357|issue:33453", "issue:44038|issue:45125", - "issue:44355|issue:45071", "issue:43502|issue:44961", + "issue:44355|issue:45071", "issue:43576|issue:43824", "issue:43576|issue:45071", "issue:44230|issue:46095", @@ -19266,235 +19289,245 @@ "issue:44315|issue:44360", "issue:45362|issue:45850", "issue:45375|issue:47110", - "issue:43525|issue:47110", "issue:44485|issue:44961", + "issue:43525|issue:47110", "issue:43673|issue:44492", "issue:43352|issue:44961", "issue:44315|issue:46209", - "issue:44961|issue:45468", - "issue:44273|issue:45542", - "issue:44077|issue:44861" + "issue:44961|issue:45468" ], - "prepared_review_unit_hash": "a8616c4758afdc0fb749e856ac4bf11cf9bbfd1bb4e86c57414fa9c86638cff7", + "prepared_review_unit_hash": "7f8749bce9fd97cd78fdae56aef96e001eb2e9da02efa0033dc224fb8b3bd369", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36729, - "estimated_input_tokens": 9183, - "estimated_eval_tokens": 18622 + "soft_pair_count": 34, + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs share only broad transformers vocabulary or superficial regression language, not the same underlying bug. None of the candidate links looks safe to merge as a duplicate pair.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is very heterogeneous; most pairs share only broad v5-era similarity, not the same concrete bug. I found no convincing duplicate/merge candidates, so the safest canonical issue is the broad v5-regression umbrella.", + "confidence": 0.24, + "canonical_issue_reason": "Issue #45850 is the broadest umbrella (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the loose v5-regression theme of the cluster, though it is not a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45850 is the most representative issue for the cluster\u2019s loose pattern of v5 breakage reports across models and APIs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Unrelated: MLflow job reporting vs tokenizer loading regression." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Both are v5 breakage reports, but the concrete failures differ." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs documentation confusion." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors for different symbols." + }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is about saving pretrained weights while the other is about inference support; different failure modes and likely different fixes." + "reason": "Related FP8/MoE area, but one is save_pretrained and the other inference support." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation/cache internals, but not the same bug." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "One reports missing kwargs passthrough in RoFormer methods; the other is about the attention implementation not using the attention interface. Related area, but not the same bug." + "reason": "RoFormer-related, but one is kwargs passthrough and the other attention interface usage." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video processor frame-count semantics vs missing-vision-backend image processor error are distinct issues in different components." + "reason": "Different processor/video semantics vs missing vision backend handling." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only causing network requests is unrelated to FP8 MoE save_pretrained behavior." + "reason": "local_files_only network leak vs FP8 MoE save behavior." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are v5 compatibility regressions, but one is Qwen3VL MoE loading and the other is reloading old checkpoints after upgrade; not the same code-path." + "reason": "Both are model loading regressions, but for different models and failure modes." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting on failed jobs and a tensor parallel training bug are unrelated." + "reason": "MLflow reporting bug vs tensor-parallel training bug." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and a placeholder issue titled 'racoon' are clearly unrelated." + "reason": "Docs about pipeline removals vs unrelated issue." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Generation-time UnboundLocalError in Bart evaluation vs documentation confusion about forward inputs are different kinds of issues." - }, - { - "left": "issue:33357", - "right": "issue:33453", - "accept": false, - "reason": "MacOS bus error with a community CLIP model and tokenizer-loading regression are separate runtime failures." + "reason": "Generate() runtime error vs model.forward docs confusion." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3-VL Moe, but one is a generic bug report and the other is missing tensor-parallel plan metadata; not the same concrete defect." + "reason": "Same model family, but different tensor-parallel/loading problems." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are unrelated." + "reason": "Network/file loading bug vs unrelated issue." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "local_files_only network leakage has no relation to the placeholder 'racoon' issue." + "reason": "Compiled Python file errors vs type-checking regression." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken transformers env command and missing Qwen2_5_VL import are different CLI vs import-path failures." + "reason": "CLI/env command bug vs model import error." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage and PretrainedConfig type checking are unrelated." + "reason": "CLI/env command bug vs type checking regression." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models vs a weight-conversion-script question are not the same bug or change." + "reason": "FP8 inference support vs weight-conversion script question." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "transformers env command breakage and CLI tests failing with a huggingface_hub API change are separate problems." + "reason": "CLI/env command bug vs huggingface_hub/typer compatibility failure." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub and broken transformers env command are unrelated." + "reason": "Different import/CLI breakages in unrelated code paths." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward and an ImportError for layer_type_validation are different issues." + "reason": "Documentation issue vs import error." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug vs docs mentioning return_all_scores are unrelated." + "reason": "Tensor-parallel training bug vs pipeline docs mismatch." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video missing fpn_position_embeddings and trust_remote_code cache FileNotFoundError are distinct model-loading failures." + "reason": "SAM3 video attribute error vs cache FileNotFoundError." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache import and cache-loading FileNotFoundError are different import vs filesystem errors." + "reason": "ImportError for HybridCache vs trust_remote_code cache loading failure." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied with model_init and a DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel integration bug vs DSA indexer discussion." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash and the broad '5.0 breaks too many models' complaint are not the same concrete bug." + "reason": "General v5 breakage theme, but not the same concrete failure." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing deepstack_visual_indexes in a config and special_tokens being a list instead of dict keys are unrelated." + "reason": "Missing config field in Qwen3.5 MoE vs special_tokens list handling." }, { - "left": "issue:43525", - "right": "issue:47110", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Llama4Config missing pad_token_id and special_tokens list/dict handling are different attribute errors in separate code paths." + "reason": "GLM-5 RoPE implementation vs unrelated issue." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and the placeholder 'racoon' issue are unrelated." + "reason": "Config missing pad_token_id vs special_tokens structure error." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill and a typo in cache strategies are not the same problem." + "reason": "Chunked prefill cache bug vs cache-strategy typo." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Nemotron Flash Attention 2 support error and the placeholder issue are unrelated." + "reason": "Nemotron Flash Attention support vs unrelated issue." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application with model_init and FP8 inference failure on B200 are different hardware/runtime issues." + "reason": "Different model/runtime problems; not the same bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading failure and undefined tf backend due to tensorboard-only install are distinct initialization problems." - }, - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "patchtsmixer post_init policy and _get_tied_weight_keys crashing on list are unrelated implementation issues." + "reason": "Unrelated issues; no shared concrete code path." } ] }, @@ -19516,7 +19549,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:31795", "issue:33453", @@ -19525,13 +19558,13 @@ "issue:42890", "issue:43298", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", "issue:43673", "issue:43867", "issue:43976", + "issue:44077", "issue:44246", "issue:44273", "issue:44295", @@ -19554,6 +19587,7 @@ "issue:45230", "issue:45341", "issue:45381", + "issue:45542", "issue:45753", "issue:45850", "issue:46018", @@ -19561,13 +19595,14 @@ "issue:46172", "issue:46218", "issue:46328", - "issue:46655", "issue:46664", "issue:47059", "issue:47110", "issue:47176" ], "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44077|issue:44861", "issue:43867|issue:47110", "issue:44623|issue:45230", "issue:45381|issue:46664", @@ -19602,253 +19637,246 @@ "issue:43976|issue:46218", "issue:43298|issue:46095", "issue:43976|issue:47176", - "issue:31795|issue:33453", - "issue:43519|issue:46655" + "issue:31795|issue:33453" ], - "prepared_review_unit_hash": "c11e18acede65a8b2dba5b8db0239742e82642558514f907c26228996ac72eb9", + "prepared_review_unit_hash": "521a1282f8e40c92030191465f2f78d7ef91cb2f4fd0320290a35ac56dba77a7", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37882, - "estimated_input_tokens": 9471, - "estimated_eval_tokens": 19198 + "soft_pair_count": 37, + "serialized_chars": 38208, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it spans unrelated import/lazy-loading regressions, config-field omissions, processor/video bugs, checkpoint/save-load issues, CLI breakages, and a security report. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the grouped items are too diverse and do not describe one shared bug or feature change.", + "summary": "The items span many unrelated issues. None of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected. If forced to pick a representative issue, #44556 is the most concrete v5-regression/loading report, but there is no strong true canonical for the whole set.", + "confidence": 0.89, + "canonical_issue_reason": "#44556 is the most concrete, reproducible regression report in an otherwise heterogeneous set, centered on checkpoint reload compatibility after a version upgrade.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative for this cluster for the same reason: the items split across multiple unrelated subsystems and failure modes.", + "best_issue_reason": "#44556 is the best representative issue because it states a specific failure mode, version context, and user impact more clearly than the vaguer broad complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "One is a lazy-loading bug; the other is a TensorBoard/TensorFlow backend issue. Different subsystems and failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Both relate loosely to model internals, but one is about optional post_init handling and the other is a tied-weights helper crash. Not the same bug." + }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "Different failure modes: sorted state_dict loading vs special_tokens parsing on a list." + "reason": "A state_dict loading error and a special_tokens dict/list mismatch are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files vs a generic bug report; no shared concrete code path." + "reason": "#45230 is too generic to establish the same save_pretrained processor-file bug." }, { "left": "issue:45381", "right": "issue:46664", "accept": false, - "reason": "Both are video-processor related, but one is vision_position_ids and the other is num_frames/padding semantics." + "reason": "Different models and different video-processing bugs: wrong position_ids vs inconsistent num_frames semantics." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Import/lazy-loading performance vs unsafe sys.modules access; related area, different bug." + "reason": "Both touch import/lazy-loading concerns, but one is a general lazy-loading failure and the other is unsafe sys.modules access. Not enough to dedupe." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation issue vs SmolVLM video padding; unrelated model code." + "reason": "GLM RoPE implementation discussion is unrelated to SmolVLM video-frame semantics." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star explosion vs chunked_prefill cache regression; same broad theme only." + "reason": "Import * slowdown in models is different from missing GenerationMixin cache during chunked prefill." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Tied-weight serialization depends on device; checkpoint reload after upgrade is a different compatibility bug." + "reason": "Device-dependent lm_head serialization and checkpoint reload compatibility are related only broadly; the concrete bug and fix are not the same." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific missing pad_token_id in Llama4Config vs a vague report that v5 breaks many models." + "reason": "Specific missing pad_token_id on Llama4Config is not the same as the broad 'many models break' complaint." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx omission is a concrete config bug; the other issue is a broad summary complaint." + "reason": "StableLmConfig pad_token_idx regression is a distinct concrete config bug, not the same as the generic version-wide report." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen vision models, but one is 2D box output errors and the other is an infinite-loop image case." + "reason": "Both are Qwen multimodal issues, but one is 2D bbox output trouble and the other is an infinite loop on a specific image. Different symptoms." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Bounding-box hallucination/output bug vs a PretrainedConfig type-checking regression." + "reason": "Qwen3-VL output issues are unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Checkpoint reload incompatibility and meta-init incompatibility are different version/model-specific problems." + "reason": "Both are checkpoint/loading regressions, but one is generic version-upgrade reload failure while the other is a remote-code/meta-init incompatibility. Not the same bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings vs a typo in cache strategy docs/code." + "reason": "TF32 control settings and a cache-strategy typo are unrelated." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Generic v5 breakage complaint vs a specific CLI incompatibility with huggingface_hub 1.22.0." + "reason": "A broad 'v5 breaks many models' complaint is not the same as a CLI completion error from huggingface_hub 1.22.0." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import performance issue vs lazy-loading malfunction; related subsystem, not the same bug." + "reason": "Both concern import-time pain, but one is slow import and the other is lazy loading not working. Too broad to treat as the same bug." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure vs an AttributeError in _get_tied_weight_keys." + "reason": "Saving Pipeline objects and a tied-weights helper AttributeError are different save paths and failures." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning during instantiation vs Liger Kernel not being applied in model_init." + "reason": "A model-type warning and a Liger Kernel/model_init application issue are unrelated." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as a broad 'v5 breaks models' report." + "reason": "A typo in cache strategy docs/code is not the same as a broad compatibility regression report." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star slowdowns vs failing to import Qwen3_5ForCausalLM." + "reason": "Import * slowdown is unrelated to a missing Qwen3_5ForCausalLM import/export." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Reading position_ids after buffer registration vs an unspecified generic bug report." - }, - { - "left": "issue:44492", - "right": "issue:46328", - "accept": false, - "reason": "Cache-strategy typo vs a SequenceFeatureExtractor.pad performance issue." - }, - { - "left": "issue:43976", - "right": "issue:44393", - "accept": false, - "reason": "Python version support regression vs a Qwen3-VL bounding-box output bug." + "reason": "Position_ids buffer access error is not the same as a generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save_pretrained vs a generic bug report." + "reason": "Tokenizer_class mismatch in save_pretrained is distinct from an unspecified bug report." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests vs inverse_sqrt scheduler kwargs being ignored." + "reason": "A flaky integration test due to missing set_seed and a scheduler kwargs bug are different issues." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; different components." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated code paths." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg handling vs PretrainedConfig type-checking regression." + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression vs a small testing_utils bug." + "reason": "Import performance and a testing_utils bug are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "transformers env command breakage vs scheduler kwarg handling." + "reason": "Broken transformers env command and scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "CLI env breakage vs a shell-operator allowlist bypass security issue." + "reason": "Environment command breakage is unrelated to a shell-operator allowlist bypass security bug." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star slowdown vs missing HybridCache import; different root causes." + "reason": "Import * cleanup/performance and HybridCache import failure are different import/export issues." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic vs a deepseek-v4 transpose/dtype bug." + "reason": "DeepSeek-V4 gating logic and a dtype/transpose bug are different model issues." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version incompatibility vs import failure of a specific model class." + "reason": "Python-version compatibility failure and a missing Qwen module import are unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio-model support vs a weight-conversion question." + "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight-conversion question." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python support regression vs a shell command substitution security bypass." + "reason": "Python compatibility and command-substitution allowlist bypass are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward vs a tokenizer-loading regression." - }, - { - "left": "issue:43519", - "right": "issue:46655", - "accept": false, - "reason": "Qwen3VL timestamp math vs SmolVLM video padding calculation; different model bugs." + "reason": "Documentation confusion in model.forward and tokenizer loading regression are unrelated." } ] }, @@ -19870,7 +19898,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ "issue:28348", "issue:29870", @@ -19884,7 +19912,6 @@ "issue:42371", "issue:42913", "issue:43066", - "issue:43298", "issue:43352", "issue:43502", "issue:43519", @@ -19915,6 +19942,7 @@ "issue:45656", "issue:45850", "issue:46218", + "issue:46655", "issue:46894", "issue:47059", "issue:47110", @@ -19922,6 +19950,7 @@ "issue:47177" ], "soft_pairs": [ + "issue:43519|issue:46655", "issue:44315|issue:44829", "issue:44485|issue:47176", "issue:45230|issue:45656", @@ -19940,9 +19969,9 @@ "issue:42913|issue:43066", "issue:44485|issue:45468", "issue:43704|issue:44485", + "issue:42371|issue:43704", "issue:45850|issue:47177", "issue:45850|issue:47176", - "issue:42371|issue:43704", "issue:43352|issue:47177", "issue:43606|issue:45468", "issue:43502|issue:43519", @@ -19966,320 +19995,312 @@ "issue:31515|issue:38617", "issue:29870|issue:31515", "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:43298|issue:44230", - "issue:31515|issue:31795" + "issue:31515|issue:36296" ], - "prepared_review_unit_hash": "289aa7e28ede7c1d43d8e075b91e9bf4cfcc11793e354f7df0571196a0532d08", + "prepared_review_unit_hash": "d7fd9e4f6ec0c22a52745b5e3330f2acc596d703cfad6e6c01ba542377da3058", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 40921, - "estimated_input_tokens": 10231, - "estimated_eval_tokens": 20718 + "soft_pair_count": 46, + "serialized_chars": 40655, + "estimated_input_tokens": 10164, + "estimated_eval_tokens": 20584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most items are unrelated issues that only share broad wording or subsystem overlap. I rejected every soft pair as a duplicate because none appear to describe the same concrete bug/change. If a single issue must be picked as an umbrella, 45250 is the closest because it is the broadest flash-attention topic, but it is not a true canonical duplicate target for the whole cluster.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45250 is the broadest topical umbrella in the set (Flash Attention 2.0), but the overall cluster is too mixed to have a true canonical duplicate issue.", + "summary": "This cluster is mostly a noisy mix of unrelated issue reports. A few pairs share broad wording (e.g. tokenizer, flash-attention, processor bugs), but they do not appear to be the same concrete underlying bug or change. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45250 is the best representative only in a narrow flash-attention subset because its title is the most general; it is still not representative of the full cluster.", + "best_issue_reason": "issue:43519 is the closest thing to a hub because it participates in several soft-similarity links, but the linked reports still span different models and code paths, so it is not a safe canonical duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related bugs, but one is Qwen3VL timestamp math and the other is SmolVLM video padding; different code paths and fixes." + }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Different bugs: Liger Kernel application with model_init vs degenerate training from flash_attention_3. Same broad area, not the same issue." + "reason": "Model-init Liger-kernel application and flash_attention_3 training degeneration are different problems." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "Unrelated topics: GLM-5 RoPE implementation vs shell command allowlist bypass/RCE security issue." + "reason": "GLM-5 RoPE implementation and shell allowlist bypass are unrelated subsystems." }, { "left": "issue:45230", "right": "issue:45656", "accept": false, - "reason": "Generic bug report vs optimizer step being called twice with deepspeed. No concrete overlap." + "reason": "Generic bug report versus a deepspeed optimizer-step duplication bug; no shared concrete issue." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different model/bug paths: Gemma-4 audio positional encoding vs CohereASR double-shift training-loss bug." + "reason": "Gemma4AudioRelPositionalEncoding and CohereASR double-shift loss are different model-specific bugs." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding. No shared underlying defect." + "reason": "DSA indexer ReLU discussion is unrelated to Gemma4 audio positional encoding." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python/version compatibility issue vs tar/zip-slip arbitrary file write to RCE. Completely different." + "reason": "Python version compatibility and tar/zip slip RCE are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken `transformers env` command vs lazy loading behavior. Different code paths and symptoms." + "reason": "Broken `transformers env` command and lazy loading failure are different changes." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation bug vs GLM-5 RoPE implementation. Different models and failures." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE are both model internals, but not the same bug." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation issue vs archive path traversal/RCE security bug. Not related." + "reason": "RoPE implementation bug and archive write RCE are unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure vs inverse_sqrt scheduler ignoring kwargs. Different subsystems." + "reason": "Lazy loading regression and inverse_sqrt scheduler kwargs bug do not share a code path." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward inputs vs Llama 3.2 Vision model loading regression. Not the same bug." + "reason": "Documentation confusion and Llama 3.2 Vision model loading breakage are different issues." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Both are attribute-related crashes, but one is tied-weight key handling and the other is special_tokens input shape. Different causes." + "reason": "Tied-weight key crash and special_tokens dict/list error are different failures." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp computation in Qwen3VL processor vs scheduler kwargs handling. No overlap." + "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance discussion vs VRAM leak with multiple dataloader threads. Different changes." + "reason": "Import-star cleanup and Qwen3ForCausalLM VRAM leak are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "`transformers env` regression vs import failure for `Qwen3_5ForCausalLM`. Separate issues." + "reason": "CLI env command breakage and Qwen3_5ForCausalLM import failure are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v4/v5, but one is a generic behavior difference and the other is a wrong decoder type. Not the same concrete bug." + "reason": "Both mention tokenizer v5 behavior, but one is broad behavior drift and the other is a specific decoder-type issue; not enough to treat as one bug." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both touch positional math, but GLM-5 RoPE and Gemma-4 audio positional encoding are different implementations and failures." + "reason": "Different model families and different math paths." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in threaded Qwen3 inference vs GLM-5 RoPE bug. Unrelated." + "reason": "VRAM leak in multi-threaded dataloaders and RoPE implementation are unrelated." }, { - "left": "issue:45850", - "right": "issue:47177", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Broad complaint about version 5 breaking models vs archive path traversal/RCE. No meaningful match." + "reason": "TF32 behavior settings and VRAM leak are unrelated." }, { "left": "issue:45850", - "right": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "Broad regression complaint vs command substitution allowlist bypass. Different problems." + "reason": "Broad v5 regression complaint and archive RCE are unrelated." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:45850", + "right": "issue:47176", "accept": false, - "reason": "TF32 API guidance issue vs VRAM leak in dataloader threads. Unrelated." + "reason": "Broad v5 regression complaint and shell allowlist bypass are unrelated." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Flash Attention 2.0 support request for NemotronHForCausalLM vs zip-slip RCE. Completely different." + "reason": "Flash Attention 2.0 support gap and archive RCE are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch in CI vs Gemma-4 audio positional encoding. Different bug areas." + "reason": "CPU offload device mismatch and Gemma4 audio positional encoding are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only still making API calls vs Qwen3VL timestamp calculation. No shared underlying defect." + "reason": "Local-files-only network request leak and processor timestamp bug are different issues." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight key crash vs CLI completion compatibility failure with huggingface_hub 1.22.0. Different root causes." + "reason": "Tied-weight key crash and CLI completion API breakage are unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug vs missing files in `processor.save_pretrained(...)`. Different issues." + "reason": "Processor timestamp calculation and processor.save_pretrained missing files are different bugs." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Generic '5.0 breaks models' complaint vs import error for `Qwen3_5ForCausalLM`. Not duplicates." + "reason": "Generic v5 breakage and Qwen3_5ForCausalLM import failure are unrelated." }, { - "left": "issue:44230", + "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "FP8 inference support request for Qwen3-VL/Qwen3.5 MoE vs Gemma-4 audio positional encoding bug. Different models and features." + "reason": "GlmMoeDsaIndexer torch.split issue and Gemma4 audio positional encoding are unrelated." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in dataloader threads vs a small testing_utils bug. No overlap." + "reason": "VRAM leak and a testing_utils bug are unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic topic title. Too broad to treat as the same concrete change." + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic title; not enough to prove the same underlying change." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronH vs missing `Qwen3_5ForCausalLM` import. Different problems." + "reason": "Missing FA2 support for Nemotron and Qwen3_5ForCausalLM import failure are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols/modules (`HybridCache` vs `Qwen3_5ForCausalLM`). Not the same bug." + "reason": "HybridCache import error and Qwen3_5ForCausalLM import error are different modules and fixes." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling crash vs chat-template tokenization crash with tool-call assistant messages. Different code paths." + "reason": "Tied-weight crash and chat-template tool-call crash are different code paths." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 model support request vs missing saved processor files. No concrete overlap." + "reason": "FP8 support request and processor.save_pretrained file omission are unrelated." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated placeholder issue title. Not a duplicate." + "reason": "Scheduler kwargs bug and the unrelated placeholder issue title are not the same bug." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Placeholder/unrelated issue title vs archive traversal/RCE security bug. No relation." + "reason": "Unemployment placeholder issue and archive RCE are unrelated." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Placeholder/unrelated issue title vs command-substitution allowlist bypass. Different issues." + "reason": "Unemployment placeholder issue and shell allowlist bypass are unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2.0 support requests, but for different model classes and no evidence of the same concrete code-path problem." + "reason": "Both are Flash Attention 2.0 support topics, but they target different model classes and likely different code paths." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs unrelated placeholder issue title. Not duplicates." + "reason": "Cache-strategy typo and unrelated placeholder issue are unrelated." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment bug vs unrelated placeholder issue title. No overlap." + "reason": "CLIPOutput attention regression and unrelated placeholder issue are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request vs Qwen3.5 MoE from_pretrained error under transformers>=5.4.0. Related model family, but different concrete failures." + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained load error are different problems." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading vs ImportError for `layer_type_validation`. Different subsystems." + "reason": "Slow checkpoint loading and a missing import are unrelated." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate decoder_attention_mask UnboundLocalError vs slow from_pretrained checkpoint loading. Unrelated." + "reason": "BART generate decoder-mask error and slow from_pretrained loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting failure on training abort vs slow checkpoint loading. Different problems." + "reason": "MLflow finalization on failure and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow from_pretrained loading vs tensor-parallel training bug. No shared bug." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching audio-model support vs fp8 inference support for Qwen3-VL/Qwen3.5 MoE. Both are feature requests, not the same one." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Slow model loading vs documentation confusion about forward arguments. Different issue types and code paths." + "reason": "Slow checkpoint loading and tensor-parallel training bug are unrelated." } ] }, @@ -20298,22 +20319,28 @@ "review_unit_count": 66, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-533", + "cluster_id": "cluster-10000-535", "nodes": [ + "issue:31515", + "issue:31795", "issue:37934", "issue:42936", "issue:43240", + "issue:43298", "issue:43668", "issue:43717", "issue:43813", "issue:44031", + "issue:44230", "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:43298|issue:44230", + "issue:31515|issue:31795", "issue:43717|issue:46144", "issue:42936|issue:46018", "issue:43668|issue:44031", @@ -20327,106 +20354,118 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "d060d6efa04dc84d3ebf55f6253a97de7c60dade99b33fe9b3ee0279a19b4b25", + "prepared_review_unit_hash": "02066b81cca16f5bbce4ea45d98fae0465a23e79f20bed67bdf11e5956be25b2", "component_budget": { - "node_count": 533, - "item_count": 533, - "soft_pair_count": 1964, - "serialized_chars": 1018552, - "estimated_input_tokens": 254638, - "estimated_eval_tokens": 509532 + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 12, - "serialized_chars": 8611, - "estimated_input_tokens": 2153, - "estimated_eval_tokens": 4562 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 14, + "serialized_chars": 11436, + "estimated_input_tokens": 2859, + "estimated_eval_tokens": 5974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are not duplicates: they span unrelated models, configs, warnings, and typo/behavior bugs across different code paths. No pair looks like the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the set is heterogeneous and does not cluster around one bug or feature change.", - "canonical_pr_reason": "No pull requests are present.", - "best_issue_reason": "Issue 42936 is the strongest standalone report because it names a specific model, a concrete missing-use bug, and has the clearest actionable symptom.", - "best_pr_reason": "No pull requests are present.", + "summary": "No true duplicate cluster is present here: the issues span unrelated topics (checkpoint loading speed, docs, norm typing, tokenizer warnings, model architecture questions, etc.), so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items do not describe one underlying bug or change, so there is no safe duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative of a duplicate set; if forced, issue 43240 is the broadest and most actionable, but it is not a true canonical duplicate target.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous-batching support and fp8 MoE inference are different feature gaps with different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed and forward-input documentation are unrelated concerns." + }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Different model families and different bugs: Mamba init-weights behavior vs RoFormer attention interface usage." + "reason": "Mamba/Mamba-2 init weight behavior and RoFormer attention interface usage are distinct implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model-specific bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint issue in ModernBERTConfig is not the same as a tokenizer regex warning regression." + "reason": "A config type-hint typo and tokenizer regex warning behavior are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "One is about a model-specific ignore_value parameter; the other is about kwargs not being forwarded to a loss function." + "reason": "Mask2Former ignore_value usage and loss kwargs propagation are separate API/model behaviors." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage are separate code paths and bugs." + "reason": "Loss kwargs forwarding and RoFormer attention plumbing are not the same underlying defect." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling does not match a tokenizer warning regression." + "reason": "Mask2Former ignore_value handling does not overlap with tokenizer warning regressions." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These affect different architectures and distinct implementation layers." + "reason": "These affect different models and different failure modes; not mergeable as one fix." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A Mask2Former behavior bug is not the same as a quantization-attribute typo." + "reason": "Mask2Former loss-input behavior and a quantization attribute typo are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type annotation in config is unrelated to a typo in a quantization field name." + "reason": "Incorrect type hints in ModernBERTConfig and a typo in quantization conversion are separate issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation and fixing a config type hint are different defects." + "reason": "Loss-function kwargs forwarding and config annotation correctness do not describe the same bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMS-norm implementation question for Llama4TextL2Norm is unrelated to a ModernBERT norm_eps type hint." + "reason": "A question about Llama4TextL2Norm semantics is unrelated to a ModernBERT config type hint." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERTConfig norm_eps typing do not describe the same bug." + "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are unrelated model-specific problems." } ] }, @@ -20445,8 +20484,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -20459,52 +20498,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "cac86e5bce768c272656a354c1b0666c7281c2bad37cb1cb977ef06d66c2dadf", + "prepared_review_unit_hash": "d6f5bd07411c8a67e211f6e56d0a7ba0c12f6f514298fc8a3b62d35b8b1e5533", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word time offsets. The cluster looks spurious; no duplicates to merge.", + "summary": "These three issues are not duplicates: they cover unrelated topics (token truncation behavior, ReduceLROnPlateau-like functionality, and Wav2Vec2 word boundary offsets).", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue exists for deduping because the cluster is heterogeneous and the three issues address different features/problems.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If an anchor must be chosen, issue 11307 is the most discussion-heavy and concrete, but it is still unrelated to the other two issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different areas and requests: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps." + "reason": "Different domains and requests: truncation direction for tokenization vs Wav2Vec2 word time offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated functionality: truncation strategy option vs learning-rate scheduler behavior." + "reason": "Unrelated feature requests: truncation option vs scheduler behavior/functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different code paths and goals: scheduler adaptation vs extracting token/word offsets from audio model outputs." + "reason": "No shared bug or code path; scheduler functionality and Wav2Vec2 offset extraction are separate topics." } ] }, @@ -20523,8 +20562,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -20536,12 +20575,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "123b400b83b96fcddc280b4b2633058af1b4c23ae9f3712be93748ff166c9663", + "prepared_review_unit_hash": "88fffc4734a27db1ce066c6353a2d01199aef26d8d6cb19be5568e8d1f64247c", "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 }, @@ -20549,7 +20588,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -20558,24 +20597,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not a true duplicate set: one issue is about Tapas tokenization, and the other two are about model loading/download failures, but they point to different failure modes. Issue 16618 is the broadest representative of the loading-error side, while 15980 is specifically about private-model auth messaging.", + "summary": "The three issues are not true duplicates: one is about Tapas tokenization, one about a misleading auth/download error, and one about failing to load bert-base-uncased. The soft-similarity links look superficial rather than the same underlying bug.", "confidence": 0.89, - "canonical_issue_reason": "Issue 16618 is the most general representative of the cluster\u2019s model-loading problems; the other two are either unrelated (13244) or narrower/auth-specific (15980).", + "canonical_issue_reason": "Issue 16618 is the best single representative of the cluster because it is the clearest, most concrete runtime failure report; however, the cluster is heterogeneous and the other issues are not duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the best issue to anchor the cluster because it captures the broader user-facing load failure theme, whereas 15980 is a specific login/error-message case and 13244 is a different tokenization problem.", + "best_issue_reason": "16618 is the strongest standalone issue here: it describes a specific model-loading failure with a clear user-facing symptom, unlike the other two unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different underlying bug from failing to load bert-base-uncased; they affect different code paths and symptoms." + "reason": "Tapas tokenization mismatch and bert-base-uncased loading failure are different components and failure modes; they do not describe the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "15980 is about an unauthenticated private-model download and bad error messaging, while 16618 is a public-model load failure; not the same concrete bug." + "reason": "A bad error message when downloading a private model without login is an authentication/message-quality issue, not the same as failing to load bert-base-uncased." } ] }, @@ -20594,8 +20633,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-19631-3", "nodes": [ @@ -20607,7 +20646,7 @@ "issue:19631|issue:22372", "issue:19631|issue:20362" ], - "prepared_review_unit_hash": "d37841b74d599ded462731174b3434f6e1b58fa16d0709548690e4b1ea7a321d", + "prepared_review_unit_hash": "5329c6df7acea51a52f6f5de6e2f7b7c9c9381f523ed972ab2efe294237e43b0", "component_budget": { "node_count": 3, "item_count": 3, @@ -20629,24 +20668,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate feature requests for different model additions (EDSR/MDSR, FlexiBERT, Restormer). They share only a generic \"Add \" shape, so there is no duplicate relationship here.", - "confidence": 0.97, - "canonical_issue_reason": "issue:19631 is the oldest and most discussed item, so it is the best cluster representative, but it is still a distinct request rather than a duplicate of the others.", + "summary": "These are three separate feature requests for adding different models (EDSR/MDSR, FlexiBERT, Restormer). They share the same request pattern but not the same underlying change, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:19631 is the strongest representative by age and discussion activity; however, all three issues should remain separate because they request different models.", + "best_issue_reason": "issue:19631 is the broadest and earliest request, but only as a cluster representative; it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:19631", "right": "issue:20362", "accept": false, - "reason": "Different model targets: EDSR/MDSR vs FlexiBERT. The similarity is only the generic request pattern, not the same underlying issue." + "reason": "Different model addition requests with no shared code path or concrete duplicate target; only the phrasing is similar." }, { "left": "issue:19631", "right": "issue:22372", "accept": false, - "reason": "Different model targets: EDSR/MDSR vs Restormer. No shared code-path or concrete duplicate problem is evident." + "reason": "Both are 'Add X' requests, but they refer to different models and likely different implementation work, so they are not the same issue." } ] }, @@ -20665,8 +20704,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-15", "nodes": [ @@ -20736,7 +20775,7 @@ "issue:47299|issue:47402", "issue:46226|issue:47299" ], - "prepared_review_unit_hash": "bcc7d539f32b36453c8b5b015d51b06f1183f2fbe4908db89edce127392aa048", + "prepared_review_unit_hash": "f93c7f162e1374f6f3b23504c0357ffd10c920d56ace0b4c027b3711c2f28a6a", "component_budget": { "node_count": 15, "item_count": 15, @@ -20758,300 +20797,294 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes one unrelated feature request pair (Flash Attention vs GGUF) with many separate docs-translation issues for different languages. The i18n items are superficially similar, but they are not the same underlying change, so none of the soft edges should be merged.", - "confidence": 0.59, - "canonical_issue_reason": "issue:43834 is the cleanest generic i18n template and the most central representative of the translation-request subgroup, but the overall set is not a true duplicate cluster.", + "summary": "This cluster is not a true duplicate set: one feature pair is unrelated (Flash Attention 2 vs GGUF), and the rest are similarly themed but distinct documentation-translation requests for different languages/placeholders.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43834 is the most generic and centrally connected translation-template issue, so it is the best representative anchor if one must pick a canonical issue; however, the linked language-specific requests are not actual duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the closest thing to a hub among the translation issues, but it still represents a distinct language-specific request rather than a mergeable duplicate.", + "best_issue_reason": "No single issue is a strong global duplicate canonical because the cluster mixes unrelated feature requests with distinct locale-specific translation tasks; 43834 is only the closest representative by template similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Flash Attention support and GGUF support are different feature requests in different code paths." + "reason": "Different feature requests: Flash Attention 2 support vs GGUF support. Same broad subsystem, but not the same underlying change." }, { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Both are docs translation requests, but for separate language targets; not the same issue." + "reason": "Same translation-template pattern, but different language-specific request; not the same docs translation task." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Both are docs translation requests, but for separate language targets; not the same issue." + "reason": "Same translation-template pattern, but different language-specific request; not the same docs translation task." }, { "left": "issue:27088", "right": "issue:47402", "accept": false, - "reason": "Both are translation-template issues, but they appear to be distinct language-specific requests." + "reason": "Same translation-template pattern, but different language-specific request; not the same docs translation task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Same translation template, but the issues are language-specific and not the same underlying task." + "reason": "Same translation-template pattern, but one is Turkish-specific while the other is a generic placeholder; not the same issue." }, { "left": "issue:27088", "right": "issue:30191", "accept": false, - "reason": "Turkish docs translation and Persian docs translation are separate language requests." + "reason": "Different translation requests for different locales; similar template, but not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation and the generic translation template are not the same concrete request." + "reason": "Same docs-translation template, but Spanish vs generic placeholder; distinct request." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish docs translations are separate language issues." + "reason": "Different target languages (Turkish vs Spanish), so these are separate translation requests." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different target languages; these are separate translation requests, not duplicates." + "reason": "Same translation template, but different locale request; not a duplicate." }, { "left": "issue:28936", "right": "issue:30240", "accept": false, - "reason": "Spanish and Polish docs translations are distinct language-specific issues." + "reason": "Different target languages, so these are separate translation tasks." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian docs translations are distinct language-specific issues." + "reason": "Different target languages, so these are separate translation tasks." }, { "left": "issue:30191", "right": "issue:30240", "accept": false, - "reason": "Persian and Polish translation issues are separate language requests." + "reason": "Different language translation requests; same template, not the same underlying issue." }, { "left": "issue:28936", "right": "issue:30191", "accept": false, - "reason": "Spanish and Persian translation issues are separate language requests." + "reason": "Different target languages (Spanish vs Persian), so these are distinct requests." }, { "left": "issue:30240", "right": "issue:44370", "accept": false, - "reason": "Polish translation and the generic template are not the same concrete translation task." + "reason": "Different language/placeholder translation requests; same template only." }, { "left": "issue:30240", "right": "issue:44365", "accept": false, - "reason": "Polish translation and the generic template are not the same concrete translation task." + "reason": "Different language/placeholder translation requests; same template only." }, { "left": "issue:30240", "right": "issue:47402", "accept": false, - "reason": "Polish translation and the generic template are not the same concrete translation task." + "reason": "Different language/placeholder translation requests; same template only." }, { "left": "issue:30240", "right": "issue:43834", "accept": false, - "reason": "Polish translation and the generic template are not the same concrete translation task." + "reason": "Polish-specific translation request vs generic placeholder template; not the same issue." }, { "left": "issue:30240", "right": "issue:47299", "accept": false, - "reason": "Polish docs translation and the Thai/branded translation-like issue are not the same request." + "reason": "Different language/placeholder translation requests; similar wording is not enough to merge." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation and the generic template are not the same concrete request." + "reason": "Different language translation requests; same template, not duplicates." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation and the generic template are not the same concrete request." + "reason": "Different language translation requests; same template, not duplicates." }, { "left": "issue:38435", "right": "issue:47402", "accept": false, - "reason": "Romanian translation and the generic template are not the same concrete request." + "reason": "Different language translation requests; same template, not duplicates." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation and the generic template are not the same concrete request." + "reason": "Romanian-specific request vs generic placeholder template; distinct issue." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "Romanian translation and the Thai/branded translation-like issue are not the same request." + "reason": "Different translation requests; no evidence they refer to the same locale or work item." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are template-like translation issues, but they do not identify the same language or change." + "reason": "Generic placeholder translation issue versus another placeholder translation issue; similar structure, but not enough to prove the same underlying request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Both are template-like translation issues, but they do not identify the same language or change." + "reason": "Generic placeholder translation issue versus another placeholder translation issue; similar structure, but not enough to prove the same underlying request." }, { "left": "issue:43834", "right": "issue:47402", "accept": false, - "reason": "Both are template-like translation issues, but they do not identify the same language or change." + "reason": "Generic placeholder translation issue versus another placeholder translation issue; similar structure, but not enough to prove the same underlying request." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "Template-like translation issue versus a different translation-like request; not the same underlying task." + "reason": "Generic placeholder translation issue versus another placeholder translation issue; similar structure, but not enough to prove the same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "These look like separate translation/request artifacts, not one mergeable issue." + "reason": "Looks like another distinct placeholder/spam-like translation request; no evidence it is the same issue as 43834." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both are translation-template issues, but they are not the same language-specific request." + "reason": "Generic template similarity only; no proof they are the same locale or same translation task." }, { "left": "issue:44365", "right": "issue:47402", "accept": false, - "reason": "Both are translation-template issues, but they are not the same language-specific request." + "reason": "Generic template similarity only; no proof they are the same locale or same translation task." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Template-like translation issue versus a different translation-like request; not the same underlying task." + "reason": "Generic template similarity only; no proof they are the same locale or same translation task." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "These appear to be separate translation/request artifacts, not duplicates." + "reason": "Different placeholder/translation-style issues; similarity alone is not enough to merge." }, { "left": "issue:44370", "right": "issue:47402", "accept": false, - "reason": "Both are translation-template issues, but they are not the same language-specific request." + "reason": "Generic template similarity only; no proof they are the same locale or same translation task." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Template-like translation issue versus a different translation-like request; not the same underlying task." + "reason": "Generic template similarity only; no proof they are the same locale or same translation task." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "These appear to be separate translation/request artifacts, not duplicates." + "reason": "Different placeholder/translation-style issues; similarity alone is not enough to merge." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." - }, - { - "left": "issue:46222", - "right": "issue:47402", - "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { - "left": "issue:46226", + "left": "issue:46222", "right": "issue:47402", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { - "left": "issue:46226", + "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { - "left": "issue:43834", + "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { "left": "issue:46931", "right": "issue:47402", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { "left": "issue:47299", "right": "issue:47402", "accept": false, - "reason": "Both are translation-like issues, but they do not point to the same concrete language request." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "These are different translation-like requests with different text/targets, so not the same issue." + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." } ] }, @@ -21070,8 +21103,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-22", "nodes": [ @@ -21155,46 +21188,46 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "3cc60960208b1d71e2fbeaa898c87d00a5e84e3ad84c76ef09c7a875ffae7506", + "prepared_review_unit_hash": "791104f794b2a0aabbe67b469d50d47b720d6c450b9846b6dd91099088361263", "component_budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 55, - "serialized_chars": 31690, - "estimated_input_tokens": 7923, - "estimated_eval_tokens": 16102 + "serialized_chars": 31683, + "estimated_input_tokens": 7921, + "estimated_eval_tokens": 16098 }, "budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 55, - "serialized_chars": 31690, - "estimated_input_tokens": 7923, - "estimated_eval_tokens": 16102 + "serialized_chars": 31683, + "estimated_input_tokens": 7921, + "estimated_eval_tokens": 16098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose set of model-request/support issues across unrelated models and modalities. The titles are superficially similar, but they do not describe the same underlying change, so there is no good canonical duplicate target here.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These issues are mostly separate model-request tickets across different model families and modalities. The name similarities are superficial, so I would not merge any of the soft pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No true duplicate canonical exists in this set; issue 37015 is the closest representative only because it is a standard model-add request with substantial discussion, but it should not absorb the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 37015 is the most representative hub-like request among these, but the cluster is not actually duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Both are keypoint matcher requests, but RoMa and LoMa are different models/changes." + "reason": "RoMa and LoMa are different keypoint models; similar naming only." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different domains: keypoint matching vs a MiniCPM3 model architecture request." + "reason": "Different model families and unrelated integration requests." }, { "left": "issue:36817", @@ -21206,241 +21239,241 @@ "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS are different model families and tasks." + "reason": "Different tasks: EuroBert config vs Qwen3-TTS audio support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "A config update for EuroBert is not the same as adding RF-DETR." + "reason": "EuroBert and RF-DETR are distinct models with no shared code-path." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config work is unrelated to Xiaomi MiMo support." + "reason": "EuroBert and MiMo are unrelated model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct detection model requests." + "reason": "RF-DETR and DEIMv2 are separate vision models." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different model requests: RF-DETR vs LFM2.5 Audio 1.5B." + "reason": "RF-DETR and LFM2.5 Audio are different modalities and models." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and a weight-sparse transformer request are not the same change." + "reason": "Object-detection model support and sparse-transformer support are unrelated." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Object detection model support and Qwen3-ASR support are unrelated." + "reason": "RF-DETR and Qwen3-ASR are different model requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different models and tasks." + "reason": "RF-DETR and Qwen3-TTS target different model types." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are separate model support requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated models." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support is unrelated to the OpenAI weight-sparse transformer request." + "reason": "NeoBERT addition and weight-sparse transformer support are different changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different architectures and tasks." + "reason": "NeoBERT and LFM2.5 Audio are unrelated requests." }, { "left": "issue:37015", "right": "issue:37334", "accept": false, - "reason": "NeoBERT and LLMDet are distinct model additions, not one bug/change." + "reason": "NeoBERT and LLMDet are different model integrations." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model requests." + "reason": "RF-DETR and NeoBERT are distinct models with no common bug." }, { "left": "issue:37334", "right": "issue:41115", "accept": false, - "reason": "LLMDet support and MiniCPM3 architecture work are different model integrations." + "reason": "LLMDet and MiniCPM3 are different model requests." }, { "left": "issue:37334", "right": "issue:43837", "accept": false, - "reason": "LLMDet and Qwen3-ASR are unrelated model support requests." + "reason": "LLMDet and Qwen3-ASR are unrelated." }, { "left": "issue:37334", "right": "issue:43671", "accept": false, - "reason": "LLMDet and Qwen3-TTS are different tasks and code paths." + "reason": "LLMDet and Qwen3-TTS are different model support requests." }, { "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "LLMDet support and ModernVBERT models are not the same underlying change." + "reason": "LLMDet and ModernVBERT are separate model additions." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are different model requests." + "reason": "MiniCPM3 and Qwen3-ASR are unrelated model families." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the OpenAI sparse transformer request do not describe the same change." + "reason": "MiniCPM3 support and sparse-transformer support are different changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are unrelated model additions." + "reason": "MiniCPM3 and ModernVBERT are distinct requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are distinct model support requests." + "reason": "DEIMv2 and Qwen3-TTS are different model support requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model families." + "reason": "NeoBERT and ModernVBERT are separate model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT model support is unrelated to Qwen3-ASR support." + "reason": "ModernVBERT and Qwen3-ASR are unrelated." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model additions." + "reason": "ModernVBERT and Qwen3-TTS are different models and tasks." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are not the same feature." + "reason": "BERT-like RoPE support and Voxtral TTS are not the same issue." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and generic BERT-like RoPE support are related only broadly, not the same change." + "reason": "ModernVBERT and generic RoPE/BERT-like support are different requests." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE support is unrelated to Xiaomi MiMo." + "reason": "RoPE BERT-like models and MiMo are unrelated model families." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support and a personal-name issue are unrelated." + "reason": "The user-name issue is not a model request and is unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "MiMo and SAM3-LiteText are different model support requests." + "reason": "MiMo and SAM3-LiteText are different model domains." }, { "left": "issue:37334", "right": "issue:42954", "accept": false, - "reason": "LLMDet support and Xiaomi MiMo are unrelated model requests." + "reason": "LLMDet and MiMo are unrelated model requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "Xiaomi MiMo and Qwen3-TTS are different model families." + "reason": "MiMo and Qwen3-TTS are distinct model additions." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and Xiaomi MiMo are not the same underlying request." + "reason": "ModernVBERT and MiMo are different model families." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo and DeepSeek-OCR2 are unrelated model additions." + "reason": "MiMo and DeepSeek-OCR2 are unrelated requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and separate support requests." + "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but target different audio tasks." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model support tasks." + "reason": "Qwen3-TTS and Voxtral TTS are different concrete model support requests." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." + "reason": "TTS support and weight-sparse transformer support are unrelated changes." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and the sparse transformer request are not the same code-path problem." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated models." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio models." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model support requests." + "reason": "Qwen3-ASR and EUPE are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR model support and weight-sparse transformer support are different changes." + "reason": "ASR support and sparse-transformer support are different code paths." }, { "left": "issue:43909", @@ -21452,67 +21485,67 @@ "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink options are different changes." + "reason": "Audio model support and Granite SWA+sink option are different changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are distinct model additions." + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture work and Voxtral TTS support are unrelated." + "reason": "MiniCPM3 and Voxtral TTS are distinct model support tickets." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model requests." + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS have no shared underlying bug/change." + "reason": "NeoBERT and Voxtral TTS are unrelated models." }, { "left": "issue:37334", "right": "issue:45027", "accept": false, - "reason": "LLMDet support and Voxtral TTS support are unrelated." + "reason": "LLMDet and Voxtral TTS are different model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are separate model support requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different Meta/DeepMind model requests." + "reason": "EUPE and TIPSv2 are different model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo and a name-only issue are clearly not the same change." + "reason": "MiMo and the Mirko Privitera issue are unrelated." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and a name-only issue are unrelated." + "reason": "ModernVBERT and the Mirko Privitera issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a name-only issue are unrelated." + "reason": "Voxtral TTS and the Mirko Privitera issue are unrelated." } ] }, @@ -21531,8 +21564,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -21542,12 +21575,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "5e041c3e70b2184d9600b1e23c70090aaa65e0f482c96f82f2b0bedb26217907", + "prepared_review_unit_hash": "41abd028d4be05c3db3f80ff1e49203b4827f9ea820a4324f8b2d48e157d64d7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -21555,7 +21588,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -21564,7 +21597,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate or same-underlying-change relationship is evident.", + "summary": "These issues are unrelated: #38740 is a docs request to add Pruna as an optimization framework, while #46443 is a Vision RoPE refactor. There is no duplicate/merge relationship here.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -21575,7 +21608,7 @@ "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and scopes: documentation/framework listing vs a Vision RoPE code refactor. They do not describe the same bug or change." + "reason": "Different topics and artifact types: a documentation/framework listing request versus a Vision RoPE code refactor. They do not appear to describe the same underlying bug or change." } ] }, @@ -21594,8 +21627,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -21605,7 +21638,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "b3ab2f23bfbf83089200bdd35408b71073ef6a3eb73fbe7fdb47e02fb045dac1", + "prepared_review_unit_hash": "549414449385174cce4b25c5c6b32c47b3f9b257380db62968cc1dabcb6f8f05", "component_budget": { "node_count": 2, "item_count": 2, @@ -21627,18 +21660,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests Set Block Decoding, the other asks for DeepSeek v3.2 support. They describe different feature areas and different underlying work.", + "summary": "These two issues are not duplicates: one is about set block decoding, the other is a feature request for DeepSeek v3.2 support.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits this cluster because the issues are about different requests and do not share the same underlying bug or change.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: the titles and implied scopes are unrelated; block decoding behavior is a codec/runtime feature request, while DeepSeek v3.2 support is model compatibility work." + "reason": "Different underlying requests and likely different code paths; no indication they describe the same bug or change." } ] }, @@ -21657,8 +21690,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -21668,40 +21701,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "5f3b891ba5f8b465396304c3e6ee07c0dfc862e72ef572ef41a97e1912661d71", + "prepared_review_unit_hash": "724a5c0ad7f537123efaf7c0136a794df609ed155f3529213b09f2119816e4ec", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature requests in the same general 'Tiled' area, but they target different components and changes: one is about a from_pretrained() flag for TiledFusedLogitsLoss/FLCE, the other is about integrating TiledMLP for lower memory use.", + "summary": "The pair does not look like a duplicate cluster. One issue is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other is about integrating TiledMLP for lower memory use; they target different features and code paths.", "confidence": 0.97, - "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped API request and is the better anchor for this cluster; 41826 is a separate TiledMLP feature proposal.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the best representative issue because it describes a specific user-facing change with a clear code path, whereas 41826 is a different feature area.", + "best_issue_reason": "No single canonical issue stands out because these are distinct requests rather than the same underlying bug/change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests: one asks for a from_pretrained() flag for TiledFusedLogitsLoss/FLCE, the other proposes TiledMLP integration for memory reduction. They are related only at a broad subsystem level, not the same bug/change." + "reason": "Different requested changes: FLCE flag plumbing in `from_pretrained()` vs TiledMLP integration for memory reduction. Shared broad optimization context is not enough to treat them as the same issue." } ] }, @@ -21720,8 +21753,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -21731,12 +21764,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "7b7bd12133201876507696bf8cc5698b84410e251b1d434fe7e3f7f85f14c61e", + "prepared_review_unit_hash": "e4ecd68c60a7aac7ae01989ce5d3686a8d49407e4639b38943c73e2738fc5e59", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1582, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -21744,7 +21777,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1582, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -21753,18 +21786,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior and the other about FLOPS estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43598 is the more concrete Trainer-behavior bug report, centered on a specific setting (`remove_unused_column`) and its customizability impact.", + "summary": "The two issues both mention Trainer customizability, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They are related in theme, not the same bug.", + "confidence": 0.87, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the better anchor for this cluster because it is specific, actionable, and directly tied to a single Trainer code path.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share a broad theme of custom Trainer support, but one concerns column removal/customizability while the other concerns FLOPS counting. Different underlying bugs and likely different fixes." + "reason": "Different underlying concerns. #43598 is about making `remove_unused_column` more customizable in Trainer; #43600 is about accounting for custom trainers when estimating FLOPS. Shared Trainer/customization context is too broad to treat as duplicates." } ] }, @@ -21783,8 +21816,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -21794,12 +21827,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a2d7233a7f05c12dcec207254326c83cf7110dd953df637d747e4ebe9ce74263", + "prepared_review_unit_hash": "8537a5d966e6ee1fa84cc8c41ed6be50d0e7b3dac6d849daddbcaf0caf98d169", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -21807,7 +21840,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -21816,18 +21849,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad \u201cadd model support to AutoModel\u201d level, but they target different Qwen model families and different auto classes, so they should not be deduplicated.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43684 is the broader and more central representative: it requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, whereas the other issue is a narrower sequence-classification request for Qwen3.5.", + "summary": "Both items are feature requests for different Qwen model variants and different AutoModel APIs, so they do not look like duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the more general registration request and targets core AutoModel/AutoModelForConditionalGeneration support for Qwen3-Omni, making it the broader canonical issue within this pair.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the better cluster representative because it is the more general model-registration request and closer to the likely architectural change, while 44405 is a separate, narrower capability gap.", + "best_issue_reason": "#43684 is the best representative because it describes the underlying model-registration gap at the framework level rather than a specific downstream task head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support for Qwen3_5Config. Same broad subsystem, but not the same bug or fix." + "reason": "Different concrete requests: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. They concern different model families and different code paths, so they should not be merged." } ] }, @@ -21846,8 +21879,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -21864,76 +21897,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "625c8bbbf53745591b6c9087b551d4ac0c02b0dc10e102c75cb869f682556466", + "prepared_review_unit_hash": "5b68de6837469c80190e2f28219d29e699e929f684a5451437b4acff18018176", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues are near-identical placeholders titled \"huggingface\" and likely duplicate each other; \"Fett\" appears unrelated. No PRs are present.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports and is the clearest representative of that duplicate cluster.", + "summary": "Three issues share the exact same title \"huggingface\" and appear to be duplicate placeholder reports; the \"Fett\" issue is unrelated. I would cluster the three huggingface issues together and keep issue 43845 as the representative canonical issue.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" reports and is a reasonable representative for the duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best single issue to keep because it matches the repeated topic and predates the other near-duplicate \"huggingface\" reports.", + "best_issue_reason": "Issue 43845 is the best single issue to keep because it is the earliest matching report and has the same exact title as the other likely duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "\"Fett\" does not match the repeated \"huggingface\" topic, and there is no concrete evidence they describe the same problem." + "reason": "Different titles and no shared content beyond generic similarity; no evidence they describe the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "\"Fett\" appears unrelated to the \"huggingface\" reports; title similarity is too weak to treat them as the same issue." + "reason": "Different titles and no concrete evidence of a shared underlying bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No meaningful overlap beyond being closed issues; the topics do not line up." + "reason": "Different titles and no concrete evidence of a shared underlying bug." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "They have the same title, were opened minutes apart, and nothing in the available metadata distinguishes them as different bugs." + "reason": "Same exact title, same general metadata pattern, and created seconds apart; they look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "This appears to be the same repeated \"huggingface\" issue report, with no evidence of a distinct underlying problem." + "reason": "Same exact title and same topic; despite a later timestamp, they still look like duplicate reports of the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same repeated \"huggingface\" title and no differentiating content; likely duplicate reports of the same issue." + "reason": "Same exact title and same topic; these look like duplicate reports of the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet: the three \"huggingface\" issues share the same title and are close enough in timing to plausibly form a duplicate cluster, while \"Fett\" is not well supported as related. The choice of 43845 as the canonical/earliest representative is reasonable, and the soft-edge verdicts stay mostly conservative." + "feedback": "The cluster decision is grounded in the packet: 43845, 43846, and 43859 share the same title, while 43835 is clearly different. The canonical pick of 43845 as the earliest of the matching reports is reasonable. The only mild caveat is that \"placeholder reports\" is an inference, but the overall summary and pairwise verdicts stay within conservative bounds." }, "evaluator_used": true, "retried": false, @@ -21949,8 +21982,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -21975,106 +22008,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "0037db997ec137ca3beba49762766d561fbfee8119d46ad07a8f83aa320db6c8", + "prepared_review_unit_hash": "d98dde3f13f42e0b00e24b109a2dd8f7c1dca7e11638ad0a811a340aea33c880", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7346, - "estimated_input_tokens": 1837, - "estimated_eval_tokens": 3930 + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7346, - "estimated_input_tokens": 1837, - "estimated_eval_tokens": 3930 + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues look like unrelated low-signal/spam reports rather than duplicates of one concrete bug or change. No soft edge has enough evidence to merge.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly low-information, likely spam/off-topic issues with no concrete shared bug report or fix. A few issues share the literal title \"\", but that is not enough to treat them as duplicates of the same underlying problem.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44572 is the cleanest placeholder canonical because it matches the other identical \"\"-titled items most closely, but none of the issues provide enough substantive detail to justify a real canonical bug report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the only non-spam title and is the cleanest representative if one must be chosen, but it still lacks enough detail to serve as a true canonical duplicate target.", + "best_issue_reason": "None of these are strong canonical issue candidates; 44572 is only the least-bad placeholder due to matching the repeated spam title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled \"\", but there is no issue text or concrete shared defect/change to show they are the same underlying report." + "reason": "Both are generic spam-labeled issues with no substantive description; same title pattern is not enough to show the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same spam-like title, but no substantive content links them to the same bug or change." + "reason": "Identical spam-style titles, but no concrete bug, request, or shared context to establish true duplication." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a vague documentation suggestion; they do not describe the same issue." + "reason": "One is spam-like, the other is a vague documentation suggestion; they do not describe the same problem." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a community benchmark tip; no shared concrete problem." + "reason": "Spam placeholder versus a community benchmark tip; unrelated content and no common underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a distinct titled issue about \"Google LLC\"; no evidence of duplication." + "reason": "Spam placeholder versus an unrelated \"Google LLC\" check-out topic; no shared issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation suggestion is not the same underlying report as a spam placeholder." + "reason": "A vague documentation request and a spam placeholder are not the same underlying report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete overlap beyond low-quality metadata; not enough to treat as duplicates." + "reason": "No evidence the documentation suggestion and spam placeholder refer to the same bug or change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but identical template text alone is insufficient to prove the same underlying bug or change." + "reason": "Same generic spam title, but that only indicates similar low-quality submissions, not the same underlying issue." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and benchmark tip are unrelated in title and implied intent." + "reason": "Spam placeholder versus benchmark tip; different topics and no concrete overlap." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No shared concrete defect or code-path issue is visible." + "reason": "Spam placeholder versus unrelated check-out text; no shared bug or fix." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "No evidence these refer to the same underlying problem; titles suggest different subjects." + "reason": "Different content categories; the shared soft similarity is too weak to be a duplicate." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Distinct issue titles with no supporting body or targets; not a safe duplicate merge." + "reason": "No substantive overlap beyond being low-information issues." } ] }, @@ -22093,8 +22126,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -22104,12 +22137,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "02c2ed00cf0a0e06ef6048df6cddac76e154669b0dd78a241d0a9169d6042cc1", + "prepared_review_unit_hash": "1448e3ca3bf5f62ce0d6aad0a5c104c9a829182370a74024e8131ece3e7978bf", "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 }, @@ -22117,7 +22150,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -22126,27 +22159,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be duplicates of the same report: identical titles, highly similar content size, and no distinguishing links or targets. The earlier issue is the better canonical choice.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #45145 is earlier and has an inbound reference, so it is the better canonical representative of this duplicate pair.", + "summary": "These two closed issues look like likely duplicates: they have identical titles, similar body lengths, and a moderate text-similarity signal. The evidence is strong enough to treat them as the same underlying issue, but not so strong that they should be described as near-perfect duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45145 is the better canonical choice because it has the same title as issue:45151 and also has a small amount of extra reference signal (one inbound reference versus none).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the strongest global issue candidate because it is the earliest instance of the duplicated report and already has some reference activity.", + "best_issue_reason": "issue:45145 is the best issue representative because it appears to be the more established thread while still matching the other issue closely in title and content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and evidently the same underlying energy-optimization report; no evidence of different bugs or scope." + "reason": "Identical titles and broadly similar bodies indicate the same underlying issue, though the similarity is not perfect and there are small metadata differences, so this should be treated as a likely duplicate rather than an exact match." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: both issues share the exact title, have very similar body lengths, and there are no explicit issue links or targets to distinguish them. Choosing the earlier issue with the inbound reference as canonical is conservative and reasonable. The duplicate/soft-edge verdict is also sufficiently cautious given the available evidence." + "accept": false, + "feedback": "The duplicate judgment is plausible, but the write-up overstates the evidence. The packet only shows soft_similarity plus identical titles and similar body lengths; Jaccard is moderate, not near-perfect. There are also small metadata differences (discussion activity and inbound references), so phrases like \"near-perfect duplicates\" and \"no distinguishing metadata\" are too strong. Please keep the verdict more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22213,8 +22246,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -22224,7 +22257,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "9013b8829ce7cd36308f9c021a22ad23ee36fe83098e0b63403438fbb7a16047", + "prepared_review_unit_hash": "61b08d697a8edd02d2e38d549eaed26d388c8cdd5fab080ff1fc962233cef6f0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22246,18 +22279,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not appear to be duplicates; they are separate name/date entries with no shared targets, files, or discussion context.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the titles refer to different people and different dates, with no evidence they describe the same underlying problem.", + "summary": "The two closed issues appear unrelated: they are just different personal-name titles with different dates and no shared evidence of the same bug or request. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues do not describe the same underlying problem or record; the titles refer to different people and dates.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global representative because they appear to be distinct records rather than duplicate reports.", + "best_issue_reason": "No clear best issue. Neither item is a duplicate of the other, so there is no representative issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only superficial title similarity; the issues name different people and contain no shared evidence of the same underlying bug or request." + "reason": "Rejected: only weak textual similarity in the titles; they reference different names and birth dates, with no shared content or explicit linkage indicating the same underlying issue." } ] }, @@ -22276,8 +22309,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -22287,7 +22320,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "a2c7e544d9389d583affd9db25301989eaebd605bd7e34f7d776c19b5e16aded", + "prepared_review_unit_hash": "c3e4e320065c9cfef2d779d4d421bc01d451f3e2bd6db18f833d02b6d4901c75", "component_budget": { "node_count": 2, "item_count": 2, @@ -22309,18 +22342,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated closed issues with only superficial similarity in title format (personal names and dates). They do not describe the same bug, feature, or failure mode, so this is not a duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: both entries are isolated, content-free, and unrelated beyond a similar name/date pattern.", + "summary": "The two closed issues contain only unrelated personal-name/date titles and no technical body, so they do not appear to describe the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical choice because neither contains problem details; if forced, no issue is meaningfully better than the other.", + "best_issue_reason": "Neither issue is a good canonical representative: both are empty, non-technical, and unrelated in title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles refer to different people and different dates, with no shared bug report, code path, or explicit linkage." + "reason": "The titles refer to different people and different dates; there is no evidence they describe the same bug or request." } ] }, @@ -22339,8 +22372,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -22350,7 +22383,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "0f85cf7bfea147db706c444a40e2cd69934285d49e73204308cbdb6ca1c04477", + "prepared_review_unit_hash": "1056bdf468766f80c51bceafc5c59af504e74916b010dd00b1bfbf998407e15d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22372,18 +22405,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other is about FP8 training support. They concern different code paths and different feature areas.", + "summary": "The two issues are not duplicates: one requests a new Qwen3.5 token-classification/value-model class, while the other asks for FP8 training support. They concern different model API features and different training/runtime capability work.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 45810 is the more concrete, narrowly scoped feature request; it names a specific missing model class and intended use.", "canonical_pr_reason": null, - "best_issue_reason": "No canonical issue emerges here because the cluster does not represent the same bug or request. If one must be chosen as the broader umbrella, issue #46295 is more general, but it is still unrelated to #45810.", + "best_issue_reason": "Issue 45810 is the best representative of the cluster only because it is the most specific and actionable; issue 46295 is a separate broad training-capability request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "The titles and descriptions point to unrelated features: adding a Qwen3_5 token-classification model versus enabling FP8 training support. They do not describe the same underlying problem or change." + "reason": "Different underlying requests: adding a Qwen3.5 token classification model/value head versus supporting FP8 training. No shared code path or concrete duplicate problem is evident." } ] }, @@ -22402,8 +22435,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -22423,12 +22456,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "2bbb35c717746627a9072f3c52742765a965e529473deb9ad8717a6438b5e8e7", + "prepared_review_unit_hash": "5faa3a45b008b449b87ab192ec058a55011ccfbacb2c299d5d9d08bde0ef6317", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -22436,7 +22469,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -22445,69 +22478,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is actually two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated marketing/dataset content and should not be merged with the others.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue for the whole cluster: it mixes two distinct duplicate topics. For the first pair, 45870 is the cleanest representative because it is the earliest exact duplicate of 45871 and has the same title/body.", + "summary": "Two issue pairs appear to be duplicates based on the visible metadata: 45870/45871 and 45872/45873. Issue 45869 is finance-related too, but its title indicates a different dataset/sample request and does not match the other issue topics.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is the earliest of the repeated \"Example: Financial time series prediction with DataForge\" pair and is a clean representative for that title.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue to keep if one representative is needed, but only for the 'Example: Financial time series prediction with DataForge' pair; the cluster should otherwise be split because 45872/45873 are a different duplicate pair.", + "best_issue_reason": "45872 is the clearest overall representative among the listed issues because its title is specific and it also has a matching duplicate in 45873.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Dataset bundle promotion vs. an example/tutorial issue; same financial theme but not the same underlying bug or change." + "reason": "Both are finance-related, but the titles point to different requests: a dataset bundle versus an example. The visible metadata does not support treating them as the same issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Dataset bundle promotion vs. an example/tutorial issue; not the same underlying request." + "reason": "Related domain, but the request types differ. This does not look like the same underlying issue from the title metadata." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title and matching body size/content pattern; these are the same issue." + "reason": "The titles are identical and the body lengths match, so these appear to be duplicates based on the visible metadata." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series, but one is an example prediction workflow and the other is a scraping-service feature request; different underlying issues." + "reason": "They share the finance/DataForge theme, but the titles describe different items: an example versus a scraping-service concept. That is not enough to treat them as duplicates." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as above: related domain, but different feature/problem statement." + "reason": "Different titles and different apparent scope; only the broad finance/DataForge context overlaps." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different requests: example prediction workflow vs. financial time series plus scraping service." + "reason": "Shared theme only. The visible titles indicate different requests, so they do not look like the same issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different requests: example prediction workflow vs. financial time series plus scraping service." + "reason": "The titles point to different content, with only a broad contextual overlap. Not enough evidence for duplication." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title and matching body size/content pattern; these are the same issue." + "reason": "The titles are identical and the body lengths match, so these appear to be duplicates based on the visible metadata." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body-length/Jaccard signals, while 45869 is a different dataset-promo issue. The cluster-splitting conclusion and the conservative cross-pair non-duplicates are reasonable." + "accept": false, + "feedback": "The pairings are plausible from the metadata, but the writeup is a bit too strong for the packet: identical titles and body lengths support likely duplicates, yet \"exact duplicate\" / \"matching scope\" goes beyond what is directly evidenced here. Please soften the certainty (e.g., \"appear to be duplicates\") and keep the summary strictly grounded in the visible metadata." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22520,8 +22553,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -22531,49 +22564,46 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "029eb312bcb93d95de774f0ddb0667905ebd6bcc9d050b33a6b17153b18f5b31", + "prepared_review_unit_hash": "15f581b15a90e09908876f1edf4e755bface4d3ec6ebb4df74e2af91da406b1e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1639, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1639, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related in theme (`static` cache + linear-attention), but the evidence here is only titles/metadata, so they should not be treated as the same bug. The safer triage is to keep them separate and use the broader issue as the representative one.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 46439 is the broader, more general title: it describes a `static` cache problem affecting linear-attention layers, while 46441 is a narrower Qwen3.5-specific crash report with a different surfaced exception.", + "summary": "Both issues involve static-cache failures around linear-attention/Qwen3.5, but they describe different concrete breakages: one is a `KeyError` for `linear_attention`, the other is shape corruption during `early_initialization` leading to a `RuntimeError`. They are related but not clearly the same duplicate bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 46439 is the better representative because it describes the underlying failure mode more concretely (`early_initialization` corrupting linear-attention shapes) rather than only the downstream crash symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best standalone issue because its title captures the underlying subsystem-level failure more generally than the model-specific crash in 46441.", + "best_issue_reason": "Issue 46439 is the most useful issue to keep as the cluster representative since it names the specific code path and failure mechanism, which is more actionable than the broader crash report in 46441.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "The titles suggest a shared area (`static` cache / linear-attention), but there is not enough evidence here to conclude they are the same underlying bug; the surfaced failures are different and the packet lacks bodies or diffs to connect them." + "reason": "They are adjacent static-cache/linear-attention regressions, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). No evidence they are the same underlying bug or should be merged as duplicates." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The result overstates what is supported by the packet. We only have titles and metadata here, not the issue bodies, so claims like `early_initialization`, shape corruption details, and a specific root-cause cache initialization bug are not grounded. The pair may be related by theme (`static` cache + linear-attention), but the soft-edge acceptance should stay conservative and not assert they are the same bug on this evidence alone." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -22597,49 +22627,49 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "d3b1d9c4829e81b54a846c38abbee08e2aa9bbd6fc6123c6f9c93f8810d23088", + "prepared_review_unit_hash": "b0612a1b21baacdb9c5ff8649eff01886f1463f86dcaff69da977554cbe5ecd8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1709, - "estimated_input_tokens": 428, - "estimated_eval_tokens": 1112 + "serialized_chars": 1708, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1709, - "estimated_input_tokens": 428, - "estimated_eval_tokens": 1112 + "serialized_chars": 1708, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two items are effectively identical issue reports for the same Wav2Vec2CTCTokenizer v5 special-token regression, so they should be clustered together with one canonical issue.", - "confidence": 0.99, - "canonical_issue_reason": "issue:46551 is as suitable as the canonical issue as issue:46552; both have the same title and indistinguishable problem statement, so either could serve as the cluster anchor.", + "summary": "These two issues are near-identical likely duplicates describing the same Wav2Vec2CTCTokenizer v5 special-token regression. Issue 46552 is the better hub because it has more inbound references and slightly more discussion activity.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 46552 is the stronger canonical hub: it matches 46551 on title and body length, appears to report the same bug, and has more inbound references/discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46551 is a strong representative because it matches the duplicate exactly and has the same closed issue content, with no evidence of a distinguishing fix/report context.", + "best_issue_reason": "Issue 46552 is the best representative issue because it most likely describes the same underlying tokenizer bug and is better connected in the discussion graph.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same apparent description, and the same specific bug in Wav2Vec2CTCTokenizer behavior; these are duplicates of the same underlying issue." + "reason": "Same title and matching body size strongly indicate the same report; the evidence supports treating them as near-identical duplicates, though not with absolute certainty." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both issues have identical titles, identical body length, and a soft-similarity score of 1.0, so clustering them together is well supported. The canonical/representative wording stays conservative by not asserting any distinguishing fix context. Confidence is high but not obviously overstated from the available evidence." + "accept": false, + "feedback": "The duplicate conclusion is plausible, but the writeup overstates the evidence. The packet confirms identical titles, equal body length, and a strong soft-similarity signal, plus 46552 has more inbound references/activity, but it does not explicitly prove the issues are verbatim duplicates or the exact same report. Please soften the summary to something like \"near-identical likely duplicates\" unless you have body-content evidence or explicit links." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22652,8 +22682,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -22663,12 +22693,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "dcc35bcf6b4b00ae895e7f33006ac3b2b442c9860e4a77c72983b5658bd4e884", + "prepared_review_unit_hash": "98b8bf74a13d569e110a6a0e2b5790ea7cf8d87cea66ce1c11da404c33c21b9d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, + "serialized_chars": 1570, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -22676,7 +22706,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, + "serialized_chars": 1570, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -22685,18 +22715,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2. They describe different failure modes with no clear shared code-path evidence.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #46657 is the better canonical representative because it describes a concrete, specific training error rather than a broad resource issue.", + "summary": "These two issues are not the same underlying bug: one reports a tensor shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46657 is the more concrete defect report; 46692 describes a different failure mode (OOM) rather than the same tensor-mismatch bug.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the most representative issue in the cluster due to its clearer error signature and tighter problem statement.", + "best_issue_reason": "46657 is the better representative issue because it names a specific training-time error condition, whereas 46692 is a broader resource-exhaustion symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying bugs: a tensor-size mismatch versus delayed OOM during training. The titles and problem descriptions point to separate failure modes, not the same code-path defect." + "reason": "The titles indicate different problems: tensor size mismatch vs out-of-memory. They do not look like the same code-path bug or a mergeable duplicate pair." } ] }, @@ -22715,8 +22745,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -22726,12 +22756,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "c3e3cdcdadc5bdb1047b71953eb38c2df0a8ef7f5015fd798f744f34b10170c4", + "prepared_review_unit_hash": "f38c78c18b29102c8f7dd8eb222670b2d68a9d8abc94cce0bcf94880756e0781", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -22739,7 +22769,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -22748,18 +22778,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different bugs in different loading paths: ZeRO-3/zero.Init partitioning for a multimodal submodule vs. 4-bit device_map/max_memory dispatch behavior. They should not be deduplicated.", - "confidence": 0.98, - "canonical_issue_reason": "No true canonical duplicate exists here; the issues describe unrelated failure modes and code paths.", + "summary": "These two issues are superficially similar because both involve model loading and memory placement, but they describe different bugs in different loading paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch behavior. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46822 is the cleaner canonical issue because it describes a specific ZeRO-3 zero.Init partitioning failure on a composite submodule and the resulting multi-GPU OOM, with a concrete model/component target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the more concrete and narrowly scoped report, but it is not a duplicate of 46823.", + "best_issue_reason": "Issue #46822 is the strongest representative of the cluster because it is the more precise bug report and centers on a concrete code path rather than a broad loading/memory symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying problems: one is ZeRO-3 zero.Init failing to partition a composite submodule causing OOM, the other is 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU. Same general ML loading area, but not the same bug." + "reason": "They are different underlying problems: #46822 is about ZeRO-3 zero.Init failing to partition a composite language submodule, while #46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU. Shared loading/OOM language is not enough to treat them as the same bug." } ] }, @@ -22778,8 +22808,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46906-21", "nodes": [ @@ -22875,442 +22905,442 @@ "issue:47120|issue:47406", "issue:47256|issue:47406" ], - "prepared_review_unit_hash": "1dbf57ba8b456c7a8de6e9596403b7c5c962de70a06a8711c7238eba1439d363", + "prepared_review_unit_hash": "786bfb7d7874f4f5898b690902768f4a3c0f992068802068b186fc4608b952a0", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 68, - "serialized_chars": 36197, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "serialized_chars": 36202, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 68, - "serialized_chars": 36197, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "serialized_chars": 36202, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a repeated series of daily '[serge] integration failure triage' issues, but they appear to be separate day-by-day reports rather than duplicates of one underlying bug. If one issue has to represent the set, issue 47279 is the best hub because it has the strongest inbound-reference/activity signal.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 47279 is the most central report in the series by inbound references and discussion activity, so it is the best canonical anchor if one must be chosen.", + "summary": "This cluster is a series of date-stamped '[serge] integration failure triage' issues. They are highly similar by template, but each one appears to be a separate daily triage report rather than a duplicate of the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47279 is the most central report in the series, with the highest inbound references and discussion activity among the closed items, so it best represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47279 has the strongest linkage/attention in the cluster, but the rest look like distinct daily triage reports rather than exact duplicates.", + "best_issue_reason": "issue:47279 is the strongest issue representative overall: it sits near the middle of the timeline, has the most cross-references, and appears to be the main aggregation point for this recurring triage series.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but different daily reports; no evidence they describe the same underlying failure." + "reason": "Different daily triage dates; same template, but not the same report or bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Different dates in the triage series; similar wording alone is not enough to merge as duplicates." + "reason": "Different daily triage dates; these are separate reports in a recurring series." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These look like separate daily failure reports, not the same bug." + "reason": "Date-specific triage entries, not duplicate instances of one issue." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same broad series, but distinct day-specific triage issues." + "reason": "Same series title, but each issue corresponds to a different day/run." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Different daily triage reports; no concrete shared bug/change evidence." + "reason": "These look like consecutive daily triage notes, not one underlying bug report." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent triage days, but still separate reports rather than one duplicate issue." + "reason": "Separate date-stamped triage issues; similarity is only in the template." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "No sign of the same underlying failure; only the same report template." + "reason": "Different days in the same triage series, not duplicates." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Different daily triage entries, not the same issue." + "reason": "Each issue tracks a different day's integration failure triage." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Similar title series only; these are distinct day-by-day reports." + "reason": "Same recurring report format, but not the same concrete failure." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Separate daily triage issues with the same pattern, but not the same bug." + "reason": "Date-driven triage entries; no evidence they describe one bug." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "No concrete evidence of one underlying problem shared by both reports." + "reason": "Different daily reports in the same series, not duplicates." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Different triage dates; similar wording is not enough to merge." + "reason": "Same subsystem and template, but separate triage instances." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Distinct day-specific integration-failure triage reports." + "reason": "Consecutive daily triage reports, each tied to its own date." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Separate daily reports; no shared concrete failure description." + "reason": "Not the same report; this is a later daily triage issue." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Same series, but not the same underlying bug/change." + "reason": "Different date-stamped triage runs, so not duplicate artifacts." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "These are consecutive triage reports, not duplicates." + "reason": "These are separate daily triage issues, not one bug report." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Different dated triage entries; no merge-worthy same bug evidence." + "reason": "Same recurring triage pattern, but different underlying daily failure context." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same template, different day and likely different failure instance." + "reason": "Different dates and likely different CI/integration runs." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "No indication these are the same concrete problem." + "reason": "Same series, but each daily issue is distinct." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Separate daily integration-failure reports." + "reason": "Date-specific triage reports; no sign they are the same bug." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Different daily triage reports; similar title is not enough." + "reason": "Distinct daily integration failure triage entries." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "They belong to the same triage series but are distinct reports." + "reason": "Different report dates mean different triage artifacts." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "No shared concrete bug/change, just the same triage template." + "reason": "Same template, but separate day/run and therefore not duplicates." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Separate day-by-day reports, not duplicates." + "reason": "These are separate daily triage issues, not one change or bug." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Same broad series, but different daily failure reports." + "reason": "Consecutive daily triage reports; similarity is superficial." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Different dates and no concrete same-code-path evidence." + "reason": "Different date-stamped triage reports, not the same underlying issue." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "These are separate triage issues, not one underlying bug." + "reason": "Each entry corresponds to a different day\u2019s integration failure triage." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Different daily reports in the same integration-failure sequence." + "reason": "Separate daily reports; no evidence of a single duplicate bug." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Similar title series only; not the same underlying failure." + "reason": "Same recurring triage series, but different day and likely different failure run." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Distinct triage days, no duplicate evidence." + "reason": "Not the same report; just another daily triage item." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Separate reports with no concrete shared bug." + "reason": "Different dates and separate triage contexts." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Same report pattern, but different issue instances." + "reason": "Daily triage issues are related by theme, not identical by bug." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "No sign they are the same underlying failure." + "reason": "Separate triage entries for different dates." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Different daily triage issues, not duplicates." + "reason": "Different daily integration-failure reports, not duplicates." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "Same series, but these are separate day-specific reports." + "reason": "Later issue in the same series, but still a separate date-specific report." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Both are triage reports with similar shape, but no evidence of the same bug." + "reason": "Same triage-series title, but different dates and separate reports." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Different daily failures; same template only." + "reason": "These are different daily triage issues, not one underlying bug." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Separate reports in the series, not one duplicate issue." + "reason": "Shared template only; each issue is a distinct daily report." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "No concrete indication these describe the same underlying problem." + "reason": "Not duplicates; both are separate date-based triage artifacts." }, { "left": "issue:47120", "right": "issue:47377", "accept": false, - "reason": "Distinct daily triage entries, not the same change/bug." + "reason": "Same recurring series, but each day\u2019s triage is distinct." }, { "left": "issue:47120", "right": "issue:47406", "accept": false, - "reason": "Open/latest triage issue, but still a separate report from the earlier ones." + "reason": "Different date-stamped reports; no single concrete bug to merge." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Adjacent triage dates, but not the same underlying failure." + "reason": "Separate daily triage reports, not the same issue instance." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Similar report series only; distinct reports." + "reason": "The titles match by pattern, but the reports are date-specific." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "No concrete shared bug/change evidence." + "reason": "Distinct daily integration failure triage items." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Different day in the same triage sequence; not a duplicate." + "reason": "Same series, but not the same bug or report." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Separate daily integration-failure reports." + "reason": "Different triage dates indicate different reports." }, { "left": "issue:47182", "right": "issue:47377", "accept": false, - "reason": "Same broad triage topic, but not the same issue." + "reason": "These are recurring daily reports, not duplicates." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Distinct daily reports; the titles are similar because they are part of the same series." + "reason": "Separate day-specific triage issues." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "No evidence of one shared underlying bug." + "reason": "Same templated series, but distinct reports." }, { "left": "issue:47227", "right": "issue:47279", "accept": false, - "reason": "Separate triage issues, not a duplicate pair." + "reason": "Different dates and likely different integration runs." }, { "left": "issue:47227", "right": "issue:47309", "accept": false, - "reason": "Different daily failure reports with the same triage template." + "reason": "Not the same underlying bug; just the same triage label." }, { "left": "issue:47227", "right": "issue:47377", "accept": false, - "reason": "Same series, but not the same concrete code-path problem." + "reason": "Each issue is a different daily triage entry." }, { "left": "issue:47227", "right": "issue:47390", "accept": false, - "reason": "Distinct reports; no sign they should be merged." + "reason": "Different daily reports in the same recurring series." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Adjacent daily triage reports, but still separate issues." + "reason": "Separate daily triage issues with the same title pattern." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "No concrete evidence they are duplicates." + "reason": "Date-specific reports; not a duplicate bug fix target." }, { "left": "issue:47256", "right": "issue:47390", "accept": false, - "reason": "Different day and likely different failure instance." + "reason": "Different daily triage report, not the same issue." }, { "left": "issue:47256", "right": "issue:47406", "accept": false, - "reason": "Same triage series only; this is not the same underlying bug." + "reason": "Same series but different date and likely different run context." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "Separate daily triage reports, not one duplicate issue." + "reason": "These are separate daily triage artifacts, not duplicates." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "No shared concrete failure beyond the template." + "reason": "Different dates mean different underlying reports." }, { "left": "issue:47265", "right": "issue:47377", "accept": false, - "reason": "Different dated reports in the same series." + "reason": "Not the same bug; just the same recurring triage format." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Same generic triage pattern, but distinct reports." + "reason": "Separate daily integration-failure triage issues." }, { "left": "issue:47279", "right": "issue:47377", "accept": false, - "reason": "No evidence of the same underlying bug/change." + "reason": "Different date-stamped reports, so do not merge as duplicates." }, { "left": "issue:47279", "right": "issue:47390", "accept": false, - "reason": "Separate triage issues; titles are similar because the series is repetitive." + "reason": "Same recurring series, but distinct daily reports." }, { "left": "issue:47279", "right": "issue:47406", "accept": false, - "reason": "Latest issue in the series, but still a distinct daily report rather than a duplicate." + "reason": "Different date-based triage issues; not the same underlying bug." }, { "left": "issue:47309", "right": "issue:47377", "accept": false, - "reason": "Different day-specific integration-failure reports." + "reason": "These appear to be separate daily reports, not duplicates." }, { "left": "issue:47377", "right": "issue:47390", "accept": false, - "reason": "Same series, but not the same concrete problem." + "reason": "Different triage dates, same template only." }, { "left": "issue:47377", "right": "issue:47406", "accept": false, - "reason": "Separate triage reports; no duplicate evidence." + "reason": "Later daily triage report; not the same issue instance." }, { "left": "issue:47390", "right": "issue:47406", "accept": false, - "reason": "Different dated reports, not one underlying bug." + "reason": "Same recurring triage series, but each day is a separate issue." } ] }, @@ -23329,8 +23359,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46983-2", "nodes": [ @@ -23340,7 +23370,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "b60aea8c07af99bce316c3f5bd6ebaa5d88eefa8162e2ba7039863c3c755f34b", + "prepared_review_unit_hash": "21b24e4985d76676c164bb0f72003ebd532dc4c1b1ccb3bff8b7c90562f3d92a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23362,24 +23392,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues share the exact same title, and the packet provides a strong soft-similarity signal between them. With no body text or explicit linkage exposed, they look closely related and possibly duplicate, but the evidence does not prove that conclusively.", - "confidence": 0.81, - "canonical_issue_reason": "Issue #46983 is a reasonable canonical choice because it has the exact same title as #46984 and there is no differentiating metadata in the packet; the duplicate call is plausible, but limited by the lack of body text.", + "summary": "These two closed issues have the exact same title and very similar metadata, and the soft-similarity signal is strong enough to treat them as duplicates. The earlier report should be kept as canonical.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #46983 is the earlier of the two closed issues, and it has the same title as #46984 with strong soft-similarity support.", "canonical_pr_reason": null, - "best_issue_reason": "#46983 is a suitable representative for the issue cluster because it is an exact title match and there are no visible signals that distinguish it from #46984.", + "best_issue_reason": "#46983 is the best representative because it was opened first and is matched by the same title and similarity signal as #46984.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Accept: the issues have the exact same title and a strong soft-similarity signal, which makes them look like the same feature request, though the missing body text means the match cannot be proven definitively." + "reason": "Accept: the issues share the exact title, were created minutes apart, are both closed, and have strong soft-similarity support. The packet does not show any metadata suggesting they are different reports." } ] }, "evaluator_result": { "accept": false, - "feedback": "The analysis overstates the evidence. The packet supports an exact title match and a soft similarity signal between the two issues, but it does not expose the body text, so claims like \u201chighly similar body content,\u201d \u201csame problem statement,\u201d or a definitive duplicate conclusion are too strong. A more conservative summary would note that the two closed issues share the same title and show a strong soft-similarity signal, suggesting they may be related or duplicate, but not prove it." + "feedback": "The duplicate-issue conclusion is plausible from the packet, but the rationale overstates the evidence in a few places. The packet only shows identical titles, close timestamps, closed state, and soft-similarity; it does not establish that the issues have the same request or that their scope is indistinguishable. Please keep the reasoning limited to what is directly supported by the metadata and similarity signal." }, "evaluator_used": true, "retried": true, @@ -23395,8 +23425,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47007-2", "nodes": [ @@ -23406,12 +23436,12 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "9576b9d27f30e50f96dcc6e52edcadc60c39742547f5a3a1b8788c347b549cbd", + "prepared_review_unit_hash": "10d3169d560f6f95aeb5eed3bd7550c1614d55105ccd27f5c926e2d1f36711a3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, + "serialized_chars": 1625, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -23419,7 +23449,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, + "serialized_chars": 1625, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -23428,18 +23458,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed issue-style posts about AI-assisted vulnerability discovery, but they read like related discussion/proposal titles rather than the same concrete bug or change. The overlap is thematic, not a clear duplicate report.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 47015 is the broader, more general framing of the topic, so it is the better representative if this cluster must have a canonical issue.", + "summary": "The two issues are only loosely related at the topic level (AI-driven vulnerability discovery) but describe different writeups/projects, not the same underlying bug or request. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the best single issue representative because its title is the most umbrella-like and least specific to one angle of the topic.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The titles overlap on AI-based vulnerability discovery, but they describe different angles ('lessons from using advanced LLMs' vs 'novel application of transformers') and do not identify the same underlying issue or concrete change." + "reason": "Similar AI-security theme, but the titles point to different artifacts: one is about lessons from using advanced LLMs, the other about a novel transformer-based vulnerability discovery system. No evidence they are the same issue." } ] }, @@ -23458,8 +23488,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47138-2", "nodes": [ @@ -23469,12 +23499,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "018885568b514bff565dc29daa5dc1a441a1779cdebe828334c412c260e1c6bd", + "prepared_review_unit_hash": "b21f8ad092a32673710b5ebf5c27e6e025d486877ddefe1dc1df76bc90552fbb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -23482,7 +23512,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -23491,27 +23521,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open issues are effectively duplicates: they have identical titles, similar metadata, and the same reported routing bug involving chat management endpoints under /v1 when base_url includes /v1.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #47138 is as good a canonical choice as #47139; with identical titles and no distinguishing content, either could serve as the primary tracker, but #47138 can be used as the representative by convention.", + "summary": "The two issues look like very strong duplicates: they have identical titles, equal body length, and perfect soft-similarity evidence. Based on the available metadata, #47138 is a reasonable canonical choice by tie-break, with #47139 as the duplicate candidate.", + "confidence": 0.92, + "canonical_issue_reason": "#47138 is a suitable canonical issue because it is tied on the visible evidence and appears first, so it can serve as the stable representative of this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#47138 is the best issue candidate because it is indistinguishable from #47139 on the available evidence and can serve as the single tracker for the duplicated report.", + "best_issue_reason": "#47138 is the best single issue candidate on the available metadata because it matches #47139 on title and body length and has no sign of being less complete.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title, same described bug, and no evidence of different scope; these are duplicate reports of the same underlying routing issue." + "reason": "Accept: the issues share an identical title and strong soft-similarity evidence (Jaccard 1.0), which is enough to treat them as duplicates even though the full bodies are not shown." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, identical body length, no conflicting metadata, and the only pair evidence is soft_similarity with Jaccard 1.0. The duplicate/one-canonical-tracker reading is conservative enough here." + "accept": false, + "feedback": "The pair is likely a duplicate, but the analyst overstates the evidence in a few places. The packet supports identical titles, equal body length, and a soft_similarity Jaccard of 1.0; it does not show the full issue bodies, so claims like \u201csame title/content\u201d or \u201csame underlying bug report\u201d are stronger than the evidence provided. The soft-edge accept is reasonable, but the summary and reasons should stay more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -23521,13 +23551,13 @@ "component_index": 1, "component_count": 33, "review_unit_index": 1, - "review_unit_count": 4, + "review_unit_count": 5, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-83", + "cluster_id": "cluster-40546-87", "nodes": [ "pull_request:43251", "pull_request:43254", @@ -23547,7 +23577,6 @@ "pull_request:47003", "pull_request:47077", "pull_request:47078", - "pull_request:47082", "pull_request:47090", "pull_request:47093", "pull_request:47105", @@ -23576,9 +23605,11 @@ "pull_request:47384", "pull_request:47395", "pull_request:47398", - "pull_request:47409" + "pull_request:47409", + "pull_request:47415" ], "soft_pairs": [ + "pull_request:47291|pull_request:47415", "pull_request:47398|pull_request:47409", "pull_request:43251|pull_request:43254", "pull_request:46903|pull_request:47090", @@ -23609,278 +23640,307 @@ "pull_request:47166|pull_request:47173", "pull_request:47077|pull_request:47275", "pull_request:47275|pull_request:47301", - "pull_request:47216|pull_request:47275", "pull_request:46912|pull_request:47179", + "pull_request:47216|pull_request:47275", "pull_request:46196|pull_request:47202", "pull_request:47163|pull_request:47284", "pull_request:46912|pull_request:47284", "pull_request:46196|pull_request:47210", - "pull_request:46836|pull_request:47202", "pull_request:47003|pull_request:47204", + "pull_request:46836|pull_request:47202", "pull_request:47093|pull_request:47275", "pull_request:45157|pull_request:47093", "pull_request:46995|pull_request:47163", "pull_request:45157|pull_request:46395", - "pull_request:46836|pull_request:47275", "pull_request:47163|pull_request:47173", - "pull_request:46912|pull_request:47082" + "pull_request:46836|pull_request:47275" ], - "prepared_review_unit_hash": "94ff57384f338ab4a10651abc8caac084739b23d09843330872a9274b770e676", + "prepared_review_unit_hash": "01b25448107571aefc181b0e7cc31857ec4f3da709876793fadde2a8807f1f4d", "component_budget": { - "node_count": 83, - "item_count": 83, - "soft_pair_count": 227, - "serialized_chars": 283998, - "estimated_input_tokens": 71000, - "estimated_eval_tokens": 142256 + "node_count": 87, + "item_count": 87, + "soft_pair_count": 239, + "serialized_chars": 296330, + "estimated_input_tokens": 74083, + "estimated_eval_tokens": 148422 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 45, - "serialized_chars": 124519, - "estimated_input_tokens": 31130, - "estimated_eval_tokens": 62516 + "serialized_chars": 124011, + "estimated_input_tokens": 31003, + "estimated_eval_tokens": 62262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set splits into a few small duplicate-like clusters, but most pairs are unrelated. Clear matches are the cross-entropy kwargs fix, the CohereASR/PPFormulaNet training-loss double-shift fixes, and the num_experts fallback config fix. Everything else is too broad or touches different code paths to merge safely.", - "confidence": 0.87, + "summary": "This is not one single duplicate cluster: it breaks into a few small duplicate-like subgroups (loss-shift fixes, config round-tripping, kwargs propagation), while most pairs are unrelated and should be rejected.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the whole heterogeneous set; among the real duplicate mini-clusters, PR 47090 is the strongest canonical representative because it fixes a concrete double-shift loss bug with an explicit explanation, test coverage, and broader model coverage than the narrower variants.", + "canonical_pr_reason": "No single canonical PR for the full cluster because it spans multiple unrelated changes; if forced to anchor the duplicate set, 47090 is the strongest representative of the training-loss double-shift fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best standalone representative in this set: it addresses a specific training-loss bug directly, documents the cause clearly, and covers multiple affected models in one coherent change.", + "best_pr_reason": "47090 is the best overall representative among the real duplicates: it fixes the same concrete loss-shift bug as its near-duplicates, covers more affected models, and includes tests.", "soft_edge_verdicts": [ + { + "left": "pull_request:47291", + "right": "pull_request:47415", + "accept": true, + "reason": "Same ContinuousBatchingConfig round-trip/serialization problem in generation config; 47415 looks like the more complete fix, but the underlying bug is the same." + }, { "left": "pull_request:47398", "right": "pull_request:47409", "accept": true, - "reason": "Same num_experts BC-fallback bug in the same config path; 47409 is a broader follow-up, not a different change." + "reason": "Same num_experts fallback bug in config handling; 47409 extends the same GLM fix to Deepseek and adds tests, so they are mergeable into one change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same fixed_cross_entropy kwargs passthrough fix; both add cross-entropy options that were previously dropped." + "reason": "Same fixed_cross_entropy kwargs propagation issue; both add support for passing weight/label_smoothing through to cross_entropy." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same training-loss double-shift bug in CohereASR/related seq2seq models; 47090 is the broader version of the same fix." + "reason": "Same training-loss double-shift bug in the ASR/FormulaNet loss path; 47090 is a broader variant of the same fix." }, { "left": "pull_request:47090", "right": "pull_request:47395", "accept": false, - "reason": "Different model and different loss path (Git vs CohereASR/Moonshine); not the same underlying bug." + "reason": "Both are loss-shift related, but they fix different code paths and models (ASR/Moonshine vs Git image-text LM)." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift loss problem; the patches use different implementations, but they target the same code-path bug." + "reason": "Same CohereASR double-shift loss bug; 46958 is a narrower implementation of the same underlying fix." }, { "left": "pull_request:46903", "right": "pull_request:47395", "accept": false, - "reason": "Different models and distinct training-loss logic; no shared concrete bug." + "reason": "Different models and different loss code paths; only the general symptom is similar." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated test-failure fixes for different models and subsystems." + "reason": "Unrelated test-fix PRs for different models; no shared concrete bug or change." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss fix vs MusicGen generate typo; unrelated." + "reason": "One fixes training loss, the other fixes a generate() typo; unrelated changes." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest-v9 fp32-module strictness change vs CohereASR loss bug; unrelated." + "reason": "Pytest v9 strict-fp32 cleanup versus CohereASR loss logic; different problems." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Different test updates for different models; not the same issue." + "reason": "Different XPU test fixes for different models; not the same underlying issue." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch docker/CI setup, but one removes a builder and the other adds exporter test deps; different changes." + "reason": "Both touch CI/docker, but one removes an old workflow while the other adds exporter dependencies; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47374", "accept": false, - "reason": "Exporter test-image dependency changes vs exporter docs refresh; not the same underlying fix." + "reason": "Exporter runtime dependency setup versus docs rewording; unrelated." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test-failure fixes; no shared concrete bug." + "reason": "Different failing-test fixes in different model suites." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Documentation pin-comment tweak vs docker image builder removal; unrelated." + "reason": "Doc-builder pin comment tweak versus docker workflow removal; different changes." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but one is a translation PR and the other is wording cleanup; not the same change." + "reason": "Both are Japanese doc updates, but one adds DistilBERT docs while the other is a wording cleanup; not the same artifact." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Exporter dependency setup vs exporter code fixes; different code paths." + "reason": "Exporter dependency/install changes versus executorch exporter code fixes; related area but different concrete problems." }, { "left": "pull_request:47202", "right": "pull_request:47360", "accept": false, - "reason": "Docker/CI cleanup vs OTEL workflow pilot; unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47360", - "accept": false, - "reason": "Different workflows and goals; no duplicate bug/change." + "reason": "Docker builder cleanup versus OTEL CI workflow pilot; unrelated." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "VITS test re-enable vs RT-DETR v2 converter fix; unrelated." + "reason": "VITS test re-enable versus RT-DETR v2 converter fix; different code paths." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Japanese docs translation vs kv-cache docs update; different documentation changes." + "reason": "Japanese translation changes versus quantized-cache docs updates; unrelated." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Model architecture modernization vs finegrained FP8 decode optimization; different subsystems." + "reason": "DINO model-standardization work versus finegrained FP8 generation/kernel optimization; different features." }, { "left": "pull_request:47301", "right": "pull_request:47360", "accept": false, - "reason": "Assisted-decoding docs vs CI workflow change; unrelated." + "reason": "Docs for multi-token prediction versus CI OTEL workflow changes; unrelated." }, { - "left": "pull_request:47173", - "right": "pull_request:47184", + "left": "pull_request:47360", + "right": "pull_request:47383", + "accept": false, + "reason": "CI workflow instrumentation versus Kimi integration tests; different concerns." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47360", + "accept": false, + "reason": "Compressed-tensors FP8 work versus CI workflow instrumentation; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", "accept": false, - "reason": "Different test-parameterization fixes for different models; not the same bug." + "reason": "Docs navigation cleanup versus new model support; no shared bug/change." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47384", + "accept": false, + "reason": "Both involve config machinery, but one is ContinuousBatchingConfig serialization/deprecation and the other is Gemma 4 heterogeneous attention config; different issues." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test adjustments vs XPU expectation fixes; different test concerns." + "reason": "Different test-extension PRs in different suites; not the same bug." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs translation vs new model support; unrelated." + "reason": "Japanese docs translation versus EfficientViT-SAM model addition; unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "New model support vs docs for multi-token prediction; different work." + "reason": "New model support versus assisted-decoding docs; unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47275", + "left": "pull_request:46912", + "right": "pull_request:47179", "accept": false, - "reason": "Compressed-tensors quantization support vs new model implementation; unrelated." + "reason": "RoPE test expansion versus Granite model support; different changes." }, { - "left": "pull_request:46912", - "right": "pull_request:47179", + "left": "pull_request:47216", + "right": "pull_request:47275", "accept": false, - "reason": "RoPE tests/logic overhaul vs Granite-SWA model support; different changes." + "reason": "Compressed-tensors quantization work versus EfficientViT-SAM model support; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "SDPA dispatch support vs docker builder cleanup; unrelated." + "reason": "SDPA dispatch support for audio models versus docker builder cleanup; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47284", "accept": false, - "reason": "Paged-attention XPU tests vs MIMO flash model fix; different targets." + "reason": "Paged-attention XPU tests versus mimo_v2_flash test/model fix; different model paths." }, { "left": "pull_request:46912", "right": "pull_request:47284", "accept": false, - "reason": "RoPE testing changes vs MIMO model fix; unrelated." + "reason": "RoPE tests versus mimo_v2_flash fixes; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "SDPA dispatch support for models vs packed-row varlen attention routing; related area but different concrete code paths." + "reason": "Both touch SDPA-related code, but one adds model dispatch support while the other adds packed varlen routing; different concrete changes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation versus exporter test dependencies; different changes." }, { "left": "pull_request:46836", "right": "pull_request:47202", "accept": false, - "reason": "Model addition (Unlimited OCR) vs docker builder removal; unrelated." + "reason": "Unlimited OCR model addition versus docker workflow cleanup; unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "OpenPangu-V2 model support vs EfficientViT-SAM model support; different models and code." + "reason": "OpenPangu-V2 model addition versus EfficientViT-SAM model addition; separate model integrations." }, { "left": "pull_request:45157", "right": "pull_request:47093", "accept": false, - "reason": "PrismML GGUF support vs OpenPangu-V2 model support; unrelated." + "reason": "PrismML GGUF support versus OpenPangu-V2 model addition; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47275", + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash-linear-attention availability check versus paged-attention test updates; different layers of the stack." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46395", "accept": false, - "reason": "Different new model additions with different code paths." + "reason": "GGUF Prism support versus Param2MoE model support; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Paged-attention test support vs XPU expectation fixes; not the same issue." + "reason": "Different XPU-related test fixes for different model suites; not duplicates." }, { - "left": "pull_request:46912", - "right": "pull_request:47082", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "RoPE test updates vs RoMa keypoint matcher model addition; unrelated." + "reason": "Unlimited OCR model support versus EfficientViT-SAM model support; different models and code paths." } ] }, @@ -23896,13 +23956,13 @@ "component_index": 1, "component_count": 33, "review_unit_index": 2, - "review_unit_count": 4, + "review_unit_count": 5, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-83", + "cluster_id": "cluster-40546-87", "nodes": [ "pull_request:44517", "pull_request:44775", @@ -23923,7 +23983,6 @@ "pull_request:47078", "pull_request:47082", "pull_request:47093", - "pull_request:47105", "pull_request:47108", "pull_request:47113", "pull_request:47143", @@ -23935,12 +23994,11 @@ "pull_request:47204", "pull_request:47210", "pull_request:47216", - "pull_request:47243", "pull_request:47275", + "pull_request:47291", "pull_request:47292", "pull_request:47294", "pull_request:47295", - "pull_request:47298", "pull_request:47301", "pull_request:47304", "pull_request:47306", @@ -23948,54 +24006,66 @@ "pull_request:47322", "pull_request:47336", "pull_request:47352", - "pull_request:47360", "pull_request:47383", "pull_request:47384", - "pull_request:47398" + "pull_request:47398", + "pull_request:47414", + "pull_request:47416", + "pull_request:47418" ], "soft_pairs": [ + "pull_request:47414|pull_request:47416", "pull_request:47204|pull_request:47295", + "pull_request:46912|pull_request:47082", "pull_request:47163|pull_request:47384", "pull_request:44775|pull_request:47301", "pull_request:46196|pull_request:46995", + "pull_request:47113|pull_request:47414", "pull_request:47301|pull_request:47384", "pull_request:47216|pull_request:47384", - "pull_request:47077|pull_request:47301", "pull_request:47336|pull_request:47384", + "pull_request:47077|pull_request:47301", "pull_request:44775|pull_request:47077", "pull_request:47294|pull_request:47320", "pull_request:47166|pull_request:47292", "pull_request:46267|pull_request:47383", + "pull_request:47336|pull_request:47414", "pull_request:46509|pull_request:46995", - "pull_request:47093|pull_request:47143", - "pull_request:46995|pull_request:47143", "pull_request:46196|pull_request:47179", + "pull_request:46995|pull_request:47143", + "pull_request:47093|pull_request:47143", "pull_request:46266|pull_request:47301", + "pull_request:47113|pull_request:47416", "pull_request:46266|pull_request:47383", - "pull_request:44775|pull_request:47304", + "pull_request:47179|pull_request:47210", "pull_request:47093|pull_request:47163", + "pull_request:44775|pull_request:47304", "pull_request:47082|pull_request:47210", - "pull_request:47179|pull_request:47210", + "pull_request:47322|pull_request:47414", "pull_request:46604|pull_request:47003", "pull_request:47082|pull_request:47108", - "pull_request:46266|pull_request:47216", "pull_request:47078|pull_request:47275", + "pull_request:46266|pull_request:47216", "pull_request:47108|pull_request:47301", "pull_request:47082|pull_request:47275", + "pull_request:47184|pull_request:47414", "pull_request:46266|pull_request:47336", "pull_request:46995|pull_request:47301", "pull_request:47175|pull_request:47179", "pull_request:44775|pull_request:46836", "pull_request:47163|pull_request:47179", - "pull_request:46604|pull_request:46658", "pull_request:44517|pull_request:45157", + "pull_request:46604|pull_request:46658", "pull_request:47082|pull_request:47216", "pull_request:47275|pull_request:47336", "pull_request:47210|pull_request:47304", "pull_request:46957|pull_request:47216", "pull_request:47108|pull_request:47383", "pull_request:47216|pull_request:47336", + "pull_request:47304|pull_request:47416", + "pull_request:47291|pull_request:47416", "pull_request:46912|pull_request:47078", + "pull_request:47077|pull_request:47418", "pull_request:47179|pull_request:47301", "pull_request:47166|pull_request:47352", "pull_request:46912|pull_request:47294", @@ -24004,374 +24074,363 @@ "pull_request:47175|pull_request:47294", "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:47301", - "pull_request:47105|pull_request:47298", - "pull_request:47078|pull_request:47322", - "pull_request:45157|pull_request:46658", - "pull_request:47078|pull_request:47243", - "pull_request:47275|pull_request:47304", - "pull_request:44517|pull_request:47301", - "pull_request:47294|pull_request:47360", - "pull_request:47113|pull_request:47304", - "pull_request:46895|pull_request:47398" + "pull_request:47301|pull_request:47418", + "pull_request:47294|pull_request:47418", + "pull_request:47398|pull_request:47416", + "pull_request:47304|pull_request:47418" ], - "prepared_review_unit_hash": "e461f6b4d5d0ae55ed3272b3f5fd143fcc25ef4853274b2857edabbe41e5bc48", + "prepared_review_unit_hash": "e0456d57a00d4524ebcf913d75b1818c01eb1ffb477c12cbaf8358d741dbc51e", "component_budget": { - "node_count": 83, - "item_count": 83, - "soft_pair_count": 227, - "serialized_chars": 283998, - "estimated_input_tokens": 71000, - "estimated_eval_tokens": 142256 + "node_count": 87, + "item_count": 87, + "soft_pair_count": 239, + "serialized_chars": 296330, + "estimated_input_tokens": 74083, + "estimated_eval_tokens": 148422 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 59, - "serialized_chars": 134717, - "estimated_input_tokens": 33680, - "estimated_eval_tokens": 67616 + "soft_pair_count": 64, + "serialized_chars": 135142, + "estimated_input_tokens": 33786, + "estimated_eval_tokens": 67828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model additions, docs updates, test tweaks, exporter/runtime fixes, and CI changes. None of the soft edges look like the same underlying bug or change, so they should all be rejected.", + "summary": "This cluster is heterogeneous: model additions, docs, tests, dependency bumps, and unrelated bugfixes. The soft pairs are all false positives and do not appear to be the same underlying bug or change, so there is no useful canonical PR/issue here.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:47414", + "right": "pull_request:47416", + "accept": false, + "reason": "Unrelated fixes: kernels version compatibility vs special_tokens input validation." + }, { "left": "pull_request:47204", "right": "pull_request:47295", "accept": false, - "reason": "Different changes: exporter-test container setup vs a DiffusionGemma mask dtype fix; no shared code path or bug." + "reason": "Docker exporter dependencies vs DiffusionGemma mask casting; different problems." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE test updates vs adding RoMa model support; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47384", "accept": false, - "reason": "Paged-attention XPU test coverage is unrelated to Gemma 4 heterogeneous config validation." + "reason": "Paged attention XPU tests vs Gemma 4 heterogeneous config; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47301", "accept": false, - "reason": "Both are docs, but one is distributed-training docs and the other is assisted-decoding/MTP docs; different topics." + "reason": "Docs reorganization for parallelism vs MTP documentation; different topics." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "One adds sdpa dispatch support for audio models; the other expands flash-linear-attention availability checks. Different issues." + "reason": "SDPA dispatch support for audio models vs flash-linear-attention MLU availability." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47414", + "accept": false, + "reason": "Audio feature/proc requirements vs kernels dependency bounds; not the same change." }, { "left": "pull_request:47301", "right": "pull_request:47384", "accept": false, - "reason": "MTP docs vs Gemma 4 config validation are unrelated." + "reason": "MTP docs vs Gemma 4 per-layer config; unrelated." }, { "left": "pull_request:47216", "right": "pull_request:47384", "accept": false, - "reason": "Compressed-tensors fp8 docs/code and Gemma 4 heterogeneous config are different changes." + "reason": "Compressed-tensors fp8 support vs Gemma 4 config refactor; different areas." }, { - "left": "pull_request:47077", - "right": "pull_request:47301", + "left": "pull_request:47336", + "right": "pull_request:47384", "accept": false, - "reason": "Japanese DistilBERT doc translation is unrelated to MTP assisted-decoding docs." + "reason": "Offloading save bugfix vs Gemma 4 heterogeneous attention config; unrelated." }, { - "left": "pull_request:47336", - "right": "pull_request:47384", + "left": "pull_request:47077", + "right": "pull_request:47301", "accept": false, - "reason": "Fully offloaded model saving bugfix and Gemma 4 config validation are unrelated." + "reason": "Japanese DistilBERT docs vs MTP docs; unrelated documentation work." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Different documentation areas: distributed training vs Japanese DistilBERT docs." + "reason": "Different docs updates for parallelism vs DistilBERT translation; not duplicates." }, { "left": "pull_request:47294", "right": "pull_request:47320", "accept": false, - "reason": "Kernel-native causal_conv1d work is unrelated to response-schema deprecation and chat parsing changes." + "reason": "Kernel-native causal conv1d utilities vs response-schema deprecation; different features." }, { "left": "pull_request:47166", "right": "pull_request:47292", "accept": false, - "reason": "These are separate test-only changes for different models and hardware targets." + "reason": "Quantization test updates vs XPU test fixes; unrelated test maintenance." }, { "left": "pull_request:46267", "right": "pull_request:47383", "accept": false, - "reason": "Serve chat parsing refactor and Kimi integration tests do not address the same bug or code path." + "reason": "Serve chat parsing refactor vs Kimi integration tests; unrelated." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47414", + "accept": false, + "reason": "Model offloading save fix vs kernels dependency bump; unrelated." }, { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "Nemotron Omni model support is unrelated to flash-linear-attention availability." + "reason": "Nemotron Omni support vs flash-linear-attention availability; separate features." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:46196", + "right": "pull_request:47179", "accept": false, - "reason": "Both add model support, but for different models (OpenPangu-V2 vs NeuCodec); not the same change." + "reason": "Audio SDPA dispatch vs Granite SWA model support; unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "Backend-availability helper change and NeuCodec model support are unrelated." + "reason": "MLU flash-linear-attention support vs NeuCodec model support; different changes." }, { - "left": "pull_request:46196", - "right": "pull_request:47179", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "sdpa dispatch support for wav2vec2-family models is unrelated to Granite-swa model support." + "reason": "OpenPangu-V2 model addition vs NeuCodec addition; distinct model PRs." }, { "left": "pull_request:46266", "right": "pull_request:47301", "accept": false, - "reason": "Dino modern-standards refactor and MTP docs are different themes and code paths." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47383", - "accept": false, - "reason": "Dino modernization work is unrelated to Kimi integration tests." + "reason": "Dino modernization/model conversion work vs MTP docs; unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47304", + "left": "pull_request:47113", + "right": "pull_request:47416", "accept": false, - "reason": "Distributed-training docs and Apple Silicon MPS docs are unrelated documentation updates." + "reason": "Audio requirements cleanup vs special_tokens validation; different code paths." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:46266", + "right": "pull_request:47383", "accept": false, - "reason": "Different work: new model support vs XPU paged-attention tests." + "reason": "Dino modernization/model conversion vs Kimi integration tests; unrelated." }, { - "left": "pull_request:47082", + "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "RoMa model support and packed-SDPA varlen routing are unrelated." + "reason": "Granite SWA model support vs packed SDPA varlen attention; unrelated." }, { - "left": "pull_request:47179", - "right": "pull_request:47210", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "Granite-swa model support and packed-SDPA attention routing are unrelated." + "reason": "OpenPangu-V2 model addition vs XPU paged-attention tests; unrelated." }, { - "left": "pull_request:46604", - "right": "pull_request:47003", + "left": "pull_request:44775", + "right": "pull_request:47304", "accept": false, - "reason": "Mistral tekken tokenizer utilities and OpenVINO exporter support do not fix the same issue." + "reason": "Parallelism docs vs MPS graph cache docs; unrelated documentation changes." }, { "left": "pull_request:47082", - "right": "pull_request:47108", + "right": "pull_request:47275", "accept": false, - "reason": "RoMa model support and a doc-builder pin comment change are unrelated." + "reason": "RoMa model support vs EfficientViT-SAM model support; different model additions." }, { "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "Model-architecture modernization and compressed-tensors quantization support are unrelated." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47275", - "accept": false, - "reason": "Japanese docs wording changes do not match EfficientVit-SAM model support." + "reason": "Dino modernization/model conversion vs compressed-tensors fp8; unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47301", "accept": false, - "reason": "Doc-builder comment cleanup is unrelated to MTP documentation." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47336", - "accept": false, - "reason": "Dino modernization and offloading/save-pretrained bugfix are distinct." + "reason": "Doc-builder comment tweak vs MTP docs; unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47301", "accept": false, - "reason": "Flash-linear-attention availability and MTP docs are unrelated." + "reason": "MLU flash-linear-attention support vs MTP docs; unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "CI expectation updates for Olmo3 are unrelated to adding Granite-swa model support." + "reason": "Olmo3 CI expectation updates vs Granite SWA model support; not the same change." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Distributed-training docs and Unlimited OCR model support are unrelated." + "reason": "Parallelism docs vs Unlimited OCR model addition; unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47179", + "left": "pull_request:44517", + "right": "pull_request:45157", "accept": false, - "reason": "Paged-attention XPU tests do not overlap with Granite-swa model support." + "reason": "Qwen3-TTS model addition vs PrismML Bonsai support; unrelated model PRs." }, { "left": "pull_request:46604", "right": "pull_request:46658", "accept": false, - "reason": "Mistral tekken tokenizer utilities and Step-3.7 flash tooling are different model/tooling stacks." - }, - { - "left": "pull_request:44517", - "right": "pull_request:45157", - "accept": false, - "reason": "Qwen3-TTS support and PrismML Bonsai support are separate model additions." + "reason": "Mistral tekken utilities vs Step-3.7 flash model work; unrelated." }, { "left": "pull_request:47082", "right": "pull_request:47216", "accept": false, - "reason": "RoMa model support and compressed-tensors fp8 quantization work are unrelated." + "reason": "RoMa model support vs compressed-tensors fp8; unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47336", "accept": false, - "reason": "EfficientVit-SAM model support and offloaded-model saving bugfix are unrelated." + "reason": "EfficientViT-SAM model support vs offloaded model saving bugfix; unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Packed-SDPA attention routing is unrelated to an Apple Silicon docs cleanup." + "reason": "Packed SDPA varlen attention vs MPS docs wording update; unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Both touch performance/quantization topics, but one is finegrained FP8 decode optimization and the other is compressed-tensors fp8 support; different code paths." + "reason": "Finegrained FP8 decode optimization vs compressed-tensors fp8; different quantization topics." }, { "left": "pull_request:47108", "right": "pull_request:47383", "accept": false, - "reason": "Doc-builder comment cleanup is unrelated to Kimi integration tests." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47352", - "accept": false, - "reason": "RoPE tests across models and distributed runtime/mixin changes are not the same bug." + "reason": "Doc-builder pin comment vs Kimi integration tests; unrelated." }, { - "left": "pull_request:47179", - "right": "pull_request:47301", + "left": "pull_request:47216", + "right": "pull_request:47336", "accept": false, - "reason": "Granite-swa model support and MTP docs are unrelated." + "reason": "Compressed-tensors fp8 support vs offloaded saving bugfix; unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47352", + "left": "pull_request:47304", + "right": "pull_request:47416", "accept": false, - "reason": "Quantization test tweaks and distributed runtime utilities are unrelated." + "reason": "MPS docs wording fix vs special_tokens validation; unrelated." }, { - "left": "pull_request:47184", - "right": "pull_request:47298", + "left": "pull_request:47291", + "right": "pull_request:47416", "accept": false, - "reason": "Different test issues: accelerator-mapping wording/requirement changes vs MI450-specific model failures." + "reason": "Continuous batching config deprecation vs special_tokens validation; unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47322", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "Japanese documentation wording changes are unrelated to AMD Quark config-class adjustments." + "reason": "RoPE tests vs Japanese docs wording cleanup; unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:46658", + "left": "pull_request:47077", + "right": "pull_request:47418", "accept": false, - "reason": "PrismML Bonsai support and Step-3.7 flash tooling target different models and conversion flows." + "reason": "Japanese DistilBERT docs vs quicktour typo fixes; not the same change." }, { - "left": "pull_request:47078", - "right": "pull_request:47243", + "left": "pull_request:47179", + "right": "pull_request:47301", "accept": false, - "reason": "Japanese docs wording changes are unrelated to ExecuTorch exporter fixes." + "reason": "Granite SWA model support vs MTP docs; unrelated." }, { - "left": "pull_request:47275", - "right": "pull_request:47304", + "left": "pull_request:47166", + "right": "pull_request:47352", "accept": false, - "reason": "EfficientVit-SAM model support and MPS graph-cache docs are unrelated." + "reason": "Quantization test tweaks vs distributed runtime utils work; unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47301", + "left": "pull_request:46912", + "right": "pull_request:47294", "accept": false, - "reason": "Qwen3-TTS support and MTP docs do not address the same underlying issue." + "reason": "RoPE test updates vs kernel-native causal conv1d integration; unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47360", + "left": "pull_request:47175", + "right": "pull_request:47294", "accept": false, - "reason": "Kernel-native causal_conv1d functions and OTEL CI workflow changes are unrelated." + "reason": "Olmo3 CI updates vs kernel-native causal conv1d integration; unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47304", + "left": "pull_request:46895", + "right": "pull_request:47306", "accept": false, - "reason": "Audio feature/proc requirement fixes are unrelated to MPS graph-cache documentation." + "reason": "CohereASR loss fix vs Neuron experiment scripts; unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47306", + "left": "pull_request:46196", + "right": "pull_request:47301", "accept": false, - "reason": "CohereASR loss-shift fix and Neuron experiment scripts are different changes." + "reason": "Audio SDPA dispatch vs MTP docs; unrelated." }, { - "left": "pull_request:47105", - "right": "pull_request:47298", + "left": "pull_request:47301", + "right": "pull_request:47418", "accept": false, - "reason": "Re-enabling VITS test coverage is unrelated to MI450 failure fixes." + "reason": "MTP docs vs quicktour typo fixes; unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47320", + "left": "pull_request:47294", + "right": "pull_request:47418", "accept": false, - "reason": "NeuCodec model support and response-schema deprecation are unrelated." + "reason": "Kernel-native causal conv1d vs quicktour typos; unrelated." }, { - "left": "pull_request:47175", - "right": "pull_request:47294", + "left": "pull_request:47398", + "right": "pull_request:47416", "accept": false, - "reason": "Olmo3 CI value updates and kernel-native causal_conv1d functions do not overlap." + "reason": "GLM MoE DSA config fallback vs special_tokens validation; unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47398", + "left": "pull_request:47304", + "right": "pull_request:47418", "accept": false, - "reason": "CohereASR training-loss fix and GLM MoE config fallback are different model bugs." + "reason": "MPS docs wording fix vs quicktour typo fixes; unrelated." } ] }, @@ -24387,13 +24446,13 @@ "component_index": 1, "component_count": 33, "review_unit_index": 3, - "review_unit_count": 4, + "review_unit_count": 5, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-83", + "cluster_id": "cluster-40546-87", "nodes": [ "pull_request:41855", "pull_request:42668", @@ -24404,36 +24463,33 @@ "pull_request:43995", "pull_request:44517", "pull_request:44827", + "pull_request:45157", "pull_request:45170", "pull_request:45213", "pull_request:45655", "pull_request:46048", "pull_request:46381", - "pull_request:46509", "pull_request:46604", "pull_request:46658", - "pull_request:46836", "pull_request:46895", "pull_request:46912", "pull_request:46957", "pull_request:46958", - "pull_request:47003", "pull_request:47077", + "pull_request:47078", "pull_request:47090", "pull_request:47096", + "pull_request:47105", "pull_request:47113", "pull_request:47143", "pull_request:47163", - "pull_request:47166", - "pull_request:47173", "pull_request:47175", - "pull_request:47184", "pull_request:47210", "pull_request:47243", "pull_request:47275", "pull_request:47291", - "pull_request:47292", "pull_request:47294", + "pull_request:47298", "pull_request:47301", "pull_request:47304", "pull_request:47306", @@ -24442,16 +24498,28 @@ "pull_request:47360", "pull_request:47367", "pull_request:47383", - "pull_request:47399" + "pull_request:47398", + "pull_request:47399", + "pull_request:47418" ], "soft_pairs": [ + "pull_request:47105|pull_request:47298", + "pull_request:47367|pull_request:47418", + "pull_request:45157|pull_request:46658", + "pull_request:47078|pull_request:47322", + "pull_request:47078|pull_request:47243", + "pull_request:47275|pull_request:47304", + "pull_request:44517|pull_request:47301", + "pull_request:47294|pull_request:47360", "pull_request:46912|pull_request:47291", + "pull_request:47113|pull_request:47304", + "pull_request:46895|pull_request:47398", "pull_request:47163|pull_request:47352", "pull_request:43451|pull_request:44517", - "pull_request:46895|pull_request:47399", "pull_request:47352|pull_request:47383", - "pull_request:44517|pull_request:47383", + "pull_request:46895|pull_request:47399", "pull_request:47243|pull_request:47294", + "pull_request:44517|pull_request:47383", "pull_request:43451|pull_request:47352", "pull_request:44517|pull_request:47143", "pull_request:47210|pull_request:47291", @@ -24460,12 +24528,10 @@ "pull_request:46604|pull_request:47383", "pull_request:46957|pull_request:47360", "pull_request:46381|pull_request:47322", - "pull_request:47113|pull_request:47175", "pull_request:46957|pull_request:47301", + "pull_request:47113|pull_request:47175", "pull_request:43451|pull_request:46604", "pull_request:47113|pull_request:47275", - "pull_request:47113|pull_request:47243", - "pull_request:46912|pull_request:47113", "pull_request:47077|pull_request:47367", "pull_request:47294|pull_request:47306", "pull_request:47210|pull_request:47367", @@ -24493,410 +24559,354 @@ "pull_request:43823|pull_request:45213", "pull_request:46895|pull_request:47090", "pull_request:46958|pull_request:47090", - "pull_request:46895|pull_request:46958", - "pull_request:47173|pull_request:47292", - "pull_request:47166|pull_request:47184", - "pull_request:46912|pull_request:47175", - "pull_request:47096|pull_request:47383", - "pull_request:47184|pull_request:47292", - "pull_request:47301|pull_request:47304", - "pull_request:47077|pull_request:47304", - "pull_request:46658|pull_request:46836", - "pull_request:47210|pull_request:47301", - "pull_request:47003|pull_request:47243", - "pull_request:46509|pull_request:47143", - "pull_request:47163|pull_request:47184", - "pull_request:47163|pull_request:47166", - "pull_request:46509|pull_request:47163" + "pull_request:46895|pull_request:46958" ], - "prepared_review_unit_hash": "d5b645ff910f9cb99eb3a46f29caa0189efb8fd2401e0b50f94eddaed90b6538", + "prepared_review_unit_hash": "90be24c23ee21eb19a9a484a9ec7bf2c577c28884af6a9219ff785df1dbb15e4", "component_budget": { - "node_count": 83, - "item_count": 83, - "soft_pair_count": 227, - "serialized_chars": 283998, - "estimated_input_tokens": 71000, - "estimated_eval_tokens": 142256 + "node_count": 87, + "item_count": 87, + "soft_pair_count": 239, + "serialized_chars": 296330, + "estimated_input_tokens": 74083, + "estimated_eval_tokens": 148422 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 63, - "serialized_chars": 133218, - "estimated_input_tokens": 33305, - "estimated_eval_tokens": 66866 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 57, + "serialized_chars": 128085, + "estimated_input_tokens": 32022, + "estimated_eval_tokens": 64300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated PRs. The only clear duplicate cluster is the CohereASR training-loss double-shift fixes (46895, 46958, 47090); the rest are separate model adds, docs, tests, or unrelated bugfixes and should not be merged together.", - "confidence": 0.83, + "summary": "This cluster is mostly heterogeneous. The only clear duplicate triad is the CohereASR training-loss double-shift fixes; the rest are superficial title/subsystem overlaps across unrelated PRs.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR represents the whole mixed cluster. If forced to pick one anchor, 47090 is the best canonical within the only true duplicate subgroup because it explicitly targets issue 46894 and states the full training-loss double-shift fix most clearly.", + "canonical_pr_reason": "PR 47090 is the cleanest representative of the CohereASR loss bug: it explicitly targets the shared issue, keeps the loss-function path intact, and fixes the same decoder-label double-shift with the most correct handling.", "best_issue_reason": null, - "best_pr_reason": "47090 is the strongest single PR in the set for duplicate triage: it is part of the confirmed CohereASR duplicate chain, has the explicit issue link, and is the most complete/clear statement of that fix.", + "best_pr_reason": "PR 47090 is the best global representative because it is the most complete and precise fix for the shared CohereASR bug, with explicit issue linkage and the most semantically correct implementation among the three variants.", "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47298", + "accept": false, + "reason": "Different model/test concerns: VITS forward test re-enable vs MI450 model failures. Same broad area, not the same underlying change." + }, + { + "left": "pull_request:47367", + "right": "pull_request:47418", + "accept": false, + "reason": "Both touch docs, but one clarifies pipeline device placement and the other fixes typos in quicktour. Not the same issue." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46658", + "accept": false, + "reason": "Unrelated model support work: Prism GGUF dequantization vs Step-3.7 Flash / Mistral tekken utilities." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47322", + "accept": false, + "reason": "Japanese docs wording update vs AMD Quark quantization config changes. No shared bug or change." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47243", + "accept": false, + "reason": "Docs-only wording cleanup vs exporter/runtime fixes. Different artifacts and problems." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47304", + "accept": false, + "reason": "New model addition vs docs typo cleanup. Completely different scope." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47301", + "accept": false, + "reason": "Qwen3-TTS model support vs assisted decoding MTP docs. Broad AI feature area only; not duplicate work." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47360", + "accept": false, + "reason": "Kernel integration support vs CI workflow instrumentation. Not the same code-path problem." + }, { "left": "pull_request:46912", "right": "pull_request:47291", "accept": false, - "reason": "Different changes: RoPE test/model tweaks vs continuous batching config deprecation." + "reason": "RoPE test coverage changes vs generation config deprecation / ContinuousBatchingConfig handling." }, { - "left": "pull_request:47163", - "right": "pull_request:47352", + "left": "pull_request:47113", + "right": "pull_request:47304", "accept": false, - "reason": "Unrelated: XPU paged-attention test additions vs distributed runtime utilities." + "reason": "Audio feature/proc requirement fixes vs docs-only MPS graph cache wording. No overlap in underlying bug." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:46895", + "right": "pull_request:47398", "accept": false, - "reason": "Different model adds: Molmo2 vs Qwen3-TTS." + "reason": "CohereASR loss bug vs GlmMoeDsa config fallback behavior. Different models and failures." }, { - "left": "pull_request:46895", - "right": "pull_request:47399", + "left": "pull_request:47163", + "right": "pull_request:47352", + "accept": false, + "reason": "Paged-attention XPU test additions vs distributed runtime utilities. Related infrastructure, not same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "CohereASR loss fix is unrelated to Cosmos3 Edge patch packing order." + "reason": "Different new model additions: Molmo2 vs Qwen3-TTS. Similar pattern, not duplicate." }, { "left": "pull_request:47352", "right": "pull_request:47383", "accept": false, - "reason": "Distributed runtime utilities vs Kimi integration tests are not the same change." + "reason": "Distributed runtime utilities vs Kimi integration tests. Different functionality and files." }, { - "left": "pull_request:44517", - "right": "pull_request:47383", + "left": "pull_request:46895", + "right": "pull_request:47399", "accept": false, - "reason": "Qwen3-TTS model add and Kimi integration tests are unrelated." + "reason": "CohereASR training-loss fix vs Cosmos3 Edge patch packing order. Unrelated model bugs." }, { "left": "pull_request:47243", "right": "pull_request:47294", "accept": false, - "reason": "Executorch exporter fixes vs causal_conv1d kernel plumbing are different code paths." + "reason": "Executorch exporter fixes vs causal_conv1d kernel integration. Different export/integration subsystems." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47383", + "accept": false, + "reason": "Qwen3-TTS model addition vs Kimi integration tests. No shared underlying defect." }, { "left": "pull_request:43451", "right": "pull_request:47352", "accept": false, - "reason": "Molmo2 model add is unrelated to distributed runtime utils." + "reason": "Molmo2 model addition vs distributed runtime utilities. Same release cycle, different work." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Qwen3-TTS add and NeuCodec add are different model integrations." + "reason": "Qwen3-TTS vs NeuCodec are separate model additions." }, { "left": "pull_request:47210", "right": "pull_request:47291", "accept": false, - "reason": "Packed SDPA varlen routing is unrelated to CB config deprecation." + "reason": "Packed SDPA varlen routing vs generation config deprecation. Different code paths and issues." }, { "left": "pull_request:46957", "right": "pull_request:47383", "accept": false, - "reason": "Finegrained FP8 decode optimization is unrelated to Kimi tests." + "reason": "Finegrained FP8 decode optimization vs Kimi integration tests. No same bug or mergeable combined fix." }, { "left": "pull_request:46604", "right": "pull_request:47163", "accept": false, - "reason": "Mistral tekken tokenizer utilities and XPU paged-attention tests are unrelated." + "reason": "Mistral tekken utilities vs paged-attention XPU tests. Different features and files." }, { "left": "pull_request:46604", "right": "pull_request:47383", "accept": false, - "reason": "Tokenizer conversion utilities and Kimi integration tests are different work." + "reason": "Mistral tekken utilities vs Kimi integration tests. Only superficial similarity in being test-heavy PRs." }, { "left": "pull_request:46957", "right": "pull_request:47360", "accept": false, - "reason": "FP8 kernel optimization is unrelated to CI workflow changes." + "reason": "Finegrained FP8 kernel optimization vs OTEL CI workflow changes. Unrelated." }, { "left": "pull_request:46381", "right": "pull_request:47322", "accept": false, - "reason": "Tokenizers version bump and AMD Quark config updates are separate dependency issues." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47175", - "accept": false, - "reason": "Audio feature/proc requirement fixes do not match Olmo3 CI expectation updates." + "reason": "Tokenizers dependency bump vs AMD Quark config-class rename. Different dependency and backend issues." }, { "left": "pull_request:46957", "right": "pull_request:47301", "accept": false, - "reason": "FP8 grouped/batched optimization is unrelated to MTP docs." + "reason": "FP8 decode path changes vs MTP docs. No shared code path." }, { "left": "pull_request:47113", - "right": "pull_request:47275", + "right": "pull_request:47175", "accept": false, - "reason": "Audio requirements fixes are unrelated to adding EfficientViT-SAM." + "reason": "Audio feature/proc requirements vs Olmo3 CI expectation updates. One is a functional fix, the other test data refresh." }, { - "left": "pull_request:47113", - "right": "pull_request:47243", + "left": "pull_request:43451", + "right": "pull_request:46604", "accept": false, - "reason": "Audio requirement fixes and Executorch exporter fixes are unrelated." + "reason": "Molmo2 model addition vs Mistral tekken utilities. Completely different domains." }, { - "left": "pull_request:46912", - "right": "pull_request:47175", + "left": "pull_request:47113", + "right": "pull_request:47275", "accept": false, - "reason": "RoPE model/test adjustments are unrelated to Olmo3 CI value updates." + "reason": "Audio processing requirements vs EfficientVit-SAM model addition. Not the same bug/change." }, { "left": "pull_request:47077", "right": "pull_request:47367", "accept": false, - "reason": "Japanese DistilBERT docs and pipeline device-placement behavior are unrelated." + "reason": "Japanese DistilBERT docs translation vs pipeline device-placement clarification. Different documentation topics." }, { "left": "pull_request:47294", "right": "pull_request:47306", "accept": false, - "reason": "Kernel integration work for causal_conv1d is unrelated to Neuron experiments." + "reason": "Kernel-native causal_conv1d support vs Neuron experiment scripts. Unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47367", "accept": false, - "reason": "Packed SDPA varlen attention and pipeline device docs are unrelated." + "reason": "Packed SDPA varlen attention routing vs pipeline docs. Different subsystems." }, { "left": "pull_request:47275", "right": "pull_request:47367", "accept": false, - "reason": "EfficientViT-SAM model add is unrelated to pipeline device placement docs." + "reason": "EfficientVit-SAM model addition vs pipeline docs wording. No shared underlying issue." }, { "left": "pull_request:43451", "right": "pull_request:46381", "accept": false, - "reason": "Model addition and tokenizers dependency bump are not the same change." + "reason": "Model addition vs tokenizers version compatibility bump. Different PR classes entirely." }, { "left": "pull_request:46381", "right": "pull_request:47096", "accept": false, - "reason": "Tokenizers dependency update is unrelated to Kimi exportability work." + "reason": "Dependency pin change vs Executorch exporter fixes. No overlap in code path or bug." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral missing-methods patch and Executorch dynamic-shape tests are unrelated." + "reason": "Mistral tokenizer missing methods vs Executorch dynamic-shape export tests. Different issues and files." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods and MobileLLM model addition are different changes." + "reason": "Mistral tokenizer API additions vs MobileLLM model addition. Not duplicate work." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness fixes do not match a new MobileLLM model add." + "reason": "Processor auto-loading robustness vs MobileLLM model support. Different problems." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "Executorch dynamic-shape tests are unrelated to MTP docs." + "reason": "Executorch export test coverage vs assisted-decoding docs. Not the same bug/change." }, { "left": "pull_request:43424", "right": "pull_request:47383", "accept": false, - "reason": "Executorch export tests and Kimi integration tests are unrelated." + "reason": "Executorch dynamic-shape test vs Kimi integration tests. Only both are tests." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model and config-resolution order fix are unrelated." + "reason": "MobileLLM model addition vs config-resolution ordering fix. Different scope and code paths." }, { "left": "pull_request:44827", "right": "pull_request:47383", "accept": false, - "reason": "Mistral4 test fixes do not match Kimi integration tests." + "reason": "Mistral4 test fixes vs Kimi integration tests. Not the same underlying issue." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests and layrnorm->layernorm rename are unrelated." + "reason": "Mistral4 tests vs layrnorm->layernorm rename. Different bugs." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 tests are different concerns." + "reason": "Executorch export test vs Mistral4 test fixes. No same concrete change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and Falcon output-interface refactor are unrelated." + "reason": "MobileLLM model addition vs Falcon output-interface refactor. Unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "cross_entropy kwargs fix is unrelated to MobileLLM model addition." + "reason": "cross_entropy kwargs forwarding vs MobileLLM model addition. Different code paths." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel work are unrelated." - }, - { - "left": "pull_request:43424", - "right": "pull_request:43823", - "accept": false, - "reason": "Executorch dynamic-shape tests and MobileLLM add are unrelated." + "reason": "Mistral4 tests vs TDT loss kernel support. Not the same bug or feature." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill PR." + "reason": "Falcon refactor vs model-creation skill scaffolding. No shared underlying artifact." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests and the model-creation skill are not the same artifact." - }, - { - "left": "pull_request:43995", - "right": "pull_request:44827", - "accept": false, - "reason": "Falcon refactor and Mistral4 test fixes are unrelated." + "reason": "Mistral4 tests vs model creation skill. Different domains entirely." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model add and the model-creation skill are unrelated." + "reason": "MobileLLM model support vs model creation skill docs/scripts. Not the same change." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug/fix; both touch the same files and issue 46894." + "reason": "Same CohereASR training-loss double-shift bug, same model files, and same fix intent around passing the correct labels into the loss path." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss double-shift fix on the same code path and issue target." + "reason": "Both fix the identical CohereASR double-shift loss bug in the same code path; 47090 is a later refined implementation of the same issue." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same underlying CohereASR training-loss bug; these are duplicate fix variants." - }, - { - "left": "pull_request:47173", - "right": "pull_request:47292", - "accept": false, - "reason": "Both are test expectation updates for XPU, but they fix different models and failures." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47184", - "accept": false, - "reason": "Different test suites and unrelated expectation tweaks." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47175", - "accept": false, - "reason": "RoPE changes and Olmo3 CI expectation updates are unrelated." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47383", - "accept": false, - "reason": "Kimi exportability changes and Kimi integration tests are not the same concrete fix." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47292", - "accept": false, - "reason": "Different test failures in different model suites; no shared underlying bug." - }, - { - "left": "pull_request:47301", - "right": "pull_request:47304", - "accept": false, - "reason": "MTP docs and MPS graph-cache docs are unrelated documentation changes." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47304", - "accept": false, - "reason": "Japanese DistilBERT docs and MPS graph-cache docs are unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46836", - "accept": false, - "reason": "Step3p7 flash work and Unlimited OCR model addition are unrelated." - }, - { - "left": "pull_request:47210", - "right": "pull_request:47301", - "accept": false, - "reason": "Packed SDPA attention change is unrelated to MTP documentation." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47243", - "accept": false, - "reason": "OpenVINO exporter and Executorch exporter fixes target different backends." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47143", - "accept": false, - "reason": "Nemotron Omni and NeuCodec are separate model additions." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47184", - "accept": false, - "reason": "Paged-attention XPU tests and Qwen3-Next test fixes are unrelated." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47166", - "accept": false, - "reason": "Paged-attention XPU tests and quantization test tweaks are unrelated." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47163", - "accept": false, - "reason": "Nemotron Omni model support and paged-attention XPU tests are unrelated." + "reason": "Both are implementations of the same CohereASR training-loss double-shift fix and target the same files and bug." } ] }, @@ -24912,13 +24922,13 @@ "component_index": 1, "component_count": 33, "review_unit_index": 4, - "review_unit_count": 4, + "review_unit_count": 5, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-83", + "cluster_id": "cluster-40546-87", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -24929,10 +24939,12 @@ "pull_request:46836", "pull_request:46912", "pull_request:47003", + "pull_request:47077", "pull_request:47096", "pull_request:47143", "pull_request:47163", "pull_request:47166", + "pull_request:47173", "pull_request:47175", "pull_request:47184", "pull_request:47210", @@ -24954,11 +24966,25 @@ "pull_request:47399" ], "soft_pairs": [ + "pull_request:47173|pull_request:47292", + "pull_request:47166|pull_request:47184", + "pull_request:46912|pull_request:47175", + "pull_request:47096|pull_request:47383", + "pull_request:47184|pull_request:47292", + "pull_request:47301|pull_request:47304", + "pull_request:47077|pull_request:47304", + "pull_request:46658|pull_request:46836", + "pull_request:47210|pull_request:47301", + "pull_request:47003|pull_request:47243", + "pull_request:46509|pull_request:47143", + "pull_request:47163|pull_request:47184", + "pull_request:47163|pull_request:47166", + "pull_request:46509|pull_request:47163", "pull_request:45157|pull_request:46836", "pull_request:46836|pull_request:47387", "pull_request:47291|pull_request:47322", - "pull_request:47163|pull_request:47292", "pull_request:45157|pull_request:46509", + "pull_request:47163|pull_request:47292", "pull_request:47301|pull_request:47336", "pull_request:47216|pull_request:47383", "pull_request:47336|pull_request:47383", @@ -24983,18 +25009,17 @@ "pull_request:47301|pull_request:47367", "pull_request:43451|pull_request:47243", "pull_request:47096|pull_request:47243", - "pull_request:43451|pull_request:47291", "pull_request:47166|pull_request:47383", "pull_request:47184|pull_request:47383", "pull_request:43451|pull_request:47175", - "pull_request:40546|pull_request:43451", "pull_request:47306|pull_request:47367", + "pull_request:40546|pull_request:43451", "pull_request:47298|pull_request:47399", "pull_request:47398|pull_request:47399", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", - "pull_request:43451|pull_request:47383", "pull_request:43451|pull_request:46509", + "pull_request:43451|pull_request:47383", "pull_request:47298|pull_request:47398", "pull_request:46658|pull_request:47399", "pull_request:43451|pull_request:47096", @@ -25012,367 +25037,471 @@ "pull_request:47003|pull_request:47398", "pull_request:47003|pull_request:47306", "pull_request:47096|pull_request:47387", - "pull_request:47003|pull_request:47387", - "pull_request:47096|pull_request:47143" + "pull_request:47003|pull_request:47387" ], - "prepared_review_unit_hash": "0c3509326b4ffdcdd5608d2cd10d041029280699995e2c78fa6a6ba3a37c508f", + "prepared_review_unit_hash": "54ede7e62cf438d50daf0198c988c146e6f0e14773dcec2fe3366400e10100f0", "component_budget": { - "node_count": 83, - "item_count": 83, - "soft_pair_count": 227, - "serialized_chars": 283998, - "estimated_input_tokens": 71000, - "estimated_eval_tokens": 142256 + "node_count": 87, + "item_count": 87, + "soft_pair_count": 239, + "serialized_chars": 296330, + "estimated_input_tokens": 74083, + "estimated_eval_tokens": 148422 }, "budget": { - "node_count": 32, - "item_count": 32, - "soft_pair_count": 60, - "serialized_chars": 92588, - "estimated_input_tokens": 23147, - "estimated_eval_tokens": 46550 + "node_count": 34, + "item_count": 34, + "soft_pair_count": 72, + "serialized_chars": 103064, + "estimated_input_tokens": 25766, + "estimated_eval_tokens": 51788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab-bag of unrelated PRs (model additions, exporter changes, docs, and test fixes). I do not see a safe canonical duplicate candidate, and none of the soft edges look like the same underlying bug/change.", - "confidence": 0.95, + "summary": "This cluster is a broad similarity bucket, not a duplicate set: it mixes unrelated model-addition PRs, exporter changes, XPU test updates, and documentation-only edits. None of the soft edges look like the same underlying bug or change, so they should all be rejected.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No strong duplicate canonical exists; if one PR must anchor the cluster, 43451 is the most hub-like by similarity and shared model-addition/doc patterns, but it is not a true duplicate representative for the rest.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a safe representative: the set spans unrelated features and fixes, so there is no clear canonical PR for deduplication.", + "best_pr_reason": "43451 is the most central PR in this bucket, but only as a loose similarity hub. The surrounding PRs are too heterogeneous for any PR to be a good duplicate-triage canonical.", "soft_edge_verdicts": [ + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU test expectation fixes, but for different models/files and likely different failure modes." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test targets and different changes; same general 'test cleanup' theme is not enough." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "Both tweak test baselines, but they address unrelated models and code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47383", + "accept": false, + "reason": "One is exporter support, the other is integration tests for Kimi; not the same concrete change." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47292", + "accept": false, + "reason": "Unrelated model test fixes; no shared bug or mergeable combined PR." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "Different documentation topics and no shared code path." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese DistilBERT docs translation is unrelated to MPS graph cache docs." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add new model support, but for different models and separate implementations." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed SDPA runtime change and MTP docs are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "Both touch exporter infrastructure, but OpenVINO and Executorch fixes are different backends and code paths." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions; no same underlying bug/change." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test suites and different hardware-targeted tweaks." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU tests and quantization test updates are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Model support PR vs paged-attention test PR; not a duplicate." + }, { "left": "pull_request:45157", "right": "pull_request:46836", "accept": false, - "reason": "Different model-support PRs (PrismML Bonsai vs Unlimited OCR); unrelated code paths." + "reason": "Distinct model support work for different architectures." }, { "left": "pull_request:46836", "right": "pull_request:47387", "accept": false, - "reason": "Unlimited OCR model support vs one-to-many conversion loading; unrelated changes." + "reason": "Unlimited OCR model support and one-to-many conversion support are unrelated changes." }, { "left": "pull_request:47291", "right": "pull_request:47322", "accept": false, - "reason": "Different config changes: deprecating continuous_batching_config vs Quark QConfig import/update." + "reason": "Different config-related fixes in different subsystems." }, { - "left": "pull_request:47163", - "right": "pull_request:47292", + "left": "pull_request:45157", + "right": "pull_request:46509", "accept": false, - "reason": "Both add XPU-related tests, but for different models and different failure modes." + "reason": "Different model support PRs; no shared bug or code path." }, { - "left": "pull_request:45157", - "right": "pull_request:46509", + "left": "pull_request:47163", + "right": "pull_request:47292", "accept": false, - "reason": "Different model additions (PrismML Bonsai vs Nemotron Omni); no shared bug." + "reason": "Separate XPU-related test fixes for different models." }, { "left": "pull_request:47301", "right": "pull_request:47336", "accept": false, - "reason": "Docs about MTP support vs offloaded model saving bugfix; unrelated." + "reason": "Docs for MTP and offloaded saving bugfix are unrelated." }, { "left": "pull_request:47216", "right": "pull_request:47383", "accept": false, - "reason": "Compressed-tensors quantization vs Kimi integration tests; unrelated." + "reason": "Compressed-tensors fp8 support and Kimi integration tests are unrelated." }, { "left": "pull_request:47336", "right": "pull_request:47383", "accept": false, - "reason": "Model offloading save bugfix vs Kimi integration tests; unrelated." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47387", - "accept": false, - "reason": "Nemotron Omni support vs one-to-many conversion support; separate features." + "reason": "Offloaded model saving fix and Kimi integration tests do not share a concrete change." }, { "left": "pull_request:47304", "right": "pull_request:47367", "accept": false, - "reason": "Two docs PRs, but about different topics (MPS graph cache vs pipeline device placement)." + "reason": "MPS graph cache docs and pipeline device-placement docs are separate documentation updates." }, { "left": "pull_request:46912", "right": "pull_request:47298", "accept": false, - "reason": "RoPE test updates vs MI450 image-decoder fallback fixes; unrelated." + "reason": "RoPE test changes and MI450 image decoding/model failures are unrelated." }, { "left": "pull_request:47301", "right": "pull_request:47383", "accept": false, - "reason": "MTP docs vs Kimi integration tests; unrelated." + "reason": "Docs-only MTP support and Kimi integration tests are not the same change." }, { "left": "pull_request:47216", "right": "pull_request:47301", "accept": false, - "reason": "Compressed-tensors fp8 work vs assisted-decoding MTP docs; unrelated." + "reason": "Compressed-tensors fp8 support and MTP docs are unrelated." }, { "left": "pull_request:46509", "right": "pull_request:47301", "accept": false, - "reason": "Nemotron Omni support vs MTP docs; unrelated." + "reason": "Nemotron Omni support and MTP documentation are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47298", "accept": false, - "reason": "Olmo3 CI test value changes vs MI450 image-utils fix; unrelated." + "reason": "Ongoing test expectation updates for different models and hardware issues." }, { "left": "pull_request:47163", "right": "pull_request:47210", "accept": false, - "reason": "XPU paged-attention tests vs packed-SDPA varlen routing; different code paths." + "reason": "Paged-attention XPU tests and varlen SDPA routing are different features." }, { "left": "pull_request:47294", "right": "pull_request:47298", "accept": false, - "reason": "Kernel native causal_conv1d support vs image loading/model failures on MI450; unrelated." + "reason": "Kernel native causal_conv1d work and MI450 fixes are different problems." }, { "left": "pull_request:45157", "right": "pull_request:47387", "accept": false, - "reason": "PrismML Bonsai support vs one-to-many conversion support; unrelated." + "reason": "PrismML Bonsai support and one-to-many conversion support are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:47387", "accept": false, - "reason": "Step-3.7 Flash support vs one-to-many conversion support; no shared underlying change." + "reason": "Step-3.7 Flash support and one-to-many conversion support do not address the same bug/change." }, { "left": "pull_request:47143", "right": "pull_request:47163", "accept": false, - "reason": "NeuCodec support vs paged-attention XPU tests; unrelated model/features." + "reason": "NeuCodec support and paged-attention XPU tests are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47143", "accept": false, - "reason": "wav2vec2 SDPA dispatch vs NeuCodec support; different models and fixes." + "reason": "wav2vec2 SDPA dispatch and NeuCodec support are unrelated model changes." }, { "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Step-3.7 Flash support vs NeuCodec support; unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47322", - "accept": false, - "reason": "Step-3.7 Flash support vs Quark config changes; unrelated." + "reason": "Step-3.7 Flash and NeuCodec are separate model additions with different code paths." }, { "left": "pull_request:47143", "right": "pull_request:47387", "accept": false, - "reason": "NeuCodec model support vs one-to-many conversions; unrelated." + "reason": "NeuCodec support and one-to-many conversions are unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47322", "accept": false, - "reason": "NeuCodec support vs Quark config changes; unrelated." - }, - { - "left": "pull_request:45157", - "right": "pull_request:47143", - "accept": false, - "reason": "PrismML Bonsai support vs NeuCodec support; different model additions." + "reason": "NeuCodec model support and Quark config changes are unrelated." }, { - "left": "pull_request:47301", - "right": "pull_request:47367", + "left": "pull_request:46658", + "right": "pull_request:47163", "accept": false, - "reason": "MTP docs vs pipeline device-placement docs; different documentation topics." + "reason": "Step-3.7 Flash support and paged-attention XPU tests are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model support vs Executorch exporter fixes; unrelated features." + "reason": "Molmo2 support and Executorch exporter fixes target different code paths." }, { "left": "pull_request:47096", "right": "pull_request:47243", "accept": false, - "reason": "Both touch exporter internals, but one is Kimi exportability and the other is Executorch/xcodec2 fixes; not the same concrete change." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47291", - "accept": false, - "reason": "Molmo2 model support vs continuous-batching deprecation; unrelated." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47383", - "accept": false, - "reason": "Quantization test updates vs Kimi integration tests; unrelated." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47383", - "accept": false, - "reason": "Minor accelerator-test updates vs Kimi integration tests; unrelated." + "reason": "Kimi exporter work and Executorch exporter fixes are different backend-specific changes." }, { "left": "pull_request:43451", "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model support vs Olmo3 CI test tweaks; unrelated." + "reason": "Molmo2 support and OLMo3 CI/test baseline changes are unrelated." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:47306", + "right": "pull_request:47367", "accept": false, - "reason": "VibeVoice and Molmo2 are different model additions; no shared bug/change." + "reason": "Neuron experiment scripts and pipeline docs are not the same change." }, { - "left": "pull_request:47306", - "right": "pull_request:47367", + "left": "pull_request:40546", + "right": "pull_request:47243", "accept": false, - "reason": "Neuron experiment scripts vs pipeline docs; unrelated." + "reason": "VibeVoice model implementation and Executorch exporter fixes are unrelated." }, { - "left": "pull_request:47298", - "right": "pull_request:47399", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "MI450 image-loading fix vs Cosmos3 Edge patch-packing order fix; unrelated." + "reason": "Molmo2 and NeuCodec are separate model additions." }, { - "left": "pull_request:47398", - "right": "pull_request:47399", + "left": "pull_request:43451", + "right": "pull_request:46509", "accept": false, - "reason": "GLM MoE config fallback vs Cosmos3 Edge patch packing order; unrelated." + "reason": "Molmo2 and Nemotron Omni are unrelated model support PRs." }, { - "left": "pull_request:46658", - "right": "pull_request:47399", + "left": "pull_request:43451", + "right": "pull_request:47383", "accept": false, - "reason": "Step-3.7 Flash support vs Cosmos3 Edge patch packing order; unrelated." + "reason": "Molmo2 support and Kimi integration tests do not fix the same issue." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model support vs Kimi exportability work; unrelated." + "reason": "Molmo2 support and Kimi exporter work are distinct PRs." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support vs OpenVINO exporter; unrelated." + "reason": "Molmo2 support and OpenVINO exporter support are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter addition vs Kimi exportability fixes; both exporter-related but distinct features and code paths." + "reason": "OpenVINO exporter support and Kimi exportability are different exporter problems." }, { "left": "pull_request:43451", "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 model support vs Quark config changes; unrelated." + "reason": "Molmo2 support and AMD Quark config changes are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47322", "accept": false, - "reason": "Kimi exportability work vs Quark config changes; unrelated." + "reason": "Kimi exporter work and Quark config changes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47298", "accept": false, - "reason": "Molmo2 model support vs MI450 image-decoder fallback fixes; unrelated." + "reason": "Molmo2 support and MI450 image-decoder fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47398", "accept": false, - "reason": "Molmo2 model support vs GLM MoE config fallback; unrelated." + "reason": "Molmo2 support and GLM MoE config fallback fix are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47399", "accept": false, - "reason": "Molmo2 model support vs Cosmos3 Edge patch packing order; unrelated." + "reason": "Molmo2 support and Cosmos3 Edge patch packing order are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47398", "accept": false, - "reason": "Kimi exportability work vs GLM MoE config fallback; unrelated." + "reason": "Kimi exportability and GLM MoE config fallback are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47399", "accept": false, - "reason": "Kimi exportability work vs Cosmos3 Edge patch packing order; unrelated." + "reason": "Kimi exportability and Cosmos3 Edge patch packing order are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 model support vs Neuron experiment scripts; unrelated." + "reason": "Molmo2 support and Neuron experiment scripts are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "Kimi exportability work vs Neuron experiment scripts; unrelated." + "reason": "Kimi exportability and Neuron experiment scripts are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47398", "accept": false, - "reason": "OpenVINO exporter addition vs GLM MoE config fallback; unrelated." + "reason": "OpenVINO exporter support and GLM MoE config fallback are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter addition vs Neuron experiment scripts; unrelated." + "reason": "OpenVINO exporter support and Neuron experiment scripts are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47387", "accept": false, - "reason": "Kimi exportability fixes vs one-to-many conversion support; related to loading/export infra but not the same change." + "reason": "Kimi exporter work and one-to-many conversions are different changes." }, { "left": "pull_request:47003", "right": "pull_request:47387", "accept": false, - "reason": "OpenVINO exporter addition vs one-to-many conversion support; unrelated." - }, + "reason": "OpenVINO exporter support and one-to-many conversions are unrelated." + } + ] + }, + "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": 33, + "review_unit_index": 5, + "review_unit_count": 5, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-87", + "nodes": [ + "pull_request:47096", + "pull_request:47143" + ], + "soft_pairs": [ + "pull_request:47096|pull_request:47143" + ], + "prepared_review_unit_hash": "603fde9af9bd9db5e1e01882d9384ecabf33863c674b72e054c22cb23e8d3734", + "component_budget": { + "node_count": 87, + "item_count": 87, + "soft_pair_count": 239, + "serialized_chars": 296330, + "estimated_input_tokens": 74083, + "estimated_eval_tokens": 148422 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5321, + "estimated_input_tokens": 1331, + "estimated_eval_tokens": 2918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These two pull requests are unrelated: one makes the Kimi export path exportable and adjusts exporter/model code, while the other adds a new NeuCodec model package, docs, and tests. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47143 is the cleaner canonical representative because it is a self-contained feature addition with a coherent scope (new NeuCodec support, docs, and tests).", + "best_issue_reason": null, + "best_pr_reason": "PR #47143 is the best standalone PR in this cluster since it has a single clear purpose and a more cohesive change set than the exporter-focused Kimi patch.", + "soft_edge_verdicts": [ { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability work vs NeuCodec support; unrelated." + "reason": "Different underlying changes and code paths: exportability fixes for Kimi/attention exporters versus adding an entirely new NeuCodec model. They are not the same bug or change and would not plausibly be merged into one PR." } ] }, @@ -25402,7 +25531,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "f8a559ad5b260f9bcfa1bdcc868bc89ed977ab617d33166d413da1b0dbc32bb3", + "prepared_review_unit_hash": "d85a582dfb94c523c055afb5979f5d5a38d4ee62b019dd93f810f9b5aafcba26", "component_budget": { "node_count": 2, "item_count": 2, @@ -25424,18 +25553,18 @@ "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 should not be deduped or merged as the same change.", + "summary": "These are not duplicates: one PR adds TimesFM forecasting with covariates across TimesFM docs/modeling/tests, while the other adds DINOv3 image-classification support and related docs/auto-model wiring. They target different models and code paths.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs solve unrelated problems for different model families (TimesFM covariates vs DINOv3 image classification).", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because they do not describe the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes and code paths: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same bug or feature." + "reason": "Different features for different models/code paths; TimesFM covariate forecasting is unrelated to DINOv3 image-classification support." } ] }, @@ -25528,12 +25657,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "ab9e076acdbf531a1972f6f42450f2136c84b5003e3504d49d03e424ce58adb7", + "prepared_review_unit_hash": "3e893d8fa43487b5cd73ae7780e7c06e7a9a116078c67e7aa257925d69dda80f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -25541,7 +25670,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -25550,18 +25679,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-maintenance PRs overlap in files, but they address different action upgrades and different motivations. They are related, not duplicates.", - "confidence": 0.86, + "summary": "These are related maintenance PRs, but they are not the same change: one updates core GitHub Actions dependencies for Node 24 compatibility, while the other updates docker/build-push-action and a few workflow actions to newer versions. They should remain separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the more specific, concrete goal: bringing multiple workflow actions up to Node 24-compatible versions.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall representative of the cluster because its title and scope clearly describe the underlying maintenance task, while 42976 is a narrower generic version-bump PR focused mainly on docker/build-push-action.", + "best_pr_reason": "pull_request:42975 is the better canonical PR because it has the clearer, narrower purpose and a more consistent action-upgrade theme centered on Node 24 compatibility.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow dependency bumps, but they upgrade different actions for different reasons. 42975 updates checkout/cache/upload-artifact for Node 24 compatibility; 42976 updates docker/build-push-action to v6 in docker-related workflows. They are not the same concrete change and would not naturally merge into one PR." + "reason": "They overlap in workflow maintenance, but they target different dependency sets and motivations. 42975 is about GitHub Actions versions needed for Node 24 compatibility; 42976 is about upgrading docker/build-push-action and related actions to latest versions. Not the same underlying fix and not a single merged PR candidate." } ] }, @@ -25596,12 +25725,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "f5be155516dd54a930cf5131af33cb1376136ad8bb899776ab02feca118242cc", + "prepared_review_unit_hash": "73d24cc7a0257d2dfd8aafa6297fe5b5bd8481f4ea3b2c82f71d7180945d2de3", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -25609,7 +25738,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -25618,36 +25747,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3.7 Flash) that only overlap on generic Transformers scaffolding like docs/toctree and auto-registry files. The shared files do not indicate the same underlying fix or change, so none of the soft edges should be merged.", + "summary": "All items are pull requests adding different models, with overlapping boilerplate around docs and auto-registration but no shared underlying bug or change. The soft links are superficial and should be rejected.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct feature PRs for different models (ViT NEPA, Molmo, CTSM, Step3p7), not duplicates of the same change.", "best_issue_reason": null, - "best_pr_reason": "45490 is the strongest single representative of the cluster only in the sense of being a mature model-addition PR with substantial review activity and shared infrastructure touches, but it is not a duplicate of the others.", + "best_pr_reason": "If one PR must represent the cluster, #46562 is the strongest standalone candidate because it has the most substantial integration surface in the time-series area and the highest activity, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations (ViT NEPA vs Molmo); shared docs/auto files are generic boilerplate, not a shared code-path bug or change." + "reason": "Different models and codepaths: ViT NEPA vs Molmo. Shared docs/auto-registry files are generic model-addition scaffolding, not the same fix or feature." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and implementation details; overlap is limited to common registry/docs plumbing, which is insufficient for duplicate PR treatment." + "reason": "Different models and domains: ViT NEPA vision model vs CTSM time-series model. Similar registry/docs edits do not indicate the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Both are model-add PRs, but they implement unrelated models with only generic Transformers infrastructure in common." + "reason": "Molmo and CTSM are unrelated model additions. Overlap in model registry/docs is broad infrastructure work, not a duplicate PR." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3.7 Flash are distinct model additions; shared auto-mapping and docs updates are template-level similarities, not the same concrete change." + "reason": "Both are time-series model PRs, but they add different models (CTSM vs Step3p7) with different implementation files and targets; they are not mergeable as one duplicate change." } ] }, @@ -25698,7 +25827,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "3b6b37fb34f234919858b9b88cf593e2812a41813d6e45cc52f194e97a566631", + "prepared_review_unit_hash": "688634745f2ad20407b276624f842ea110cf3d991d1a0245d3a95a27af027245", "component_budget": { "node_count": 8, "item_count": 8, @@ -25720,114 +25849,114 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the YOLOS pair (46886, 46922) looks like the same underlying bug fix; the rest are unrelated test, CI, docs, or different-model changes. PR 46922 is the better canonical representative because it includes the concrete device-mismatch fix plus the split-module adjustment for the same issue.", - "confidence": 0.98, + "summary": "This cluster is mostly a collection of unrelated PRs that only share superficial similarity. The only strong duplicate pair is the YOLOS device-mismatch work: PR #46886 and PR #46922 both target the same issue and the same model file, with #46922 appearing to be the more complete fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "46922 is the strongest representative of the YOLOS bug fix: it directly patches the failing forward path (`mid_position_embeddings` to `hidden_states.device`) and also adds the `no_split_modules` guard for the same device-mapping problem.", + "canonical_pr_reason": "PR #46922 is the strongest representative of the real duplicate pair because it fixes the concrete YOLOS code path directly (`hidden_states.device`) and also includes the `device_map=\"auto\"` split-module adjustment. PR #46886 looks like an earlier, narrower variant of the same YOLOS bug.", "best_issue_reason": null, - "best_pr_reason": "46922 is the best global PR: it is a concrete fix for one code path, tied to an explicit issue target, and is more complete than the earlier YOLOS patch.", + "best_pr_reason": "PR #46922 is the best overall cluster representative: it is the clearest substantive fix in the only true duplicate pair, and it addresses the underlying YOLOS device-placement problem more completely than #46886.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and unrelated changes; one is Whisper tokenizer/test work, the other is CLIP/ViT test edits." + "reason": "Different models and different scopes: Whisper tokenizer/test cleanup vs CLIP/ViT test placeholders. Superficial test-only similarity, not the same bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test/tokenization changes versus FP8/dequant-loading changes; no shared bug or code path." + "reason": "Whisper decode/test changes are unrelated to FP8 dequantization and model-loading plumbing." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test fix versus generation/watermarking and broad CI validation changes; unrelated." + "reason": "Whisper tokenizer tests vs generation watermarking/validation changes are different code paths and bugs." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper decoding/tests and YOLOS device-mismatch fix are different models and different failures." + "reason": "Whisper test/tokenization work is unrelated to the YOLOS device-mismatch fix." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Both touch tests, but for different subsystems and failure modes; not the same underlying fix." + "reason": "Both touch tests/CI, but they address different problems: placeholder model tests vs Phimoe integration/CI memory handling." }, { "left": "pull_request:43665", "right": "pull_request:47393", "accept": false, - "reason": "Test-only edits versus a README URL tweak; clearly unrelated." + "reason": "Model test edits are unrelated to a README license-link typo." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test scaffolding changes versus FP8/dequantization code; not the same bug." + "reason": "Test scaffolding changes in CLIP/ViT are unrelated to FP8 dequantization and loader logic." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test edits do not match the generation/configuration and CI-oriented fixes in 46380." + "reason": "Unrelated: test-only edits vs generation watermarking conversion/validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different model families and different code paths; no evidence they fix the same defect." + "reason": "Different subsystems and bugs: model test placeholders vs YOLOS device placement." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8/dequant logic versus Phimoe integration-test/CI adjustments; unrelated changes." + "reason": "FP8 quantization/dequantization work is unrelated to Phimoe CI runner memory/device-map handling." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both are broad fixes, but for different areas: FP8 loading versus generation/watermarking and tests." + "reason": "Different areas and failure modes: FP8 kernel/load-path fixes vs generation watermarking config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different bugs; no shared concrete code-path problem." + "reason": "FP8 dequantization changes and YOLOS device mismatch are not the same underlying bug." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "CI/test infrastructure changes, but the actual failure modes and code changes differ." + "reason": "Generation config watermarking conversion is unrelated to the Phimoe integration-test CI fix." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation watermarking/config validation is unrelated to YOLOS device placement." + "reason": "Watermarking/config validation changes are unrelated to YOLOS device placement." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration-test CI fix versus YOLOS device-mismatch fix; not mergeable as one bug fix." + "reason": "CI memory-limit/device-map adjustments for Phimoe are not the same bug as the YOLOS model-side device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Same YOLOS device-mismatch issue in the same file and same issue target; 46922 looks like an expanded/updated version of the earlier fix and they address the same concrete code-path problem." + "reason": "Both PRs target the same YOLOS device-mismatch issue on the same file and same issue target; #46922 adds the direct tensor-device fix plus the no-split-module adjustment, so they are duplicates of the same change family." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The YOLOS pair (46886, 46922) is supported by the shared file and issue target, and 46922 is a plausible superset/expanded version of 46886\u2019s device-mapping fix. The other rejected pairs are also reasonably treated as unrelated based on the provided diffs and titles." + "feedback": "The duplicate call on PR #46886 and #46922 is grounded: they share the same issue target and the same YOLOS file, and #46922 clearly subsumes #46886 by adding the direct device fix plus the no-split-module change. The other soft-edge rejections are conservative and consistent with the packet." }, "evaluator_used": true, "retried": false, @@ -25857,7 +25986,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "bac93725ed71a9045333e8ee93b295e9637d495e98f27189cd6a714feed9f8bb", + "prepared_review_unit_hash": "8e02891f2f41cb85e7b1c3fc7b9f40d51f0302ec419529511d6e24ec73ad9123", "component_budget": { "node_count": 3, "item_count": 3, @@ -25879,30 +26008,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three synthetic \u201c[don't merge]\u201d pull requests with overlapping repository areas but distinct edits; they should not be clustered as duplicates.", - "confidence": 0.94, + "summary": "These three PRs are unrelated test/CI experiments, not duplicates: one touches packaging/versioning and pytest deps, one rewires several comment/notification workflows, and one changes the PR security-gate workflow trigger.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the broadest representative of the set, but the three PRs are distinct and not duplicates of one another.", + "canonical_pr_reason": "No single canonical PR exists here because the PRs do not fix the same underlying problem or change the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best cluster anchor because it touches the most files and subsystems, though it is still not a duplicate of the others.", + "best_pr_reason": "If forced to pick the cleanest standalone change, PR 46747 is the most self-contained, but it still is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different change sets: 43488 tweaks setup/version and test dependency wiring, while 46747 only changes a workflow trigger for the security gate." + "reason": "Different targets and behaviors: 43488 is packaging/version/dependency/test setup, while 46747 only changes the security-gate workflow trigger. No same bug or mergeable combined PR." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They share only a test file, but the actual edits are unrelated: 43488 is setup/version/bot-formatting, 43532 is CI/workflow and testing-utility changes." + "reason": "43488 is a repo-bot/setup/test fixture PR; 43532 is a broader workflow/debug diff across CI and notification files. They share only vague test-related context, not the same change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both are workflow-related, but they fix different workflows and different behavior; they do not appear to be the same underlying bug or change." + "reason": "43532 alters comment/notification workflows and testing utilities, whereas 46747 changes the PR security-gate workflow. These are separate CI changes, not the same underlying issue." } ] }, @@ -25932,7 +26061,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "0e5e80e134c4f9d9bf21ef78fbd45314d67d2fbdd427bc4af7f22cccb431aaf4", + "prepared_review_unit_hash": "aa47182bf3d109d87040412f99ff4a07ed7df23080d20c07f3c6af3a10d680cb", "component_budget": { "node_count": 2, "item_count": 2, @@ -25954,18 +26083,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in theme but not duplicates: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding files, but they target different task definitions and model/code paths.", - "confidence": 0.97, + "summary": "Two separate feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share scaffolding and docs patterns, but they implement different pipelines and model integrations, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43613 is the broader, more representative standalone feature PR: it adds the visual segmentation pipeline with more model/test coverage and a larger integration footprint.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good canonical representative because these are distinct feature additions rather than the same fix/change.", + "best_pr_reason": "PR 43613 is the better canonical representative for this cluster because it is the more complete and broadly scoped pipeline addition, making it the stronger exemplar of the feature-work pattern here.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying functionality: concept segmentation vs visual segmentation. Shared docs/registry/test scaffolding is not enough to treat them as one mergeable PR." + "reason": "Different underlying features: concept segmentation vs visual segmentation. Shared docs/registry scaffolding is not enough to treat them as the same change, and the model/test targets differ." } ] }, @@ -25995,40 +26124,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "ef5461f195c38b12dedcd7d715949aa0b58b8bef3926ace428d3cd5f41019013", + "prepared_review_unit_hash": "b5007f6ca2f320e224235dbceea722209d8746beeed0a4625b2a72d0f7aaeeb4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are independent trainer refactors in the same file, but they address different behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 changes how signature columns are derived for column filtering/PEFT. They should not be merged as duplicates.", - "confidence": 0.98, + "summary": "These two PRs are related in that they both add extensibility hooks in `trainer.py`, but they fix different trainer behaviors: one controls gradient-accumulation loss scaling, the other controls signature-column filtering for model inputs. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43651 is the slightly better cluster representative because it modifies the core training_step loss-scaling path and is a more direct functional change; however, it is not the same change as 43663.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:43651 is the stronger standalone PR to keep as representative: it targets a concrete training bug/behavior in the main training path, whereas 43663 is a separate helper/refactor for signature-column handling.", + "best_pr_reason": "PR 43651 is the stronger standalone representative because it targets a concrete training-step loss-scaling bug; PR 43663 is a separate trainer API hook for input-column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different underlying problems: loss scaling during gradient accumulation vs. column filtering/signature inspection for trainers. Same file and subsystem, but not the same bug or change." + "reason": "Different code-paths and behaviors: 43651 changes gradient-accumulation loss scaling in `training_step`, while 43663 refactors signature-column filtering for dataset inputs. Shared file alone is not enough to treat them as the same fix." } ] }, @@ -26058,7 +26187,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "eaa327bb08fc5d641718ee66930ded9075cad4e8bb5caf3e69c30ef1c35987c4", + "prepared_review_unit_hash": "78e0db0207de44a145477279e7459fd6eea976eb63c4c826878131b0950ca02c", "component_budget": { "node_count": 2, "item_count": 2, @@ -26080,18 +26209,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `src/transformers/cli/serve.py` both mention `TypeAdapter`, but they target different failure modes and different issue numbers. They should be triaged separately rather than merged as duplicates.", - "confidence": 0.82, + "summary": "Two open PRs touch the same CLI module and both mention TypeAdapter NameErrors, but they target different runtime problems and issue targets, so they are related rather than duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more specific and well-scoped fix: it addresses the `TypeAdapter` NameError when `pydantic` is absent by moving the import behind `TYPE_CHECKING` and quoting the annotation.", + "canonical_pr_reason": "PR 43656 is the broader, more representative fix for the CLI annotation NameError and has more context/activity, so it is the better canonical representative of the cluster topic.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster because it has the clearest concrete bug description, explicit issue target, and a minimal fix for a specific runtime path.", + "best_pr_reason": "PR 43656 is the strongest single representative because it directly addresses the TypeAdapter annotation failure in the CLI and appears to be the more central fix.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They share the same file and symbol, but the fixes are not the same underlying change: #43656 is a broader typing/annotation cleanup, while #43842 specifically guards `TypeAdapter` for the no-pydantic runtime path. Do not treat as duplicates." + "reason": "Do not merge: 43656 fixes postponed-evaluation/type-annotation NameError behavior in the CLI, while 43842 specifically handles optional pydantic/TypeAdapter import availability. Same file and similar symptom, but different concrete bugs." } ] }, @@ -26224,8 +26353,8 @@ "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", - "pull_request:44086|pull_request:44722", "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44116", @@ -26284,20 +26413,20 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "271dac9306e1cc7856551aca768f5c748278be753e256732ef258d4d91fa1a72", + "prepared_review_unit_hash": "609bc4e60aea94ddeacc9272bfb1fb004a8f50acf45215e1a43ff4eb24a044f2", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84507, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, + "serialized_chars": 76940, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -26306,324 +26435,414 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a family of per-model output-tracing refactors, not one shared bugfix. The only clear duplicate groups are the GPT-Neo refactors and the GPT-J/CodeGen refactors; the rest touch different architectures and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "No issue artifact was provided in the cluster; several PRs reference external tracking issue #43979.", - "canonical_pr_reason": "PR 44066 is the clearest representative of the duplicate set: it targets the same GPT-J/CodeGen output-tracing code paths, has the most coherent scope, and explicitly aligns with the standardized decorator-based refactor.", - "best_issue_reason": "No issue artifact was provided in the cluster; several PRs reference external tracking issue #43979.", - "best_pr_reason": "PR 44066 is the best global representative because it captures the core GPT-J/CodeGen standardized output-tracing change most directly and cleanly.", + "summary": "This cluster is mostly a wave of model-specific output-tracing refactors, but only a few pairs are true duplicates within the same concrete code path. The clearest duplicates are the GPT-J/CodeGen PRs and the two GPT-Neo PRs; most other cross-model pairs only share the same generalized refactor pattern or tracking issue.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best canonical PR: it is the broadest concrete implementation in the cluster, touches the core GPT-J/CodeGen output-tracing path, and explicitly links to the tracking issue. It is more representative than later narrower GPT-J variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best global representative because it captures the core standardized output-tracing change with the broadest relevant scope, while the rest of the cluster is mostly separate model ports or later rewrites.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same broad output-tracing theme, but different models/code paths (CVT/FNet vs GPT-J)." + "reason": "Different models and different code paths; same output-tracing theme is too broad to treat as a duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures and code paths (CVT/FNet vs DeBERTaV2)." + "reason": "Unrelated model implementations; shared issue target does not imply the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both patch GPT-J output tracing in the same `modeling_gptj.py` path and are plausibly one combined PR." + "reason": "Same GPT-J output-tracing refactor in the same file; 44085 looks like a narrower variant of the change in 44066." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones and implementations (RegNet vs EfficientNet)." + "reason": "Different backbones and different code paths; only the generic tracing refactor pattern overlaps." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model code paths." + "reason": "Different models; not the same concrete bug or fix." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations." + "reason": "Different model families; these are separate ports of the same refactor pattern." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are different model families and changes are not the same bugfix." + "reason": "Different models and implementations; too broad to merge as one duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output-tracing refactor vs MGP-STR output handling; different models and code paths." + "reason": "Different model code paths; same output-tracing modernization only." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Same refactor pattern, but different models (GPT-J/CodeGen vs MPT)." + "reason": "Different models and different fixes; only the refactor style matches." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same `modeling_gpt_neo.py` code path." + "reason": "Both target GPT-Neo output tracing in the same code path, so they look like duplicate implementations of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model code paths." + "reason": "GPT-J/CodeGen versus GPT-Neo; not the same underlying fix." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model implementations." + "reason": "Different models and different concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated code paths." + "reason": "ResNet versus GPT-J/CodeGen; no shared code path." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + "reason": "Different models and different implementations." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J; same theme, different code paths." + "reason": "Different models; same refactor theme is not enough for duplication." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model families." + "reason": "GPT-Neo versus ResNet; unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT are different architectures and fixes." + "reason": "ResNet and MPT are separate model implementations, not one bug." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." + "reason": "Different models; both are output-tracing refactors but not the same concrete change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same pattern but not the same change." + "reason": "GPT-Neo versus GPT-J/CodeGen; different underlying code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are different implementations." + "reason": "Different model families and different refactors." }, { "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; not the same fix." + }, + { + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are unrelated model code paths." + "reason": "Different models and different concrete implementations." }, { - "left": "pull_request:44085", + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated fixes." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated model implementations." + "reason": "GPT2 versus MGP-STR; same tracing pattern but not the same bug." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "ViLT and Flaubert are different model stacks; no shared code-path fix." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 output tracing vs GPT-J/CodeGen output tracing; different code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are different models." + "reason": "GPT2 and GPT-J/CodeGen are different concrete implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated architectures." + "reason": "SegFormer and LongT5 are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer vs VisualBert; same pattern but not the same bug/change." + "reason": "SegFormer versus VisualBert; not a duplicate." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated changes." + "reason": "Different models and different refactors." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT, different code paths." + "reason": "GPT-Neo versus MPT; only the generic output-tracing migration matches." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are different model families." + "reason": "RegNet and VisualBert are different models; shared output-tracing theme is too broad." }, { "left": "pull_request:44017", "right": "pull_request:44071", "accept": false, - "reason": "Segformer vs MPT; same theme, different implementations." + "reason": "SegFormer and MPT are separate code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert vs Flaubert/XLM are different model code paths." + "reason": "VisualBert and Flaubert are different models; not the same fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated code paths." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated changes." + "reason": "MPNet and Flaubert are different models; same refactor pattern only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 versus GPT-J/CodeGen; not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different models." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM versus LongT5; not the same code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different models; same refactor theme only." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "RegNet and GPT-Neo are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; unrelated implementations." + "reason": "RegNet and LongT5 are unrelated." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated model code paths." + "reason": "TextNet and LongT5 are different model stacks." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different models." + "reason": "GPT-Neo and LongT5 are not the same bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT are unrelated fixes." + "reason": "SqueezeBert and MPT are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + "reason": "GPT-Neo and SpeechT5 are different models; same tracing modernization is too broad." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different architectures." + "reason": "SqueezeBert and VisualBert are unrelated." }, { - "left": "pull_request:44056", + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different models; not a duplicate." + }, + { + "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "MPNet and DeBERTaV2 are different model families." + "reason": "SqueezeBert and DeBERTa v2 are separate code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and TextNet are unrelated implementations." + "reason": "DeBERTa v2 and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different code paths; they only share the output-tracing refactor style." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J/CodeGen standardized output-tracing refactor on the same concrete code paths." + "reason": "Same GPT-J/CodeGen output-tracing change set; 44722 appears to be a later duplicate/iteration of the same fix." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors touching the same underlying code path and could plausibly be merged together." + "reason": "Both are GPT-J output-tracing refactors in the same file; they plausibly collapse into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "GPT-J versus SpeechT5; no shared concrete code path." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs RegNet are different architectures and fixes." + "reason": "FNet/CVT and RegNet/ResNet are different model families; not a duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are unrelated model changes." + "reason": "DeBERTa v2 and SpeechT5 are different models; same refactor pattern only." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and ViTS are different model families." + "reason": "DeBERTa v2 and VITS are unrelated code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different architectures; same refactor pattern, not the same duplicate." + "reason": "FocalNet and ImageGPT are different model implementations; not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative: it correctly frames the cluster as per-model output-tracing refactors, limits the duplicate callouts to the GPT-Neo and GPT-J/CodeGen families, and avoids claiming a single shared bugfix across unrelated architectures. The soft-edge accepts are supported by same-file/same-code-path evidence and are plausible merge candidates." + "feedback": "The summary is grounded in the packet and stays conservative about cross-model similarity. The true duplicate calls that are accepted are supported by shared file/code-path evidence (GPT-J/CodeGen and GPT-Neo), and the many false calls avoid overstating duplicates across different model families. Canonical PR selection is also defensible from the packet." }, "evaluator_used": true, "retried": false, @@ -26658,20 +26877,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "bd324e2686a44db757f9b5962135eabc0a64187bb7d101d26596bda046dcdff1", + "prepared_review_unit_hash": "313f2f39a9b78d3cd52fe722adb5f7b75c595582b9d3bf613f651510e8fc36bd", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84507, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, + "serialized_chars": 13070, "estimated_input_tokens": 3268, "estimated_eval_tokens": 6792 }, @@ -26680,42 +26899,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to standardized output tracing / capture_outputs across different architectures. They share a theme but do not fix the same concrete code path, so they should not be deduplicated together.", - "confidence": 0.96, + "summary": "All items are related to the same broader theme\u2014migrating different model implementations to standardized output tracing\u2014but they are model-specific refactors, not duplicates of the same bug or change. None of the soft pairs should be merged as one PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each change is scoped to a different model implementation (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5), so none subsumes the others as a duplicate fix.", + "canonical_pr_reason": "PR 44073 is the best representative of the cluster: it is a clean, focused standardized-output-tracing refactor and is central to the similarity graph with other model migrations.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest representative of the theme because it has an explicit issue target and a concrete SpeechT5 output-tracing refactor, but it is still model-specific rather than a duplicate of the others.", + "best_pr_reason": "PR 44073 is the strongest standalone representative if one PR must be kept for the cluster, because it is self-contained and most broadly similar to the other output-tracing refactors.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models and code paths (VisualBert vs TextNet); they are separate implementations, not one mergeable fix." + "reason": "Same refactor theme, but different model families and different code paths (VisualBert vs TextNet); not mergeable as one concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both modernize output tracing, but MPNet and VisualBert are distinct model paths with different internals and outputs." + "reason": "Both modernize output tracing, but they target different implementations (MPNet vs VisualBert) with model-specific internals; not a duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Related standardized-output refactors, but MPNet and TextNet are unrelated model implementations and cannot be treated as the same change." + "reason": "Different models and different forward/output-capture wiring; shared pattern is too broad to \u0441\u0447\u0438\u0442\u0430\u0442\u044c the same PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different models; the diffs are separate output-handling migrations, not the same concrete bug or fix." + "reason": "RegNet and SqueezeBert are unrelated model code paths; these are parallel migrations, not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 address different model-specific forward paths and are not mergeable as one PR." + "reason": "Both touch output handling, but on different architectures and different concrete layers; they should remain separate PRs." } ] }, @@ -26773,6 +26992,7 @@ "pull_request:44001|pull_request:44025", "pull_request:44002|pull_request:44029", "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", "pull_request:44003|pull_request:44004", "pull_request:43998|pull_request:44004", "pull_request:44001|pull_request:44004", @@ -26794,268 +27014,280 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "719e286c35f46c3e0c31ad785b0d393743f4c47d7b003db6881744af33ada9dd", + "prepared_review_unit_hash": "2955fd414985f8ded760317aa502ad5b769d8bec14a5b9d8b1c98c1d15597c03", "component_budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 39, - "serialized_chars": 39795, - "estimated_input_tokens": 9949, - "estimated_eval_tokens": 20154 + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 }, "budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 39, - "serialized_chars": 39795, - "estimated_input_tokens": 9949, - "estimated_eval_tokens": 20154 + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are superficially similar refactors around output tracing, but they target different model families and code paths. I would not merge any of the soft-edge PR pairs as duplicates.", - "confidence": 0.93, + "summary": "This cluster is thematically similar (output-tracing refactors), but the PRs target different model implementations and code paths, so they are not duplicates and should remain separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster because it makes a concrete tracing change across two closely related Mamba files and adds the shared output-capture plumbing, making it more central than the single-model wrappers.", + "canonical_pr_reason": "No single canonical PR: the items are distinct model-specific refactors, not one shared bug or change.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best overall representative: it shows the most substantive version of the recurring refactor pattern and spans related implementations, while the others are mostly single-model equivalents in unrelated architectures.", + "best_pr_reason": "44025 is the closest broad representative because it spans two related depth-anything files, but it still is not a safe duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same broad refactor wording, but timm_backbone and upernet are unrelated model paths with no concrete shared bug or implementation." + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and forward paths; similarity is only that both are output-tracing refactors." + "reason": "Different model implementations (timm_backbone vs vision_text_dual_encoder); not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model families; no evidence they fix the same code-path problem." + "reason": "Different model families (timm_backbone vs univnet); only a shared output-tracing pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; not one underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone vs Mamba code; same refactor theme, but not the same concrete behavior or mergeable change." + "reason": "timm_backbone is unrelated to the mamba/falcon_mamba output-tracing changes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different subsystems and model implementations; this is only title-level similarity." + "reason": "Different models (timm_backbone vs rwkv); same broad refactor theme only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; no shared bug surface." + "reason": "MobileNetV1 and UnivNet are separate model code paths; not duplicate fixes." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; both touch tracing but not the same underlying change." + "reason": "Different subsystems (mobilenet_v1 vs upernet); same pattern, not same change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything; no shared concrete fix." + "reason": "MobileNetV1 is unrelated to depth_anything/prompt_depth_anything." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Unrelated model families and wrappers; output-tracing wording is too generic." + "reason": "mobilenet_v1 and vision_encoder_decoder are different concrete implementations." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder/decoder stacks and modalities; not the same bug or change." + "reason": "Different model code paths (mobilenet_v1 vs speech_encoder_decoder); not mergeable as one fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; no mergeable common code-path." + "reason": "vision_text_dual_encoder and univnet are unrelated model code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different forward implementations; only generic refactor similarity." + "reason": "Different models (vision_text_dual_encoder vs upernet); same refactor motif only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs Mamba; no evidence of the same concrete issue." + "reason": "vision_text_dual_encoder is not the same concrete change as mamba/falcon_mamba." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; the shared phrase 'output tracing' is not enough to duplicate them." + "reason": "Different model families; only a broad output-tracing cleanup theme." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; these are distinct refactors." + "reason": "UnivNet and UperNet are distinct code paths and not the same bug fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths in different model families; not the same fix." + "reason": "univnet and mamba/falcon_mamba are separate model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Depth Anything and UnivNet are unrelated; similarity is only conceptual." + "reason": "Different targets (univnet vs depth_anything/prompt_depth_anything); not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV have no shared implementation or bug surface." + "reason": "upernet and rwkv are unrelated concrete model paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and output handling logic; not mergeable as one PR." + "reason": "Different model families; same high-level refactor wording is insufficient." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "mamba/falcon_mamba and superpoint fix different code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are refactor-themed, but Mamba/Falcon-Mamba and CodeGen are distinct code paths and not the same concrete change." + "reason": "mamba/falcon_mamba output tracing is unrelated to CodeGen's path." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated model implementations; no duplicate bug/change." + "reason": "timm_backbone and codegen are different model implementations; not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen do not share the same failing code path." + "reason": "univnet and codegen are separate code paths; same refactor label only." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated; only the refactor motif overlaps." + "reason": "upernet and codegen are unrelated model-specific changes." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different models and different forward signatures; no duplicate evidence." + "reason": "vision_text_dual_encoder and codegen do not share the same concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything versus Vision Encoder-Decoder are different model families and code paths." + "reason": "depth_anything/prompt_depth_anything and vision_encoder_decoder are different model families." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are unrelated; not the same fix." + "reason": "depth_anything/prompt_depth_anything is unrelated to speech_encoder_decoder." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are separate implementations with no shared bug." + "reason": "Different model code paths (depth_anything vs superpoint); not one change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated model paths." + "reason": "depth_anything/prompt_depth_anything and rwkv are separate implementations." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are different architectures; similarity is only generic refactoring." + "reason": "Different model families (depth_anything vs dpr); same high-level refactor only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision Encoder-Decoder and RWKV are unrelated; no shared concrete code-path problem." + "reason": "vision_encoder_decoder and rwkv are unrelated concrete code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are different modalities and implementations, so not a duplicate PR." + "reason": "vision_encoder_decoder and speech_encoder_decoder are different wrappers with different internals." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Vision Encoder-Decoder and SuperPoint are unrelated; no same underlying change." + "reason": "Different targets (vision_encoder_decoder vs superpoint); not the same fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families with no shared bug or patchable code path." + "reason": "vision_encoder_decoder and DPR are separate model implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are unrelated models; only the refactor phrasing matches." + "reason": "speech_encoder_decoder and superpoint have different code paths and behavior." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech Encoder-Decoder and RWKV do not overlap on the same concrete implementation." + "reason": "speech_encoder_decoder and rwkv are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech Encoder-Decoder and DPR are different architectures and fixes." + "reason": "Different model families (speech_encoder_decoder vs dpr); not duplicate fixes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths; no duplicate evidence." + "reason": "superpoint and rwkv are distinct model code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are distinct models with different forward logic." + "reason": "superpoint and DPR are different concrete implementations." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated; same subsystem label is not enough to merge them." + "reason": "rwkv and DPR are unrelated model-specific refactors." } ] }, @@ -27085,12 +27317,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "437f29f44594a918c1adccce902e0158cd29893bbae8cccad4b15c2e5842f1ba", + "prepared_review_unit_hash": "814275f2fd09348999f57ed23f902cf4154b28daacb058b68d2d068a9207949a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -27098,7 +27330,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -27107,18 +27339,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some Transformers registry/documentation plumbing, but they target different model architectures and code paths, so they are not duplicates.", - "confidence": 0.98, + "summary": "These are two unrelated model-implementation PRs that only overlap in common Transformers integration files. They should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the better canonical representative because it is tied to a specific tracking issue and cleanly scopes a single model integration (Voxtral TTS).", + "canonical_pr_reason": "PR #45401 is the better canonical PR candidate because it has an explicit issue target, a narrower and well-defined scope, and a clearer link to the intended product support request.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the best overall fit as a focused, explicitly tracked implementation for one concrete model. PR 44662 is similarly large but for a different model family and is not interchangeable with it.", + "best_pr_reason": "PR #45401 is the strongest standalone PR in the set: it is traceable to an issue and has a concrete model-specific implementation. PR #44662 is also a model-addition PR, but for a different model family and without an explicit target.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with different purposes and code paths: PenguinVL is a vision-language model, while Voxtral TTS is a text-to-speech model. The overlap is only shared Transformers plumbing and docs, which is not enough to treat them as the same change." + "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. The shared files are generic auto/registration/docs plumbing, not evidence of the same underlying fix or mergeable change." } ] }, @@ -27148,7 +27380,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "bf9a19ee5676f46fa35c175d901525d204cb97e305eccb75965ab55ce8ca0510", + "prepared_review_unit_hash": "4eb9676f0239c5b328c69d6a4c8a16618a291d9b9bb1d92bd2d2c051528cebfe", "component_budget": { "node_count": 2, "item_count": 2, @@ -27170,18 +27402,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related kernel/module fusion efforts, but they are not the same change: one introduces a generic module-fusion API, while the other wires `KernelConfig` into model loading for n-to-1 fusion. I would not deduplicate them.", - "confidence": 0.86, + "summary": "Both PRs are about module fusion in Transformers, but they are not the same change: #44979 adds a generic module fusion API and tests, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration plus an example. They are related infrastructure, not duplicate fixes/features.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the broader foundational abstraction: it adds the generic Module Fusion API and tests. PR 45363 is a separate, more specific `KernelConfig` integration built around a different code path.", + "canonical_pr_reason": "#44979 is the cleaner canonical PR because it introduces the foundational fusion API itself in a focused, self-contained way (`module_fusion.py` plus tests).", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the better representative of the cluster because it defines the core fusion API that the other PR conceptually builds around, even though the two PRs should remain separate.", + "best_pr_reason": "#44979 is the best representative of the cluster since it is the core API change; #45363 is a more specific downstream integration of that fusion machinery rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different underlying changes: 44979 adds a general module-fusion API, while 45363 implements kernel fusion integration through `KernelConfig` and loading hooks. Related theme, but not the same concrete fix/change." + "reason": "Different scope and code path: #44979 creates the general module fusion framework, while #45363 wires KernelConfig into model loading for n-to-1 kernel fusion and adds an example. They are related, but not the same underlying change." } ] }, @@ -27211,7 +27443,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "ae8992a175e58c430143aebb79a6c654d8024862465ed4d2693cfd863554a0c4", + "prepared_review_unit_hash": "f030526b8b67343864bfcb404ba4e2f370d7fc501ea373148e81326b10454f14", "component_budget": { "node_count": 2, "item_count": 2, @@ -27233,18 +27465,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex pre-tokenizer AttributeError in the same code path, targeting the same issue and even the same lines in `tokenization_utils_tokenizers.py`; the later PR adds tests, so it is the better canonical representative.", + "summary": "Both pull requests address the same concrete bug in `_patch_mistral_regex`: accessing `tokenizer.backend_tokenizer.pre_tokenizer` causes an AttributeError, and both switch to `tokenizer.pre_tokenizer` in the same code path. PR 45317 is the more complete change because it includes tests, but the fix itself is essentially the same as 45086.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same bug as 45086 but also adds test coverage, making it the more complete and verifiable change.", + "canonical_pr_reason": "PR 45317 is the best canonical PR because it implements the same fix as 45086 but also adds test coverage, making it the more complete representative of this bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster because it contains the same fix plus tests, while 45086 is a narrower earlier version of the same patch.", + "best_pr_reason": "PR 45317 is the best overall PR in the cluster because it contains the same underlying fix as 45086 plus validation tests, so it is the stronger standalone representative.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete AttributeError fix in `_patch_mistral_regex`, same file/lines, same issue target; 45317 appears to be the test-augmented follow-up of 45086, so these are the same underlying change." + "reason": "Accept: both PRs fix the same AttributeError in the same `_patch_mistral_regex` code path by replacing `backend_tokenizer.pre_tokenizer` with `pre_tokenizer`; they are effectively duplicate implementations of the same change." } ] }, @@ -27274,7 +27506,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "f4f01c0d223a3d2abf9ede3bed2ba74d24c7b00deb1604c52d720c3d7449a992", + "prepared_review_unit_hash": "c2e5a6ef18765add75060317d9499017af8eca57744429400630be865e35d535", "component_budget": { "node_count": 2, "item_count": 2, @@ -27296,18 +27528,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH architecture refactors, but they are not duplicates: PR #45115 focuses on reusing GraniteMoeHybrid-style conversion/model plumbing, while PR #45569 adds a broader split into NemotronH dense/sparse variants plus docs, auto-mapping, and tests.", - "confidence": 0.94, + "summary": "The two PRs touch overlapping NemotronH code, but they are not the same underlying change: one is a refactor/inheritance and conversion-mapping update, while the other splits NemotronH into dense/sparse variants with docs and model registration changes.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more user-facing model-family change and the clearer representative of the NemotronH split; PR 45115 is narrower support/refactor work.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the broader, more complete NemotronH restructuring and the most representative PR in this pair, but it is still a different change from #45115.", + "best_pr_reason": "PR 45569 is the best standalone representative because it adds the concrete dense/sparse model variants and associated integration surface, whereas PR 45115 mainly adjusts inheritance and conversion mapping.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different concrete changes: #45115 is a targeted refactor/conversion-mapping update for GraniteMoeHybrid compatibility, while #45569 introduces new dense/sparse model families, docs, auto mappings, and tests. They touch the same subsystem but not the same underlying fix." + "reason": "Overlap is only at the shared NemotronH core files. The changes target different outcomes: 45115 refactors inheritance/conversion mapping, while 45569 introduces dense/sparse model variants, docs, and registration. They would not plausibly merge as one same fix." } ] }, @@ -27337,7 +27569,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c53e569eae6b41a0df2dc0857ab31b6cf994b2973923c723ec8a02e867f0b2b6", + "prepared_review_unit_hash": "fd01c1f49c085b62ced9810b79abf35a4e1180e8050151c55c04400ff0795c75", "component_budget": { "node_count": 2, "item_count": 2, @@ -27359,18 +27591,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct typing-related PRs with some incidental overlap in modeling utilities, but they do not look like the same underlying change.", + "summary": "These are both typing-related PRs, but they are not the same underlying change: #45415 is a broad repo-wide type-checking pass plus pyproject typing-ignore tweaks, while #45425 is a narrower typing-helpers update centered on _typing/modeling_utils/peft. Overlap in a few files does not make them mergeable into one PR.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45415 is the broader umbrella PR: a large type-checking sweep across many src/transformers files plus type-ignore config changes.", + "canonical_pr_reason": "#45425 is the better canonical representative because it is narrower and more self-contained; #45415 is a large sweeping typing cleanup across many files and config, not the same specific change.", "best_issue_reason": null, - "best_pr_reason": "#45415 is the best cluster representative because it spans the widest set of typing-related edits and subsumes the more targeted cleanup in #45425 only loosely, not as a duplicate.", + "best_pr_reason": "#45425 is the best standalone PR in this cluster to represent the underlying typing-API work, but the cluster is not a duplicate set overall.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files are not enough here: #45415 is a broad repo-wide type-checking sweep, while #45425 adds specific typing protocols and modeling_utils-related stubs. Different concrete changes, not one mergeable duplicate PR." + "reason": "Reject: both are typing-related, but #45415 is a broad type-checking sweep across many modules and config, while #45425 adds specific typing protocols/aliases and related fixes. They touch some of the same files, but they do not fix the same concrete code-path problem and would not plausibly be merged as one PR." } ] }, @@ -27400,12 +27632,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "de3ba9a24b8bae3da0c5998047086a15dfe9691081749d858851ee15738da76b", + "prepared_review_unit_hash": "6d412c0574d3bfbf2be1b71fddf8c8700d2795f26a5c8240f2cb96f17fc4a178", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -27413,7 +27645,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -27422,18 +27654,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both mention expert parallelism, but they fix different bugs in different loading paths: one targets DeepSpeed ZeRO-3/accelerate launch configuration serialization, while the other fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. They are related in subsystem but not the same underlying change.", - "confidence": 0.97, + "summary": "Both PRs are related to expert-parallel loading, but they fix different concrete bugs: one addresses EP + DeepSpeed ZeRO-3 loading/serialization during accelerate launch, while the other fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. They are similar 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 addresses a broader and more concrete EP loading corruption bug across multiple code paths; #45548 is a narrower configuration/accelerate-launch fix.", + "canonical_pr_reason": "PR #45548 is the cleaner representative of a single, concrete bug fix: it narrowly targets EP loading under accelerate/ZeRO-3 by serializing distributed_config and exposing has_ep. It has a smaller, more focused surface area than the broader FSDP2 fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR in the set: it fixes a specific expert-parameter overwrite problem and touches the relevant distributed loading logic directly.", + "best_pr_reason": "PR #45548 is the best overall representative for the cluster because it most clearly captures one self-contained expert-parallel loading bug and is the more canonical-shaped fix among the two.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP, but #45548 fixes ZeRO-3/accelerate launch config handling while #45662 fixes expert weights being overwritten during FSDP2 broadcast; different failure modes and code paths." + "reason": "Reject: both concern EP loading, but the failure modes differ. #45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization; #45662 is about EP + FSDP2 experts being overwritten by rank-0 broadcast. Different code paths and not one underlying change." } ] }, @@ -27463,40 +27695,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "dc7d21b9bbb18db8a6fa1570302f44e4511d8bb608547ca9d41f8ff922616aeb", + "prepared_review_unit_hash": "19a705206f3a01467418051116daad0ef1d2b1a68faa9bd36312db42d49066d5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist/captured_info collision problem in testing utilities, with PR 45645 appearing to be the broader superset that also updates CI log collection.", - "confidence": 0.91, + "summary": "Both PRs address the same xdist-related captured_info logging problem around patched testing utilities; one is a narrower code fix, the other adds the corresponding CI workflow handling, so they are close enough to cluster together.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core xdist-safe captured_info fix plus the CI workflow change needed to preserve and aggregate the new per-worker artifacts.", + "canonical_pr_reason": "PR 45645 is the more complete change: it includes the xdist-safe output-file logic plus the workflow update needed to read multiple captured_info shards in CI, so it better represents the full fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best overall candidate: it addresses the same underlying bug as 45639 and additionally covers the downstream CI/log handling needed for the renamed split artifacts.", + "best_pr_reason": "PR 45645 is the best representative because it covers the broader end-to-end behavior change, while 45639 is essentially the core code-path fix alone.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils; 45645 appears to extend 45639 with workflow support for collecting the per-worker logs, so they are mergeable into one change set." + "reason": "Both PRs target the same captured_info xdist collision problem in testing_utils, and 45645 extends the same fix with the necessary CI artifact collection change, so they plausibly belong to one merged change." } ] }, @@ -27592,12 +27824,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "c3de79f35542b1f560de12337d9cfda2cf4a47ebafc1bade3f9905a0ebdd74a6", + "prepared_review_unit_hash": "4224681aac05ec4a0a3127c537c32b1924406d4b64cea294ea8ab246f0c96ce8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27605,7 +27837,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27614,18 +27846,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair are both open PRs in the distributed area, but they do not look like the same change: one is a focused EP/Trainer integration patch, while the other is a broad distributed-branch base spanning many subsystems. Shared files alone are not enough to treat them as duplicates.", - "confidence": 0.93, + "summary": "These are related distributed-work PRs, but not the same concrete change: one is a focused EP/Trainer integration PR, the other is a broad distributed branch base touching many unrelated areas. I would not deduplicate them.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more focused, self-contained change with a clear concrete scope (EP routing/Trainer integration). PR #46269 is a broad umbrella branch touching many unrelated distributed/FSDP/modeling paths, so it is a weaker canonical representative.", + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change centered on EP + Trainer integration; it has a clear, concrete scope and likely represents the actual feature work rather than a branch-wide baseline.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative artifact in this cluster because it targets a specific code-path and feature. PR #46269 is too broad and mixed-scope to serve as a good duplicate anchor.", + "best_pr_reason": "PR #46126 is the best representative of the cluster because it targets one well-defined code path, whereas #46269 is a wide umbrella branch base with many unrelated distributed changes and is not a clean duplicate candidate.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: overlapping distributed filenames do not imply the same underlying change. #46126 is a specific EP + Trainer integration PR; #46269 is a much broader branch-base PR touching FSDP, tensor parallel, generation, accelerate, and more. They could not plausibly be merged as one PR." + "reason": "Shared distributed files alone are not enough here. #46126 is a focused EP/Trainer integration change, while #46269 is a broad distributed branch base spanning FSDP, tensor parallel, integrations, and model-loading code; they do not appear to be the same underlying bug or mergeable into one PR." } ] }, @@ -27693,226 +27925,232 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "c42c66723f01a3777ce34db950e5902f70d736b04a08b766d296236870a22e9c", + "prepared_review_unit_hash": "ebe1334a1589965cf5413f249849cb034005c902f41bb2e681c472162f4e6128", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is a set of superficially similar workflow-chore PRs, but they mostly address different CI/security workflow behaviors in different files. No true duplicate pair stands out; the only strongly related group is the repeated pr-ci-security-gate.yml edits, and those are still separate changes.", - "confidence": 0.96, + "summary": "Mostly unrelated workflow-maintenance PRs, plus one small subcluster around pr-ci-security-gate.yml. The security-gate PRs are similar in filename and theme, but they make different changes to different steps/permissions and should not be deduplicated.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive and concrete workflow security fix in the set, so it is the best representative PR if one must be chosen.", + "canonical_pr_reason": "pull_request:46554 is the most substantive and central workflow-security-gate change in the cluster; it alters the gate\u2019s actual behavior and is the best representative of the related subcluster, even though the PRs are not true duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 has the clearest concrete code-path change: it adds checkout and explicit security checks for workflow-file and CI-infra modifications, making it the strongest standalone PR here.", + "best_pr_reason": "pull_request:46554 is the strongest representative artifact: it contains the core security-gate logic change, while the others are either adjacent follow-ups or unrelated workflow edits.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: stdin handling for self-comment CI vs security-gate logic." + "reason": "Different workflow files and different behaviors: stdin handling for self-comment-ci vs security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated change in a different workflow file; only broad CI similarity." + "reason": "Different workflows and code paths; one updates self-comment-ci command invocation, the other changes PR security gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Self-comment CI shell-input fix is unrelated to a reusable security-gate note update." + "reason": "Unrelated workflow change: self-comment-ci input handling vs a comment-only note in pr-ci-security-gate.yml." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different security hardening target." + "reason": "Different files and different changes; no shared concrete bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both touch shell command handling, but in different workflows and for different triggers." + "reason": "Different workflow files and unrelated logic: self-comment-ci stdin piping vs build-ci-docker-images commit-message handling." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening vs benchmark workflow trigger changes; unrelated code paths." + "reason": "Different workflows and distinct changes: SSH runner hardening vs benchmark dispatch trigger expansion." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different concerns." + "reason": "Different workflow files and unrelated edits; no same underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes are unrelated to reviewer assignment checkout behavior." + "reason": "SSH runner hardening is unrelated to reviewer assignment checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow and different security issue; not the same underlying change." + "reason": "Same general area (CI workflows) but different concrete changes and different files." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow hardening edits." + "reason": "Different code paths: SSH runner secret cleanup vs PR security gate permissions/approval flow." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner env cleanup is unrelated to the security-gate workflow note." + "reason": "Unrelated workflow changes; the security-gate note does not fix the same issue as the SSH runner update." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different security mechanisms." + "reason": "Different workflow hardening topics and different changes; not mergeable as one duplicate fix." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions change and benchmark dispatch support are different changes." + "reason": "Both are workflow tweaks, but they touch different jobs and behaviors (anti-slop permissions vs benchmark dispatch)." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated behavior." + "reason": "Different workflows and different changes; no shared bug or code path." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Permissions tweak in anti-slop is unrelated to shell input handling in build-ci-docker-images." + "reason": "Different workflows and unrelated adjustments." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files and different functionality; not the same underlying change." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref vs benchmark workflow dispatch are unrelated." + "reason": "Distinct workflow behaviors: reviewer checkout target vs benchmark trigger condition." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow behaviors and code paths." + "reason": "Different workflows and unrelated logic changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared underlying bug or change; different workflows." + "reason": "Different files and different purposes; not duplicates." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger expansion and Docker-image tag detection are unrelated." + "reason": "Both are workflow edits, but one changes benchmark dispatch, the other commit-message parsing for CI images; different code paths." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different CI concerns." + "reason": "Unrelated workflow changes in different files." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow shell tweaks, but they fix different scripts and different underlying behavior." + "reason": "Different workflows and separate fixes; not the same change." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different fixes." + "reason": "Different files and different behavior; no duplicate bug." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different security-gate changes: checkout/diff checks vs permissions/approval gating." + "reason": "Same workflow file, but different concrete changes: 46554 adds gate checks/checkout, while 46558 adds permissions and success gating; these are related but not the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Different underlying edits to the same workflow file; one adds checks, the other only documents safety." + "reason": "Same file, but 46563 only adds explanatory comments about the reusable workflow; it does not implement the same security-gate behavior." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Security-gate hardening changes are distinct: runtime checks vs secrets handling." + "reason": "Same workflow area, but different change: 46554 adds security checks, 46716 only narrows secrets inheritance on the reusable workflow call." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating is not the same change as a comment-only reusable-workflow note." + "reason": "Both touch the security-gate workflow, but one changes permissions/approval logic and the other adds comments; not the same underlying bug." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different fixes in the same workflow file; not the same underlying change." + "reason": "Different concrete changes to the same workflow file; not a single duplicate fix." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Commenting on workflow safety is unrelated to changing secrets inheritance." + "reason": "Comment-only clarification vs secrets inheritance change; not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow edits." + "reason": "Different workflow files and unrelated logic." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different concerns." + "reason": "Unrelated workflow hardening vs comment-only security notes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different changes." + "reason": "Different files and different logic; no shared concrete bug or change." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow hardening edits." + "reason": "Different workflows and unrelated modifications; not duplicates." } ] }, @@ -28005,12 +28243,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "b1412ebf0f81aba24a18ccff7ddf899e499b57327cd90f2ef093a504ff0ce944", + "prepared_review_unit_hash": "bc319a8c718718a7a5504cd9ed1225ecfb4f7ee9d5867168237aecc66640cbd0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4882, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -28018,7 +28256,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4882, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -28027,18 +28265,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one boundary bug in MoonshineStreaming\u2019s right-side sliding window mask; PR 47162 is a broader superset that also applies the same fix to Gemma4 and adds tests.", - "confidence": 0.91, + "summary": "Both PRs correct the same off-by-one in the right side of the sliding window mask for MoonshineStreaming. PR 47162 is the broader, more complete patch because it includes the MoonshineStreaming fix plus Gemma4 and tests.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the better canonical representative because it contains the same MoonshineStreaming fix as 46310 plus an additional matching fix in Gemma4 and test coverage, making it the more complete change set.", + "canonical_pr_reason": "PR 47162 is the more complete change set: it contains the same MoonshineStreaming fix and also adds the related Gemma4/test updates, so it is the stronger canonical PR.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest standalone PR: it addresses the same concrete off-by-one code-path bug in MoonshineStreaming and extends the same correction to another model, with tests included.", + "best_pr_reason": "PR 47162 is the best representative because it covers the same bug with additional validation and a broader but closely related model fix.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Both PRs make the identical MoonshineStreaming right-window comparison change (-dist <= right_window_size) for the same bug; 47162 just adds the same fix in Gemma4 and tests, so they are same underlying change for the Moonshine part." + "reason": "Same underlying off-by-one right-window mask bug in MoonshineStreaming; 47162 is a superset patch that could plausibly absorb 46310." } ] }, @@ -28068,7 +28306,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "d21bc97a6baa92ef7b0d9f9d0691d4aa4931c9b1c24f0a55002a8aa3fb365a24", + "prepared_review_unit_hash": "034d5eeca1ac2a31c0a0fd1a6b5f5ab392af1ba51487a359ae9df3e3f9fb2ce8", "component_budget": { "node_count": 2, "item_count": 2, @@ -28090,18 +28328,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one fixes CodeLlama decoding behavior so real leading spaces are preserved, and the other fixes DeepSeek-Coder/DeepSeek-LLM v1 tokenizer-class misloading via checkpoint-prefix routing. They do not look like the same underlying change.", + "summary": "Two open tokenizer-related PRs, but they address different bugs in different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint-to-tokenizer-class selection. They are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR 46574 is a tokenizer decode fix in CodeLlama, while PR 46580 is an auto-tokenizer selection fix for specific DeepSeek checkpoints. They address different code paths and problems.", + "canonical_pr_reason": "No single canonical PR: PR #46574 fixes CodeLlama decode behavior, while PR #46580 fixes AutoTokenizer class selection for specific DeepSeek checkpoints.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because the PRs are about different models and different failure modes; this looks like a heterogeneous cluster rather than duplicates.", + "best_pr_reason": "Neither PR is a better cluster representative because they solve unrelated issues; keep them separate.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different models, different files, and different bugs: 46574 changes CodeLlama decoder assignment to stop stripping real leading spaces, while 46580 adds checkpoint-prefix overrides so DeepSeek checkpoints load the correct tokenizer class. They are not the same underlying change." + "reason": "Different underlying problems and files: one changes CodeLlama decoder initialization to preserve leading spaces, the other adds checkpoint-prefix overrides in AutoTokenizer for DeepSeek models." } ] }, @@ -28120,8 +28358,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46687-2", "nodes": [ @@ -28197,7 +28435,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "c33ce3771dc0957b7970e2245ea8f9214e0752178ea459c68a2b97c45134e18f", + "prepared_review_unit_hash": "3e181ec672dc9b462d936a9cfef1c2141710443844bb34d73a82399ecf36a49b", "component_budget": { "node_count": 2, "item_count": 2, @@ -28219,18 +28457,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related padding-mask fixes in adjacent attention/masking code, but they address different failure modes: one is a batch-size-1 mask gate in linear-attention models, the other is skipped masking on continued/recurrent forwards in the shared masking utility.", - "confidence": 0.93, + "summary": "These are related masking fixes, but they target different failure modes: one is a batch-size-1 padding-mask omission in linear-attention models, the other is recurrent-layer masking being skipped on continued forwards/chunked prefill. They should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the better canonical representative because it fixes the broader shared masking utility and has an explicit issue target, making it the more central change in this cluster.", + "canonical_pr_reason": "PR 47087 is the better representative because it addresses the core masking utility behavior directly, has an explicit issue target, and describes a broader, well-scoped bug across recurrent-layer consumers rather than a model-family-specific special case.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest representative overall: it addresses the core reusable masking path, spans multiple affected models, and the diff and title clearly describe one concrete bug in continued forwards.", + "best_pr_reason": "PR 47087 is the strongest standalone PR in this cluster: it centralizes the fix in masking_utils, has clearer problem framing, and covers the shared continued-forward/cache-continuation masking path across multiple models.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both concern padding masks, but the concrete bugs differ: 46773 fixes a batch-size-1 gating mistake in linear-attention model code, while 47087 fixes masking being skipped on continued/recurrent forwards via shared masking utilities. They are not the same underlying change and would not plausibly merge into one PR." + "reason": "Both are masking-related, but they fix different code paths and conditions. 46773 fixes padding-mask application being skipped for batch size 1 in linear-attention models, while 47087 fixes recurrent masking being skipped on continued forwards/chunked prefill. Shared filename alone is not enough to treat them as the same change." } ] }, @@ -28262,7 +28500,7 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "be2229d6de747027e320737e1c00f6996e541382b6ca371d8b694e92b5789687", + "prepared_review_unit_hash": "285cd7734375c32683a2e55cea213d215a54ed10620dc111a017ba3e123cc52f", "component_budget": { "node_count": 3, "item_count": 3, @@ -28284,24 +28522,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated open PRs: one normalizes AnyToAny pipeline input keys, one validates Gemma4 audio/text placeholder batching, and one adjusts candidate-generation length capping. None look like duplicates of the same underlying fix.", - "confidence": 0.96, + "summary": "This cluster is heterogeneous: one PR fixes AnyToAnyPipeline multimodal input key normalization, one fixes Gemma4 processor placeholder validation, and one fixes generation candidate length capping. They are not the same underlying change or bug.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47076 is the strongest standalone representative: it fixes a concrete processor bug, has clear validation logic, and includes matching tests across Gemma4/Gemma4-unified.", + "canonical_pr_reason": "No single canonical PR fits the cluster: the three PRs touch unrelated code paths and solve different problems.", "best_issue_reason": null, - "best_pr_reason": "PR 47076 is the best PR to anchor the cluster because it is the most substantial and self-contained change; the others target different code paths and are not mergeable into the same fix.", + "best_pr_reason": "No PR is globally suitable as a duplicate representative. If forced to pick a standalone item, PR 47074 is the most mature and self-contained, but it does not match the others.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different components and bugs: AnyToAnyPipeline key normalization vs. Gemma4 processor placeholder validation. They do not fix the same code path and would not plausibly merge into one PR." + "reason": "Different subsystems and failure modes: pipeline input-key normalization vs. processor placeholder validation for Gemma4." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Completely different areas: multimodal pipeline input-key mapping vs. generation candidate length-capping. Shared theme is only general bug fixing, not the same underlying change." + "reason": "Unrelated changes: multimodal pipeline key mapping vs. generation candidate length-cap logic." } ] }, @@ -28363,12 +28601,12 @@ "pull_request:47280|pull_request:47282", "pull_request:47310|pull_request:47380" ], - "prepared_review_unit_hash": "1a0d1ff416ded4d91dcb6874e06b4e288467b5098030b6c3646b141b01dd12a4", + "prepared_review_unit_hash": "89538e21b222464b42ff22ac428837ac5130926a30b0547055cdfdb65906d237", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28949, + "serialized_chars": 28952, "estimated_input_tokens": 7238, "estimated_eval_tokens": 14732 }, @@ -28376,7 +28614,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28949, + "serialized_chars": 28952, "estimated_input_tokens": 7238, "estimated_eval_tokens": 14732 }, @@ -28385,160 +28623,169 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a mix of several unrelated integration-test fix PRs grouped by soft similarity. The only clear duplicate-like chains are EdgeTAM (47122 \u2194 47224), MiniMax-M3-VL load_error (47123 \u2194 47280), and Mamba2 OOM (47282 \u2194 47380); most cross-model pairs should not be merged.", - "confidence": 0.71, + "summary": "This cluster is mostly heterogeneous: several generated PRs fix different model-specific integration test failures, so most soft links are not true duplicates. I only see two real duplicate subclusters: MiniMax-M3-VL load_error/offload-folder fixes, and Mamba2 OOM fixes.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broadest umbrella fix and explicitly targets the same EdgeTAM failure path while also grouping related integration-test repair work, so it is the closest cluster representative.", + "canonical_pr_reason": "47280 is the cleanest representative of one real duplicate subcluster (MiniMax-M3-VL load_error/offload-folder fix) and is more directly tied to a concrete failure than the mixed or model-mismatched PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 47224 is the strongest overall representative because it is the most comprehensive fix PR and includes one of the clearest duplicate-like code-path repairs in the cluster.", + "best_pr_reason": "47280 is the strongest single representative among the coherent duplicate subclusters: it targets one specific load_error in one test file and matches the closely related 47123 patch.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and failures: EdgeTAM import_or_config vs GLM46V integration-test changes." + "reason": "Different models and different fixes; similarity is only at the generic integration-test-failure level." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "EdgeTAM backbone arg handling and MiniMax-M3-VL load/offload failure are unrelated code paths." + "reason": "Different model failures (edgetam vs minimax_m3_vl); not the same concrete bug or change." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "MiniMax-M3-VL offload-folder load_error is unrelated to EdgeTAM's original_sizes kwargs bug." + "reason": "Different model and failure mode; this is not the same underlying fix." }, { "left": "pull_request:47122", "right": "pull_request:47224", - "accept": true, - "reason": "Both address the same EdgeTAM failure path; 47224 includes the same fix in the same files, albeit bundled with other unrelated test-failure fixes." + "accept": false, + "reason": "47224 is a mixed multi-fix PR; it overlaps on edgetam but also bundles unrelated changes, so it is not the same concrete change overall." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "EdgeTAM kwargs/backbone issue and Gemma3 cache_implementation behavior are unrelated." + "reason": "Different models and different failure descriptions; too broad to treat as a duplicate." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same MiniMax-M3-VL load_error/offload-folder problem in the same test file; 47280 is a later, more complete version of the same fix." + "reason": "Same MiniMax-M3-VL load_error in the same test file; both add a temporary offload folder for model loading." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Both are load_error fixes, but for different models and different load failures." + "reason": "Same generic load_error label, but different model/test path and different concrete loading context." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL load_error and GLM46V test/model changes are not the same bug." + "reason": "Different model and unrelated code path; not the same bug." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output mismatch are unrelated." + "reason": "Different model and failure type; output mismatch on falcon_mamba is unrelated to MiniMax-M3-VL load_error." }, { "left": "pull_request:47124", "right": "pull_request:47310", "accept": false, - "reason": "Falcon-Mamba generation output mismatch and Gemma3 cache handling are different model-specific issues." + "reason": "Both are output_mismatch, but they target different models and generation paths, so they are not the same change." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Falcon-Mamba output mismatch and Mamba2 OOM are different failures in different code paths." + "reason": "Different models and different failure classes; no shared concrete fix." }, { "left": "pull_request:47124", "right": "pull_request:47380", "accept": false, - "reason": "Different model/test failures: Falcon-Mamba output mismatch vs Mamba2 memory cleanup/OOM." + "reason": "Different model and failure mode; not the same underlying bug." }, { "left": "pull_request:47124", "right": "pull_request:47281", "accept": false, - "reason": "Falcon-Mamba generation expectations and GLM46V changes are unrelated." + "reason": "Different models and unrelated fixes; generic similarity is too weak." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "DeepSeek-V3.2 load_error and MiniMax-M3-VL load_error are separate model-specific failures." + "reason": "Both are load_error fixes, but for different models and test setups; not the same concrete bug." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model/failure context; no evidence of one shared fix." }, { "left": "pull_request:47266", "right": "pull_request:47281", "accept": false, - "reason": "DeepSeek-V3.2 load_error and GLM46V changes are unrelated." + "reason": "Different models and different code paths; not a duplicate." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL offload-folder fix and GLM46V model changes are different issues." + "reason": "Different models and different implementation changes; only the failure label is similar." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Different models and failure modes: MiniMax-M3-VL load_error vs Gemma3 generation cache behavior." + "reason": "Different model and failure mode; not the same underlying change." }, { "left": "pull_request:47280", "right": "pull_request:47380", "accept": false, - "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are unrelated test failures." + "reason": "Different model and distinct OOM/load-error handling; not the same fix." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "GLM46V model changes and Mamba2 OOM fixes are unrelated." + "reason": "Different models and unrelated fixes; shared broad integration-test theme is too weak." }, { "left": "pull_request:47282", "right": "pull_request:47380", "accept": true, - "reason": "Both target the same Mamba2 integration-test OOM on the same test file; the fixes are compatible and could plausibly live in one PR." + "reason": "Same Mamba2 OOM integration-test issue; both patches are aimed at making the same test run without running out of memory." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Mamba2 OOM and Gemma3 cache_implementation behavior are unrelated." + "reason": "Different model and different failure class; output mismatch vs OOM are unrelated." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are different model-specific failures." + "reason": "Different models and failure modes; not the same bug." }, { "left": "pull_request:47310", "right": "pull_request:47380", "accept": false, - "reason": "Gemma3 cache default handling and Mamba2 OOM cleanup are unrelated changes." + "reason": "Different models and different failure modes; no shared concrete code-path problem." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and different concrete fixes; both being output/load failures is too generic." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairs all point to the same model-specific failure area or a plausibly mergeable later variant, and the rejected cross-model pairs are appropriately cautious." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -28561,47 +28808,50 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "beba9fa2fa72c8242a267fc7ddabb439814c54c50c6f08699115425e92e72d37", + "prepared_review_unit_hash": "edc180827a4d0b9f6f74ed5c41161335ad110fa12a5273b26060a84379d2bcdb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "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 patch chat CLI management URL handling in `src/transformers/cli/chat.py`, but they are not the same fix: one normalizes a `/v1` base URL at interface construction, while the other routes a specific management call to the service root. Related, but not a clear duplicate pair.", - "confidence": 0.8, + "summary": "Two PRs address the same chat CLI management-URL bug around OpenAI-style `/v1` base URLs in `src/transformers/cli/chat.py`. They differ mainly in implementation scope, not in underlying problem.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47140 is the cleaner canonical representative because it directly addresses the `/v1` base-url bug and applies the normalization centrally for the chat interface.", + "canonical_pr_reason": "PR 47140 is the stronger canonical candidate: it normalizes the base URL once in initialization, which is broader and covers all management calls that use `self.base_url`, rather than fixing only a single call site.", "best_issue_reason": null, - "best_pr_reason": "PR #47140 is the best single representative for the cluster because it appears to fix the broader code-path once, instead of patching only one management call.", + "best_pr_reason": "PR 47140 is the best overall fit because it centralizes the service-root normalization and appears to cover the full chat CLI management URL path consistently.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", - "accept": false, - "reason": "They target the same area but not the same concrete change: #47140 normalizes a `/v1` management base URL, while #47303 rewires `load_model` to the service root. Similar bug class, but not clearly one duplicate fix." + "accept": true, + "reason": "Same underlying bug: chat CLI management requests should target the service root rather than a `/v1`-prefixed API base. Both PRs modify the same code path and tests; they differ in implementation detail, not problem statement." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The pair verdict is grounded: both PRs target chat CLI management URLs with `/v1` base URLs, touch the same files, and the changes look mergeable as one bugfix. The summary is conservative enough and does not overclaim beyond the packet evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -28624,12 +28874,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "69cdeab253a02ada381ce8242ddeb74ea8bfea8a0cce473c32c20fbc1da6d8f4", + "prepared_review_unit_hash": "bb507dbe6d1b352a75ad2d2aa3961f2917d26573be514b09cc8be54766b56b42", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28637,7 +28887,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28646,18 +28896,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: #47261 fixes label smoothing/gradient accumulation in the trainer, while #47262 changes TopHLogitsWarper behavior in generation. They do not share files, targets, or a concrete code path, so they should not be deduplicated.", + "summary": "The two PRs are not duplicates: one fixes loss scaling in training with label smoothing and gradient accumulation, while the other changes generation filtering behavior in TopHLogitsWarper.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47261 is the better canonical representative because it is a focused, concrete bug fix with an explicit issue link and a narrowly scoped trainer change.", + "canonical_pr_reason": "PR 47261 is the better representative only because it has an explicit issue target and a clear trainer bugfix; PR 47262 is a separate generation change in a different code path.", "best_issue_reason": null, - "best_pr_reason": "PR #47261 is the most representative standalone fix in this set: it addresses a specific correctness bug and is clearly tied to a tracked issue.", + "best_pr_reason": "PR 47261 is the most representative artifact in this cluster, but only because it is more fully tied to a tracked problem; it is not actually the same change as PR 47262.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different subsystems and different bugs: trainer loss scaling vs generation warper parameter handling. No shared code path or mergeable overlap." + "reason": "Different underlying bugs and code paths: trainer label smoothing/gradient accumulation vs TopHLogitsWarper min_tokens_to_keep in generation." } ] }, @@ -28689,12 +28939,12 @@ "pull_request:47408|pull_request:47411", "pull_request:47410|pull_request:47411" ], - "prepared_review_unit_hash": "8fcf9671a45967c1d606c3b170e861691ecbf5f69ee6584078d1037310952c45", + "prepared_review_unit_hash": "ae93126710275c5244fc11269a492ee6b9f0540af54476c93b657d87d16fa910", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6751, + "serialized_chars": 6752, "estimated_input_tokens": 1688, "estimated_eval_tokens": 3632 }, @@ -28702,7 +28952,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6751, + "serialized_chars": 6752, "estimated_input_tokens": 1688, "estimated_eval_tokens": 3632 }, @@ -28711,30 +28961,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PR 47411 is the broadest, most general fix for silent near-total checkpoint mismatches during loading. PR 47408 is closely related and likely a narrower variant of the same underlying failure mode, while PR 47410 targets a different, more specific packed-weight mapping failure.", - "confidence": 0.86, + "summary": "All three PRs touch `modeling_utils.py` and add hard failures for bad checkpoint-to-model loading, but only two are close variants of the same total-mismatch fix. PR 47411 is the broadest and best representative; 47408 is a narrower version of the same idea; 47410 is a different packed-weight mapping failure mode.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "47411 is the best canonical PR because it generalizes the hard-error check across conversions and quantization and appears to subsume the same silent-mismatch bug with the widest scope.", + "canonical_pr_reason": "PR 47411 is the best canonical PR because it captures the broadest and most general failure condition: total weight mismatch when conversions or quantization were expected. It subsumes the narrower wrong-Auto-class case in 47408 and is more representative than the packed-weight-only fix in 47410.", "best_issue_reason": null, - "best_pr_reason": "47411 is the strongest representative of the cluster: it addresses the core silent-load problem directly, with the most complete and general guard plus tests.", + "best_pr_reason": "PR 47411 is the strongest cluster representative because it addresses the core user-visible bug with the widest applicability and the clearest guard: raise a hard error when converted or quantized checkpoints effectively match none of the model weights.", "soft_edge_verdicts": [ { "left": "pull_request:47408", "right": "pull_request:47411", "accept": true, - "reason": "Both target the same underlying bug: silently accepting a checkpoint that matches almost none of the model\u2019s weights after conversion. 47411 is a broader version of the same hard-error fix, so these could plausibly be merged into one PR." + "reason": "Same underlying bug pattern: a checkpoint with registered weight conversions loads into the wrong class and matches almost none of the model weights, so both PRs implement the same hard-error safeguard; 47411 is just broader." }, { "left": "pull_request:47410", "right": "pull_request:47411", "accept": false, - "reason": "47410 is a specific packed-weight-to-unpacked-weight mapping failure, while 47411 is a broader total-mismatch safeguard for conversions/quantization. They overlap in subsystem but not the same concrete code-path problem." + "reason": "47410 targets a different concrete failure mode: packed `_packed` weights that fail to map to unpacked counterparts. That is related to loading/mapping, but not the same total-mismatch bug as 47411." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 47408 and 47411 both address the same hard-error-on-near-total-mismatch pattern in `modeling_utils.py`, with 47411 clearly generalizing the guard to quantization as well. The rejection of 47410 is also conservative: it is a more specific packed-weight mapping failure, not obviously the same bugfix as the broader mismatch check in 47411. No evidence is overstated." + "feedback": "The summary is grounded in the packet. PR 47411 does subsume the 47408 condition (it extends the same 99%-missing hard-error check to conversions and quantization), while 47410 targets a distinct packed-weight mapping failure. The soft-edge verdicts are conservative enough for the evidence provided." }, "evaluator_used": true, "retried": false, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 103b65fe58b10fd804672a568daaa622e8209be1..99df18e0ab62f11982696ae2782efc6d4c8eca7b 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260719t120035z", + "analysis_id": "hybrid-model-20260719t180031z", "archived_artifacts": { - "hybrid": "snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260719T120035Z/analysis-runs/hybrid-model-20260719t120035z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/analysis-report-hybrid.json", + "hybrid_reviews": 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in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 47162, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46509-2", + "canonical_pr_number": 46509, + "duplicate_pr_numbers": [ + 47387 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46509-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46614-3", + "canonical_pr_number": 46687, + "duplicate_pr_numbers": [ + 47412 + ], + "target_issue_number": 46614, + "reason": "PRs in cluster-46614-3 are treated as duplicates because they converge on issue #46614 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46658-7", + "canonical_pr_number": 47322, + "duplicate_pr_numbers": [ + 46658, + 47298, + 47398, + 47399, + 47409 + ], + "target_issue_number": 47355, + "reason": "PRs in cluster-46658-7 are treated as duplicates because they converge on issue #47355 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-9", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958, + 47090, + 47395 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-9 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + 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"target_issue_number": null, + "reason": "PRs in cluster-47166-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47282-2", + "canonical_pr_number": 47380, + "duplicate_pr_numbers": [ + 47282 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47301-2", + "canonical_pr_number": 47301, + "duplicate_pr_numbers": [ + 47367 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47301-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47405-3", + "canonical_pr_number": 47408, + "duplicate_pr_numbers": [ + 47411 + ], + "target_issue_number": 47405, + "reason": "PRs in cluster-47405-3 are treated as duplicates because they converge on issue #47405 with closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-9", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 9 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 202.0 + }, + "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/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..887c0cee3dffc7c4586332d1a7c04604038b9afd --- /dev/null +++ b/snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,28996 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260719T180031Z", + "generated_at": "2026-07-19T18:11:18Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35308", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43828", + "issue:43975", + "issue:44292", 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"right": "issue:41720", + "accept": false, + "reason": "Different issues: ONNX export vs auto device-map cudaErrorAssert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "One is a task crash, the other is outdated RAG docs; not the same bug." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: ONNX export vs import path breakage." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale docs issues, but they are distinct missing/removed-doc references rather than one concrete duplicate bug." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different features and failures: TRL SFT embedding unpacking vs training resume with trust_remote_code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different bug reports; only a vague multi-GPU/model-loading 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"Different tensor mismatch bugs in different training setups." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Different hardware/runtime bugs; no same underlying issue." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training failures: checkpointing/FSDP mismatch vs custom trainer signature breakage." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying Qwen3_5MoeTextRotaryEmbedding device/materialization bug family, both centered on inv_freq/offload handling." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs and model families." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different errors and code paths." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific runtime problems." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and failure modes; no duplicate evidence." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal/model behaviors: reverse embedding lookup vs video token/feature mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different components: Gemma3 config/vLLM vs tokenizer regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same underlying incompatibility report: torch 2.4.1 vs transformers 5.8.0." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is device mismatch and the other is expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different bugs: version incompatibility vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training and device-map failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime issues; only a broad MoE/theme overlap." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different failures: torch dynamo grouped_mm tracing vs dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different device/runtime failures on unrelated models." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different invalid-method vs MPS histogram implementation problems." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model failures; no same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different trainer/input-embedding issue vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different bugs in different training paths; not duplicates." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Same broad ZeRO-3 index error pattern, but different model families and not enough evidence of one concrete shared bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The accepted duplicate pairs are well supported by the issue titles: issue:43596/issue:43638 both describe the same ZeRO-3 Bert index-out-of-bounds class, issue:45859/issue:45902 both center on Qwen3_5MoeTextRotaryEmbedding inv_freq/offload/materialization, and issue:45800/issue:46515 are both torch 2.4.1 compatibility reports. The rejected soft-edge pairs are also cautious and do not overstate duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:30277", + "issue:34928", + "issue:35308", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42617", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45237", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:46901", + "issue:47394" + ], + "soft_pairs": [ + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:39290|issue:41720", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:45020|issue:46304", + "issue:44863|issue:46015", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:46901|issue:47394", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43866|issue:44863", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070" + ], + "prepared_review_unit_hash": "5da48b4147f6400483602523fc35deb5a15b018fb1b1bb3c5a0a70a9e4e4e87c", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most soft pairs are superficial similarity matches across unrelated bugs. The only plausible duplicates are the deepseed ZeRO-3 index-out-of-bounds reports, the AutoTokenizer wrong-token-ID regression reports, and the causal-loss double-shift reports.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is about pipeline() and the other about the removed transformers run command; different cleanup tasks." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failure modes and subsystems: torch.autocast dtype mismatch vs an MPS histogram kernel unsupported for Int." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Cross-entropy being called under Liger Kernel is unrelated to the Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Deepspeed collective mismatch and a CustomTrainer signature change are unrelated bugs." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "These are different bugs; one is about Liger/cross_entropy dispatch, the other about a mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility complaints, but one is torch 2.4.1 vs transformers 5.8.0 and the other is USE_DISTRIBUTED=0 support in v5.9.0." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and distributed build support are unrelated issues." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM sliding_window metadata and Qwen3 auto device mapping cuda asserts are different code paths." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "A corrupted Ovis2 checkpoint is not the same as Sam3Model text encoder weights not being loaded." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 loading failure pattern: index 0 out of bounds for dimension 0 with size 0 during model initialization/loading." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support for GPT-OSS and table-question-answering task crashes are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 breakage." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are separate docs issues: return_all_scores behavior vs removed run command references." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger/cross_entropy dispatch has nothing to do with the Qwen3-vl video StopIteration error." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-map mismatch are different multimodal/model-loading problems." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 PLE device placement and Qwen3.5 video token/feature mismatch are different multimodal bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "A detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt/NVFP4 compatibility are not the same issue." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code regression and USE_DISTRIBUTED=0 support breakage are different root causes." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated docs about RAG are unrelated." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "IterableDataset length crashes and a vague 3d_parallel.py failure are not concrete duplicates." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same AutoTokenizer v5 regression producing wrong token IDs across multiple model families." + }, + { + "left": "issue:46901", + "right": "issue:47394", + "accept": true, + "reason": "Both report the same causal-training loss double-shift regression, with labels being shifted when they should not be." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to distributed support being broken." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but Gemma3 config metadata and Qwen3-MoE model behavior are different concrete problems." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "They share a similar IndexError wording, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 BertModel load failure." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper-large-v2 failing to run and table-question-answering crashing are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 unit-test loading problems and Ovis2 checkpoint corruption are different failures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig field regression are unrelated compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft pairs are well supported by the titles/body themes (ZeRO-3 loading failure, AutoTokenizer wrong token IDs, and causal-loss double-shift), while the rejected pairs are generally distinct bugs or docs cleanups. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43541|issue:47228", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43296|issue:43366", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:44387|issue:45005", + "issue:45020|issue:45800", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918" + ], + "prepared_review_unit_hash": "73cc3b7e2876602ac709cf9af84eb6f974340318831d9001f5cbd4cf07adeb55", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39841, + "estimated_input_tokens": 9961, + "estimated_eval_tokens": 20178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: most pairs share only broad themes like model loading, dtype errors, or generic IndexErrors, but not the same concrete bug. The only plausible duplicate here is the two SigLIP2 quality regressions.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the broadest representative issue in this set: it describes a recent transformer-version regression affecting model loading across multiple models, so it best fits the cluster's general pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the widest scope and the clearest cross-model regression framing, making it the best single issue representative for this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different models and failure modes: Mixtral torch-dynamo grouped_mm tracing vs Sam3 bf16 compilation regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "One is a DeepSpeed ZeRO-3 zero-size index error on BertModel; the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and a PretrainedConfig/pydantic regression are unrelated code paths." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug for DeepSeek Coder is unrelated to a table-question-answering crash." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat usage, but one is a Qwen3.5 crash in transformers chat and the other is a streaming API failure; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo tracing and YOLO multi-GPU device-map issues are different models and different failure paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 loading/runtime error is not the same as a table QA task crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 text config missing attribute with vLLM and Gemma4 PLE device mismatch are separate multimodal regressions." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure is unrelated to an MPS histogram unsupported-int error in MoE code." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 config attribute errors are different import/config issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing and MPS histogram errors do not share the same code path." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing on Mixtral is not the same as a torch.autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and a template-node compilation error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method calls and YOLO multi-GPU loading are different model-specific bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied-weight bug and Ovis2 checkpoint corruption are not the same underlying issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a zero-sized tensor during Gemma3 loading." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code config_class errors are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx missing after v5 update is not the same as a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are different regressions." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "Bitsandbytes _is_hf_initialized incompatibility is unrelated to the Sam3 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/packing problems, but the first is a generic mask/index mismatch while the second is a TRL embedding unpacking failure; not clearly the same bug." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming API failure are different symptoms and code paths." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-architecture issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss architecture support does not match a Qwen3.5 streaming inference bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "The _is_hf_initialized argument issue during init_empty_weights is a model-loading API change, not a pydantic config-field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and the PretrainedConfig pydantic breakage are unrelated." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failures and Sam3 bf16 compilation regression are different model/runtime issues." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM in Transformers 5.x is not the same as tied-weights issues on translation models." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility overlap only broadly; they are not the same concrete regression." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid method dispatch errors and Sam3 compilation regressions are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and video apply_chat_template feature/token mismatch are different multimodal bugs." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and zero-size index during ZeRO-3 init are both IndexErrors but not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Video input regression for several Qwen VL models is not the same as the apply_chat_template feature/token mismatch reported for Qwen3.5-9B." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both reports are about SigLIP2 producing bad/nonsensical text-embedding outputs, so they likely describe the same underlying model/config regression." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failures are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure is not the same as resuming training with remote code from a local model." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class errors are different problems." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are distinct bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and TRL embedding unpacking failure are not the same code path." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking in TRL are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is reasonable for a heterogeneous set, and the soft-edge verdicts stay conservative, with the SigLIP2 pair as the only clearly plausible duplicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:35308|issue:36331", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:44530|issue:45005", + "issue:43975|issue:44292", + "issue:45183|issue:46463", + "issue:44863|issue:45005", + "issue:35308|issue:42915", + "issue:39692|issue:43054", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:33666|issue:35308", + "issue:46032|issue:47246", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902" + ], + "prepared_review_unit_hash": "36deb6ce3bc02ee5f6d98357e9ee41057dc074dc2c8df2216f4b81d0519fe785", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37130, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not one cohesive duplicate cluster; it is mostly a loose theme of Transformers v5 regressions across different subsystems. The only clear duplicate groups are the non-persistent-buffer corruption reports, the StaticCache/get_seq_length reports, and the Gemma4 quantized embedder reports. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #43950 is the clearest representative of the main duplicate subcluster: it describes the v5 non-persistent-buffer corruption directly and precisely, while #43644 and #44534 are near-identical phrasings of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best single issue to keep as the representative report because it is specific, actionable, and directly names the regression; the other close matches are broader or more repetitive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Different problems: custom notebook model initialization vs flash-attn2 fallback being blocked." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Both are perplexity-related, but on different models and likely different root causes." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but one is a leaf-directory cache collision and the other is wrong module after save_pretrained; not clearly the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different model families and code paths." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to a docs command-removal issue." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights bugs." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "IterableDataset multi-GPU crash is unrelated to the compute_loss signature change." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to outdated docs mentioning a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different failures in different model stacks; no shared concrete bug." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization regression and Qwen-3 NVFP4 runtime error are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are input-validation complaints, but the former is a broad XOR-validation regression and the latter is a T5-specific error-message issue; not clearly the same code path." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Multi-GPU IterableDataset crash and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs-example mistakes are unrelated to model-quality/token-embedding regression." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying bug: v5 corrupts non-persistent buffers during load/materialization; the titles are near-identical." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss kwarg and ZeRO-3 loading index error are different issues." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying non-persistent-buffer corruption regression in Transformers v5; 43950 is just the more precise wording." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both mention multi-GPU training, but they describe different failure modes." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both are Mamba-family recurrence bugs, but one is a generic use_cache failure and the other is a NemotronH-specific missing propagation of a prior fix; not clearly the same artifact." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/storage incompatibility errors." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly the same fix." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and have different symptoms." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is degraded text embeddings; not the same bug." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same offloading/save failure for disk-offloaded Qwen3 VL/Qwen3 A3B models." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN explosion are different failures." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache/get_seq_length contract bug: returning a tensor instead of an int breaks downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying bug: Transformers v5 corrupts non-persistent buffers; both titles describe the same regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the issues cluster loosely around Transformers v5 regressions, and the identified duplicate subgroups are plausible and conservative. The accepted soft-edge pairs are well-supported by the titles and do not overstate certainty. No PRs are present in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:42947|issue:44387", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:41762|issue:42915", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:43824|issue:43872", + "issue:45081|issue:45399", + "issue:45685|issue:45823", + "issue:41553|issue:43883", + "issue:45020|issue:45823", + "issue:43782|issue:44960", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:41553|issue:43881", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45715|issue:46315", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "84e9c8205e99410f0265ef2f4cd1187e7a43559696e9bf7879dc4b1595edbca7", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37490, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers regression reports around model/tokenizer loading, with only one clear duplicate-style pair in the docs area. Most other soft pairs are related only at a very broad subsystem level, not the same bug.", + "confidence": 0.42, + "canonical_issue_reason": "No single exact duplicate hub stands out; issue 45020 is the broadest representative because it captures the recurring \"recent versions break remote-code model loading\" theme that best matches the cluster's dominant regression pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best anchor for triage because it is the most general user-facing regression report among the set and plausibly subsumes several nearby loading-related symptoms without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2 quality/discrepancy, but one is a general embedding quality complaint and the other is a specific HF-vs-JAX implementation mismatch; not clearly the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5 MoE/rotary embedding, but one is a flash-attention crash from 3D position_ids handling and the other is CPU offload incompatibility; different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError vs Qwen3_5Moe rotary embedding materialization bug; unrelated models and failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific inability to load ScandiBERT; same broad area but not the same underlying defect." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing issue and int4 quantization OOM are different training/memory regressions." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error and early stopping metric lookup are unrelated training issues." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug vs AMD GPU model failure; no shared concrete code path." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and Qwen3Moe FineGrainedFP8 failure are distinct model/config regressions." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading reports, but they are for different models and do not indicate the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote-code / config loading, but one is missing fields in AutoConfig output while the other is a broader recent-version breakage claim; too broad to merge." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta vs flash-attn2 fallback blocking; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT/gradient checkpointing and Qwen3 MoE memory usage are different regressions, even if both touch memory during training." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for missing Qwen2_5_VL class and bitsandbytes Int8Params constructor incompatibility are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs flash-attn2 fallback selection logic; different subsystems." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram type error in MoE and Gemma4 device mismatch under device_map=auto are different issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on Molmo are not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions and Gemma4 PLE device placement mismatch are different failure modes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES logic is a registry bug, not the same as remote-code model breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device mismatch are separate runtime problems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code breakage is broader than the specific Kimi-K2.5 tokenizer codec regression and warning mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error-message issue and glm-4v-9b load failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across hf4.x/hf5.x and a warning about tie_word_embeddings are not the same defect." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility vs YOLO multi-GPU device-map failure; different code paths." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen config unwrapping from_config issue and remote-code model_class.config_class attribute error are both auto-model problems, but they are distinct bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different conversion directions and different hot loops." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Remote-code models breaking generally vs a specific config_class AttributeError in AutoModel.from_pretrained; related area, not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer regressions for DeepSeek-family models, but one is pre-tokenizer override behavior and the other is incorrect output on DeepSeek-Coder v1; not clearly one bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug and non-persistent buffer corruption are separate model-state handling regressions." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are the same docs issue: both report that removed v5 pipeline task names are still mentioned in documentation." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different failing models and different errors: glm-4v-9b loading failure vs Molmo missing all_tied_weights_keys." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The chosen anchor issue is presented as a broad representative rather than a claimed exact duplicate hub, and the soft-edge rejections mostly avoid over-merging distinct model or subsystem bugs. The one accepted docs pair is well-supported by the titles. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46468", + "issue:46515", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:46894|issue:46897", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:43366|issue:43828", + "issue:44928|issue:45588", + "issue:43716|issue:46468", + "issue:43366|issue:43531", + "issue:44530|issue:44863", + "issue:43596|issue:46515", + "issue:44863|issue:46402", + "issue:41553|issue:44991", + "issue:43366|issue:44589", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:43716|issue:44560", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43950|issue:45834", + "issue:44560|issue:44918" + ], + "prepared_review_unit_hash": "986c275c397c21b70b5d48f2276a04564c96251f6ac6b3c4818a976b9701777d", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36763, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with only two likely true duplicate pairs: two nearly identical mask-shape IndexError reports, and two training-loss double-shift reports. No PRs are present.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 46894 is the clearest representative of the only strongly duplicate-looking bug family in the set: the training-loss double-shift regression, explicitly linked to the same pattern as Moonshine #46784.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46894 is the best anchor for triage because its bug description is explicit, model-agnostic, and it has the strongest duplicate signal among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-related, but one is a generic model-run failure and the other is a specific fbank helper issue; no clear shared root cause." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: unexpected compute_loss kwarg vs a tensor/mask shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed and Qwen models, but one is about weight conversion/loading and the other is about gradient averaging with loss kwargs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same reported bug pattern: training-loss double-shift regression, with nearly identical framing and likely the same trainer code path." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing behavior in PEFT LoRA is a different issue from a missing supports_gradient_checkpointing flag on a specific trust_remote_code model." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but they affect different Qwen variants and describe different missing-weight symptoms; not enough to call them the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated model-loading problems for different architectures and symptoms." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed hitting a weight dimensionality error is unrelated to image-processor void segmentation-map handling." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen vision/video regressions, but the concrete failures differ: a video input regression vs a StopIteration in video/embedding processing." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Near-identical IndexError signature about mask shape not matching indexed tensor shape; these look like the same underlying indexing bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to a Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: RLHF gradient explosion from 3D position_ids/SDPA fallback vs a flash-attention crash on s_aux=None." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "A model/preprocessor dtype mismatch is not the same as the broken Nemotron example loading issue." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are different problems." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A ZeRO-3 zero-size index error on BertModel and a torch version incompatibility are not the same underlying bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both involve Nemotron/Sam3 loading, but one is checkpoint loading for NemotronH and the other is missing text encoder weights for Sam3Model." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer error-message quality for Voxtral is unrelated to a tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support and a Float8 storage lookup error are different issues." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and uninitialized inv_freq after meta->to_empty materialization are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The BertModel ZeRO-3 index error is unrelated to a torch 2.4.1 compatibility complaint." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different failure modes: image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError in attention is unrelated to a PLE device mismatch during forward." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading regressions are not the same root problem." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Batched inference token leakage across tracks is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "A missing exported Qwen2_5_VL class is different from meta-device loading breakage." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and an MPS histogram implementation error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3-VL, but one is a video-processing StopIteration and the other is a TRL SFT embedding unpacking failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it only calls two duplicate pairs likely, and both are well supported by the issue titles/body patterns. The soft-edge verdicts are generally conservative and avoid overclaiming shared root cause; the two accepted pairs are strongly textually aligned. No PR pair concerns apply because there are no PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:44683|issue:46515", + "issue:41553|issue:44488", + "issue:43645|issue:43646", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:45823|issue:46515", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:41720|issue:42915", + "issue:38175|issue:39692", + "issue:42915|issue:44756", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:45507|issue:46468", + "issue:44863|issue:46846", + "issue:45313|issue:45357" + ], + "prepared_review_unit_hash": "aa399fce53bf217c258c95da0c3eed93c9159323f44bc05b6a2f5cc9e4c355a5", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35964, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is really several small, unrelated duplicate groups rather than one single issue. The strongest true duplicates are the v5 non-persistent-buffer regression, the SigLIP2 result regression, the custom model initialization regression, and the Gemma4 4-bit dtype-cast regression; most other soft pairs are only loosely related and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43644 is the clearest canonical issue for one of the true duplicate mini-clusters: it is an early, general report of the Transformers v5 non-persistent-buffer regression and matches 44534 very closely.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best single issue to anchor the cluster because it is a strong, generalized duplicate target with an exact title-level match to a later report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch/version incompatibilities, but they describe different failures, versions, and code paths; too broad to be the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they involve different models and different reported failures; no clear shared root cause." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These appear to be the same custom-model initialization regression, with 43645 just adding the Jupyter-specific reproduction context." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache behavior, but one is a flash-attn packed-sequence bug and the other is a static-cache slice-arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different failure modes; one is SDPA/torch.compile on Bamba, the other is flash-attn on Qwen3.5." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Device-map mismatch on Gemma4 is not the same as a torch-version incompatibility." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both mention PEFT, checkpointing, and ZeRO-3, but one is ineffective checkpointing and the other is a hard CheckpointError; not the same concrete bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and are described as different fixes/regressions." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping utility bug and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/mask errors, but the model, input path, and failure mechanism are different." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both sound like config-validation breakages, but they affect different model types and there is no evidence of the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: 43994 is essentially the later, more explicit reproduction of the zero-probability/nonsensical-output problem." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3 with BertModel is unrelated to the tokenizer-mapping failure in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failure domains: ZeRO-3 initialization vs tokenizer-mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure is unrelated to the mask-shape indexing error." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/packing changes, but they are on different models and different mechanisms." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "These look like the same Gemma4 multimodal 4-bit quantization dtype-cast problem, with 46899 expanding it to audio and vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and Qwen3Moe FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related only by SigLIP2; one is a model output regression, the other is a docs example with model/processor mismatch and quantization issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Very likely the same non-persistent-buffer junk-fill regression; the titles are essentially the same issue stated twice." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3Moe LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT models, but there is not enough evidence they share one root cause." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failure descriptions; no sign of a shared bug." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan OOM/shape errors are different code paths." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect saved visual encoder keys; different regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pairs are supported by close title/body alignment, especially the exact non-persistent-buffer match, the SigLIP2 regression, the custom-model initialization regression, and the Gemma4 4-bit dtype-cast regression. The rejected pairs are generally phrased cautiously and do not overclaim a shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46459", + "issue:46512", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46459|issue:46512", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:42491|issue:45335", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:44164|issue:44291", + "issue:43856|issue:44387", + "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:46897|issue:46901", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:44079|issue:46829" + ], + "prepared_review_unit_hash": "46ee4387ecdc5fc52a608b4823f14a5608d963ca69dc15558e956b9658fe092c", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37282, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the soft pairs mostly share broad themes (Transformers 5.x regressions, loading, quantization, embeddings) but not the same concrete bug or change. I would not merge any of the proposed edges.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a clean canonical for this set; the items span unrelated bugs and model-specific regressions rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a global best representative because the overlaps are mostly topical, not the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype behavior, but one is about loading composite checkpoints and the other about from_config leaving config.dtype stale; different bug locations." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they affect different tokenizer/model setups and appear to be separate incompatibilities." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 doc/example errors vs. a model inference regression on siglip2-base; same family, different failure modes and code paths." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is about non-persistent buffers being initialized with junk, the other about custom models in Jupyter notebooks; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different load paths: Qwen3 MoE conversion under accelerate/deepspeed vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Both mention training/model plumbing, but one is a Qwen3 MoE LoRA compatibility issue and the other is a T5Gemma resize_token_embeddings bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is MoE training memory usage and the other is offloading failing with quantization; different underlying problems." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "The LoRA/Qwen3 MoE issue is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model loading issues, but they concern different models and distinct failure signatures." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resumption math is unrelated to SGD arguments being ignored." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is separate from init_empty_weights rejecting an unexpected argument." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is Qwen3 MoE training memory usage and the other is CUDA reserved memory growth under int4 quantization." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one changes pre-tokenizer behavior for DeepSeek V3/R1 and the other returns wrong token IDs for Granite models." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and quantized save/load corruption are different bugs affecting different code paths." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings complaints, but they target different architectures and different missing embedding updates." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "One is Qwen3.5 chat crash, the other is Gemma4Processor missing _tokenizer in serve; not the same defect." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are separate issues." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights is unrelated to mmap causing OOM on Strix Halo." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is tokenizer vocab size mismatch, the other is a model loading regression for a specific checkpoint; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert with auto device mapping on Qwen3 is unrelated to AudioFlamingo3 batched inference token leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3.5 multimodal from_config unwrapping are different composite-model bugs." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc/example problems are unrelated to GLM5 loading." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention illegal-access on Qwen3.5 and s_aux=None crashes in flash_attention.py are different failure modes." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "They share a double-shift symptom, but they are different model families and not clearly the same underlying implementation bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but one is Mistral3 conditional generation and the other is AyaVision; different model-specific fixes." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading/quantization behavior and increased reserved memory under int4 quantization are related only at a high level, not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness with PEFT LoRA is unrelated to T5 using apex.FusedRMSNorm and its memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3.5MoeTextRotaryEmbedding CPU-offload incompatibility are separate issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage is unrelated to Gemma4 PLE device mismatch under device_map='auto'." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap-induced OOM on Strix Halo are different problems." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug and VideoPrism output field mispopulation are different output-structure issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:36010|issue:39404", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:44292|issue:44912", + "issue:43957|issue:47332", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43425|issue:47228", + "issue:43645|issue:44164", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:44589|issue:44756", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43425|issue:46869", + "issue:46894|issue:46901", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:44530|issue:45084", + "issue:39404|issue:45701" + ], + "prepared_review_unit_hash": "cf5bc5c16b553f2f248a6a9d79f729e0347a53618ca380e6c35d0c20c6baea3c", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs despite superficial subsystem similarity. The strongest true duplicates are the resize_token_embeddings reports and the training-loss double-shift reports.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the generic resize_token_embeddings failure directly and matches the closely related model-specific reports around the same embedding-update bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the clearest representative of a real duplicate cluster: it is generic, concrete, and aligns with the related embedding resize reports better than the more model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: sparse-layer creation in SwitchTransformers config vs Gemma4 FSDP2 shared_kv_states rebuild during attention." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is checkpoint loading failure and the other is a broken example; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen VL video-input regression and granite_speech strict-config loading are unrelated failure modes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are distinct issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 CUDA reserved memory growth and the other is mmap behavior on Strix Halo; different root causes." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: embeddings/output layers are not updated consistently across related model variants." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/load problems: Qwen-3-8B-NVFP4 error vs MXFP4 fallback to bf16." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Loading with torch.device('meta') and saving a disk-offloaded model are different code paths and failure modes." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the RLHF NaN/SDPA fallback regression." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/from_pretrained handling and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer regressions." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux=None crash is unrelated to Gemma4's shared_kv_states/FSDP2 issue." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch version incompatibility and Sam3 bf16 compilation regression are different problems." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is not the same as extra_state save/from_pretrained failure." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 test loading issue and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is loading the wrong custom module; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to disabling mmap to avoid OOM." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings defect: one report names output_embeddings, the other decoder.embed_tokens, but both describe the same missing propagation." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size inconsistency and ScandiBERT load failure are different issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and Trainer resume_from_checkpoint max_steps miscalculation are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch compatibility issue and YOLO multi-GPU device_map auto failure are different code paths." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "These are the same training-loss double-shift bug: both describe training against labels shifted by one position instead of the intended labels." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as the Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are both tokenizer regressions, but not the same concrete bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids and CodeLlama leading-space round-trip bug are distinct." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are different failures." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenizer version-change behavior are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet, and the accepted soft-edge pairs are conservative and well-supported by the titles/descriptions. The canonical issue choice is reasonable, and the summary does not overstate weaker matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46665", + "issue:46821", + "issue:46894", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:43611|issue:43645", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:39404|issue:46665", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:40990|issue:47331", + "issue:36032|issue:43452", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44991|issue:45081", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:44488|issue:44987", + "issue:43856|issue:44756", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:36032|issue:42915", + "issue:43716|issue:45084", + "issue:42796|issue:43404", + "issue:45479|issue:46894", + "issue:43746|issue:47331", + "issue:43611|issue:43644" + ], + "prepared_review_unit_hash": "085d1a0e7b12e81356a9eacc4d2342b44f4a57a7d12278e1606c6e77a73d92fe", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37018, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regression reports. The soft pairs share broad themes like loading, tokenizers, or multimodal models, but they do not look like the same concrete bug path, so I\u2019d reject them all. Issue 43611 is the best canonical representative because it is the broadest and most central v5 model-loading regression in the set.", + "confidence": 0.79, + "canonical_issue_reason": "43611 is the clearest broad v5 loading regression and best represents the cluster\u2019s dominant theme of model-init/load breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the most generally phrased and actionable issue among the set; it captures the shared \u2018v5 breaks loading models\u2019 theme better than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5-era loading/init problems, but one is base_model_prefix handling and the other is custom-model behavior in notebooks; different failure modes and code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "These concern unrelated bugs: a video-input regression in Qwen VL models versus a generic mask/index shape error." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Completely different failures: float8 storage lookup versus template compilation." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language and from_pretrained inside Python classes are separate issues with different symptoms and paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "One is extra_state serialization/load handling; the other is composite config unwrapping for Qwen multimodal configs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A bad model/pipeline output on SigLIP2 is not the same bug as ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "Unrelated: perplexity anomaly on gpt-oss versus MetalConfig batched quantized generation corruption." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but one is a T5Tokenizer special-tokens conflict and the other is gguf_file handling for AutoTokenizer/AutoModel." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline-task deprecations and different documentation sections." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-load failures, but for different models and different internal causes; not the same concrete bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of another issue and a mistral_common tokenizer bug do not share the same underlying defect." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Incorrect CamemBERT masked-LM predictions and est-roberta tokenizer loading are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "These are unrelated subsystems: a reproduction issue versus a paged-attention cache crash on Qwen3.5." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 multimodal issues, but one is device placement and the other is unsafe dtype casting in 4-bit quantized embedders." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3/BertModel index error is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are distinct problems." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap/OOM mitigation and disk-offloaded Qwen3 save failure are different code paths." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different load failures; they only share a superficial 'loading broke' theme." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated tokenizer-load failures with different model families and causes." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized breakage and ONNX fp16 attention dtype mismatch are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-tokens conflict and Qwen3Moe FineGrainedFP8Config failure do not share a code path." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch in multimodal preprocessing is unrelated to template compilation errors." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different Mistral3 issues." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "A sequence-classification zero-loss bug and an ASR training-loss double-shift bug are not the same defect." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT local-checkpoint loading and MetalConfig batch corruption are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; they are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43873", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44462", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:44661|issue:44683", + "issue:44462|issue:46489", + "issue:43299|issue:43931", + "issue:46285|issue:46402", + "issue:43541|issue:45084", + "issue:45479|issue:46897", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43873|issue:47331", + "issue:40990|issue:43421", + "issue:43643|issue:44530", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:44737|issue:45859", + "issue:34567|issue:40444", + "issue:39404|issue:44671", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:44987|issue:44991", + "issue:44206|issue:44220", + "issue:45084|issue:45507", + "issue:43582|issue:43632", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:43746|issue:46326", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:44403|issue:45081" + ], + "prepared_review_unit_hash": "bb207be8ec0ce9a014bfdb9faa1608f8cb07d8ac238bd2fd46135ad1aa3e5529", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36123, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem or model family, not the same underlying bug. The only strong duplicate-like pair is the GGUF loading regression: the broader loading failure in #43452 and the model-specific report in #43482.", + "confidence": 0.77, + "canonical_issue_reason": "#43452 is the broader, more general description of the GGUF/from_pretrained loading break, so it is the better canonical issue for the accepted duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#43452 best captures the shared concrete failure mode without narrowing it to one model name.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: tokenizer mapping failure vs torch.compile flex_attention failure." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizers, but one is ignored tokenizer.json handling and the other is a DeepSeek-Coder output regression; not the same code path." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL-related load errors, but one is a MoE loading regression and the other is a weight-shape mismatch; too different to treat as duplicates." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model classes and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: torch dynamo grouped_mm tracing error vs template compilation TypeError." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different training-loss bugs on different model families; only a vague pattern match." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/model loading issues, but they target different models and likely different breakages." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen and quantization-ish internals, but the concrete failures differ (FP8 config load vs cache group-type crash)." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both involve offloading/quantization, but one is general offloading behavior and the other is a specific Metal batched-generate corruption bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "No shared bug: perplexity regression vs runtime special-token/post-processor update behavior." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different areas: AutoConfig trust_remote_code field loss vs Qwen3.5 cache group-type crash." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method-name conflict is unrelated to custom-model initialization in notebooks." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different functionality and code paths: multimodal iterable finetuning vs mistral_common continue_final_message handling." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch device/offload concerns, but the XLNet CPU arange bug and Qwen rotary embedding offload bug are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Completely unrelated: TrainerState token counter vs multimodal iterable dataset failure." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return regression is unrelated to CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Related backend area, but one is packaging/install extras and the other is a backend mapping validation error; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Different bugs: non-persistent buffer initialization vs generic custom model initialization breakage." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-specific tokenizer loading failures, but not the same model or concrete failure mode." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Audio feature-extraction related, but one is an unsupported argument crash and the other is a different helper-function issue." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated: template compilation error vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different regressions." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe the same GGUF/loading regression in transformers v5; #43482 is a model-specific manifestation of the broader break in #43452." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter loading and Whisper/mistral_common message continuation are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF loading and kernel-version incompatibility are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter loading and Whisper/mistral_common message continuation are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to Metal quantized batched-generation corruption." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper special-token related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading concerns: general load noise vs a specific mistral regex patch crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s judgments are conservative and grounded in the packet titles. The only clearly duplicate-like pair is #43452 / #43482, and the rest are reasonably rejected as different bugs or only loosely related by subsystem/model family." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47254", + "issue:47331" + ], + "soft_pairs": [ + "issue:43792|issue:46869", + "issue:43208|issue:47013", + "issue:43262|issue:47331", + "issue:43317|issue:43482", + "issue:42915|issue:45084", + "issue:43645|issue:46661", + "issue:44987|issue:45081", + "issue:43646|issue:44534", + "issue:42915|issue:44291", + "issue:43262|issue:43377", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:44849|issue:45325", + "issue:42915|issue:44589", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:44265|issue:44610", + "issue:44008|issue:46899", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43425|issue:44403", + "issue:45923|issue:47254", + "issue:44464|issue:45987" + ], + "prepared_review_unit_hash": "834272c0261fb12b78a79ccd314b5f1d78df9b7753750aa3b508cf7fe3bbde03", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35812, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (Qwen, audio, loading, v5 regressions) but not the same concrete bug or fix. I would not merge any of the candidate edges, and I don\u2019t see a single canonical issue/PR for the cluster.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: Whisper can\u2019t run vs YOLO device-map multi-GPU failure." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same xLSTM family, but 43208 is a multi-bug meta report while 47013 is a specific train-mode unpacking crash." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs Metal quantization batched-generate corruption are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different code paths: dequantized device_map offload loading vs Qwen2.5-GGUF/v5 loading regression." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template compilation error are unrelated bugs." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code loading, but the concrete breakages differ (Jupyter init vs missing config_class in AutoModel)." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: loading a specific model vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression vs non-persistent buffer serialization junk are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Quantization config bug vs init_empty_weights unexpected-argument bug; no shared fix path." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both audio-related, but one is processor sampling-rate handling and the other is MIMI padding-mask batching." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Trainer early-stopping metric handling and num_input_tokens_seen updates are separate trainer bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict vs MobileLLM key error are different loading failures." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both audio models, but batched-vs-single padding-mask bug is not the same as DAC from_latents/STE mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure and Mistral regex-patching crash are distinct tokenizer/model bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch lm_head/tied weights, but one is untied weights in a model class and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: SigLIP2 model/pipeline output corruption vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both Qwen vision regressions, but one is hidden-states behavior and the other is temporal position_id scaling in get_rope_index." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention quantization/float8, but they are different concrete breakages and would need different fixes." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict vs Qwen3 auto device-map cuda assert are completely different issues." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma models and different bugs: variable-name collision vs unsafe dtype cast in multimodal embedders." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model failures with different symptoms and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both Qwen vision regressions, but 44479 is a broader video-input regression and 45325 is a specific still-image temporal position_id scaling bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility and load-time noise are not the same underlying bug." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Gradient-checkpointing flag omission and PEFT/DeepSpeed checkpoint error are unrelated training issues." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to StaticCache.get_seq_length() returning the wrong type." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:40444|issue:45325", + "issue:43872|issue:44291", + "issue:43883|issue:44488", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44403|issue:44991", + "issue:44991|issue:46315", + "issue:45216|issue:45357", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:43632|issue:44756", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43531|issue:44291", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43883|issue:44991", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "da1be9ef66da007307e8d13c3066145afcd2d6d0acc1b89862b5bfac7c347833", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36575, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Based on titles and metadata alone, this looks like a mostly heterogeneous cluster of unrelated Transformers issues. The strongest duplicate-like pair is 43872/44291 around the `_is_hf_initialized` v5 regression; 45216/45357 also look plausibly related as two reports of the Qwen3.5 `save_pretrained` regression line. The rest appear distinct by model, API surface, or failure mode.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 44291 is the clearest title-level anchor for the shared `_is_hf_initialized` regression because it names the failure mechanism directly. Issue 43872 appears narrower and likely downstream from the same regression, but with only titles/metadata available I\u2019d keep the claim tentative.", + "canonical_pr_reason": null, + "best_issue_reason": "44291 is the strongest overall issue candidate from the available metadata: it is explicit about the bug mechanism, version range, and failure type. 43872 is a plausible duplicate, but its title reads like a specific manifestation rather than the best standalone anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Different titles and failure modes: `_is_hf_initialized` regression vs TimesFM `window_size` AttributeError." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and `get_seq_length()` type-contract behavior are not the same code-path." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and symptoms: vLLM load failure vs Qwen3-MoE sliding-window issue." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but the titles point to different bugs: multi-image iterable finetuning vs rope/position-id scaling." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "The titles point to the same `_is_hf_initialized` / transformers v5 incompatibility, with 43872 reading like a bitsandbytes-specific manifestation and 44291 naming the underlying error more directly." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different failure types: missing `all_tied_weights_keys` vs tokenizer loading failure." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal-related, but the titles indicate different stages and different bugs." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but the concrete issues differ: `base_model_prefix` loading vs non-persistent buffer initialization." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise and a tokenizer load failure for a specific model are not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and tokenizer conversion slowdown are related only at a broad subsystem level, not the same defect." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "The titles suggest the same Qwen3.5 `save_pretrained` regression line, with 45357 looking like a more specific follow-up about visual encoder keys." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT/local-checkpoint loading are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument and missing Float8 storage lookup are different failure mechanisms." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: Granite token IDs vs CodeLlama leading-space round-trip." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error do not look like the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and a missing `supports_gradient_checkpointing` flag are distinct issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training-related, but the titles indicate different bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` regression and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "GPT-OSS perplexity regression and Whisper `batch_decode` special-token handling are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug and a downstream accuracy regression are too far apart to treat as the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading errors are different failure classes." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is not the same as multi-image finetuning failure." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared-kv-state issue are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loading problems." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert on device mapping and a tokenizer regex patch crash are different code paths." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure with transformers v5 and a missing `pad_token_id` on Llama4Config are different regressions." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token updates in TokenizersBackend and a specific BOS/EOS `add_special_tokens` regression are different bugs." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure and TimesFM `window_size` AttributeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are backend/install-related, but one is missing TensorFlow in a torch install and the other is tensorboard/undefined tf backend handling." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the rationale overstates what can be justified from the packet. In particular, claims like \"direct reproduction path\" and the stronger assertion that 44291 is the broad/canonical report of the same bug family are not grounded here because the packet only exposes titles/metadata, not the issue bodies. The summary should stay more tentative and evidence-limited." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:42796", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46697", + "issue:46821", + "issue:46909", + "issue:47217", + "issue:47404" + ], + "soft_pairs": [ + "issue:44387|issue:47404", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:44509|issue:46909", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:44291|issue:44877", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:40444|issue:47217", + "issue:43454|issue:44466", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43873|issue:45701", + "issue:45325|issue:46697", + "issue:44829|issue:45479", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "78ee1b163bbad23afa4fb9e43307ff2ac710112e7714e2765c5ef418e4091e1c", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36486, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystem words (tokenizer, v5 regressions, multimodal, offload, dtype/memory issues) but not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.35, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression in the set, affecting multiple related Qwen VL variants with a clearly user-visible video-input failure; it is the best representative anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global representative because it describes a specific, reproducible regression with multi-model impact and a clear codepath target, unlike the other mostly isolated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOM/memory during loading, but one is int4 quantization reserved-memory growth and the other is device-map loading transients; different failure modes and codepaths." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json and the other is Granite-specific wrong token IDs; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Separate v5 regressions: ModelOutput key assignment vs non-persistent buffer initialization. Related theme, but different mechanisms." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated tokenizer/model-loading issue versus CLIPTokenizer model_max_length behavior; no shared bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both touch memory/device behavior, but one is offload loading failure and the other is Qwen3 MoE training memory inefficiency; not the same change." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about base_model_prefix handling and the other custom model initialization; too broad to treat as one bug." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related, but they cover different docs problems and different examples." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal issues, but one is finetuning with multiple images and the other is video position IDs; similar area, different concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL rope/position-id scaling versus Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding symptoms, but they affect different models and different internals (MIMI padding masks vs Gemma3 sliding-window/all-padding windows)." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Both are v5 regressions, but one concerns buffer serialization/initialization and the other ModelOutput key assignment; not the same underlying defect." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are model-loading failures, but one is init_empty_weights argument handling and the other strict config parsing for granite_speech." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL position-id area, but one is still-image temporal scaling and the other video-input vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model inference failures with no shared codepath indicated." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL prompt/image placeholders, but one is finetuning with multiple images per prompt and the other is placeholder placement in user text; distinct issues." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a config tying bug causing bad generation and the other is device-dependent serialization of lm_head.weight." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal models and failures: Video-LLaVA tower architecture versus Sam3Model text-encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal serialization/loading issues, but the models and concrete failures differ completely." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to tokenization changes." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Swin2SR image over-padding are unrelated image-processing bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate training/loss issues, but one is tied to flash_attention_3 and the other to problem_type=num_labels=1 loss selection." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL vision position IDs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export torch_compilable_check failure are different problems." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: Qwen VL video input positions versus Gemma4 device_map forward mismatch." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821", + "issue:47404", + "issue:47405" + ], + "soft_pairs": [ + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:47404|issue:47405", + "issue:36331|issue:42617", + "issue:41553|issue:43582", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:46305|issue:46315", + "issue:43322|issue:46050", + "issue:41720|issue:44977", + "issue:41720|issue:42617", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:43450|issue:45701" + ], + "prepared_review_unit_hash": "42b173e7b851035b015ab9fb134c6f6cbe7c2497f0f6a586b34c43a347c6e74f", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37351, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bug reports spanning tokenizer, loading, quantization, device-mapping, and model-specific regressions. I only see one plausible duplicate pair: the two offloading/quantization load failures around device_map and CPU/GPU offload.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the best canonical issue for the only real duplicate subcluster because it states the broader offloading + quantization failure mode, while issue:43317 is a narrower instance of the same loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative of the cluster\u2019s only coherent subtopic and has the broadest, most reusable bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Different components and symptoms: Bark voice presets vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/NER crash and torch.export failure via torch_compilable_check are unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation cache behavior and a Qwen3 auto device-mapping CUDA assert are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but they affect different models and failure modes; not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs DAC.from_latents/STE mismatch are different subsystems." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/generation corruption and torch.compile+SDPA failure are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are separate model-specific issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Running 3d_parallel.py and Qwen3Moe FineGrainedFP8Config failures do not share a concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate/deepspeed MOE weight conversion and a missing gradient_checkpointing flag are different issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model and ineffective gradient checkpointing are not the same underlying defect." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is wrong token IDs across models; different code paths." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/generation corruption and bfloat16 dtype mismatch in CI are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI and a processor/model input-size mismatch are different bugs." + }, + { + "left": "issue:47404", + "right": "issue:47405", + "accept": false, + "reason": "Destination-GPU OOM during conversion and silent model_type mismatch conversion skip are distinct load-time problems." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer signature incompatibility and a script execution failure are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error messaging for Voxtral and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Llava Next segmentation fault are different failures." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and unwrapping text_config in composite Qwen configs are separate config-loading bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tie bug and BitNet packed-weight unpacking bug are not the same code path." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection and tokenizer loading regression are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss signature mismatch and Qwen3Moe FP8 loading failure are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer initialization are related to loading, but not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both report offloading/quantization load failures in the same device_map/offload path; one is a specific repro of the broader issue." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched-vs-single MIMI encoder outputs and Perceiver resolution handling are different model behaviors." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one and tokenizer conversion slowdown are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load crash and sinq save/load breakage are different model-loading issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping CUDA assert and flash-attention generation failure are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping and a 3d_parallel.py runtime failure do not match." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly and tokenization behavior changes across versions are different symptoms." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bug and tokenization version changes are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats most pairs as unrelated based on their titles, and the one accepted pair (issue:43317 / issue:43873) is the only clearly plausible duplicate-like offloading/quantization load failure in the set. Canonical issue choice is also reasonable and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46897", + "issue:47020", + "issue:47317", + "issue:47404" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:45685|issue:46821", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:44451|issue:47020", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:46897|issue:47317", + "issue:43577|issue:43708", + "issue:43646|issue:46665", + "issue:46821|issue:46869", + "issue:42915|issue:43317", + "issue:41720|issue:45161", + "issue:44423|issue:45406", + "issue:44610|issue:44898", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:43881|issue:44488", + "issue:43531|issue:43572", + "issue:45704|issue:47404" + ], + "prepared_review_unit_hash": "eafc853fae8e555932bcd44fd426cbb2bf2204b1062578e8090418ede272abb1", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35336, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the soft pairs mostly share only broad themes like loading, offloading, or serialization, but they describe different models, code paths, and failure modes. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "If a single issue must be used as the anchor, #43708 is the best representative because it is a precise, self-contained trainer regression report with a clear repro and narrow code path. That said, the surrounding items are too diverse for a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43708 is the strongest standalone issue in the set for triage: it is concrete, actionable, and clearly describes the bug behavior and trigger. It is only a representative choice, not evidence that the rest belong to the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload, but one is about quantization offloading behavior and the other is Strix Halo mmap OOM; different mechanisms and fixes." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Different model families and different failures: an MPS histogram kernel issue vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save/pretrained serialization regressions, but the concrete bugs differ: device-dependent lm_head serialization vs wrong visual encoder keys in Qwen3.5." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer bugs, but unrelated ones: checkpoint resume epoch iteration failure vs early stopping/metric_for_best_model handling." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both touch loading/tokenization, but one is a model load failure for a specific checkpoint and the other is a tokenizer constructor type mismatch." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different models and code paths: LayoutLMv2 tokenizer padding/NER crash vs dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same broad Sam3 area, but different concrete problems: a dummy Conv2d in the pixel decoder vs text encoder weights not loading." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a regression in processor.tokenizer access and image-to-tokenizer handling; the other is a tokenization behavior change across versions." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is beam-search cache reorder skipping in several models while the other is static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Completely different bugs: torch.compile/SDPA failure in Bamba vs packed-weight unpacking during accelerate loading in BitNet." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different image/model handling bugs: tokenizer crash on NER/batching vs processor output size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are runtime failures, but one is a compile/SDPA issue and the other is a CPU offload device mismatch; not the same bug." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they involve different models and likely different loss computation paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is about dtype propagation when loading BLIP2; the other is about checkpoint resume max_steps computation after changing batch size." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom loading/init behavior, but the concrete problems differ: custom model initialization regression vs from_pretrained inside Python classes." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated failures: a TimesFM window_size AttributeError vs YOLO multi-GPU device_map loading problems." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but one is FineGrainedFP8Config failure and the other is dequantized model offload loading; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different distributed/model-parallel issues: Qwen3 auto device mapping assert vs GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit transformers serve with multimodal models, but the errors and root causes differ: str-to-.to crash vs missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different bugs: OmDet processor image-size mismatch vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different serialization/tie-weight issues; not the same underlying bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-family forward issues, but one is a variable-name collision causing AttributeError and the other is a device mismatch with device_map=auto." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early-stopping/metric handling is unrelated to Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantization config failure vs kernels version/revision import failure; different subsystems and fixes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but they involve different models and distinct causes." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "One is a Qwen3-MoE sliding_window issue, the other is a StableLmConfig pad_token_idx regression; unrelated." + }, + { + "left": "issue:45704", + "right": "issue:47404", + "accept": false, + "reason": "Both are memory-related, but one is an apex RMSNorm leak in T5 and the other is device_map loading OOM from conversion transients." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:29925", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43653", + "issue:43716", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47145", + "issue:47254", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43441|issue:47337", + "issue:43716|issue:46821", + "issue:44186|issue:44361", + "issue:44734|issue:46858", + "issue:28530|issue:30064", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:43316|issue:44913", + "issue:45479|issue:47317", + "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:45632|issue:45684", + "issue:29159|issue:36032", + "issue:42915|issue:43322", + "issue:45701|issue:47145", + "issue:43540|issue:43782", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43531|issue:45759", + "issue:43881|issue:44991", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:44534|issue:46665", + "issue:46894|issue:47317", + "issue:43257|issue:47254", + "issue:29159|issue:29925" + ], + "prepared_review_unit_hash": "a1b03ff2bc577fc41dc96f54ab9cb210a27d2b094fab28fedb07233c7fe376ff", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35365, + "estimated_input_tokens": 8842, + "estimated_eval_tokens": 17940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The suggested soft pairs are mostly superficial matches by subsystem or symptom; none look like the same concrete bug/change closely enough to merge. No soft edge should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the strongest standalone issue to anchor the set: it has the broadest impact, the most engagement, and a concrete reproducible failure mode around quantization/offloading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is well-scoped, actively discussed, and more central than the other mostly one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "Different failures and code paths: FlashAttention/model loading vs a flaky bbox-range test." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated areas: image preprocessor dtype mismatch vs TimesFM window_size attribute handling." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different models and different failure modes; not the same underlying defect." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is serving KV-cache indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation map processing are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention compiled generation/cache behavior, but the concrete bugs are different: inconsistent chunked outputs vs device-tensor seq-length arithmetic." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and mechanisms: masked LM prediction regression vs recurrent state reset with cache." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API issues, but one is a Gemma3 text-config discrepancy and the other is GPTNeoX rotary_pct reload persistence." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss complaints, but they appear to be different model-specific bugs with no clear shared root cause." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation map processing and BarkProcessor voice_preset handling are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "One is about gguf_file support in auto loaders; the other is a tokenizer constructor type mismatch." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different concerns: cache-path collisions for trust_remote_code versus permission propagation in save_pretrained." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer problems, but one is a general slow/fast inconsistency and the other is a specific T5 load-time attribute conflict." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different symptoms and layers: FineGrainedFP8Config failure vs a segmentation fault while loading Llava Next models." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Version-dependent tokenization changes and FP8 weight_scale corruption are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is video-input processing and the other is weight_only loading for Qwen3VL." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different code paths and fixes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3 models, but sliding_window handling and composite-config text_config unwrapping are separate issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and failures: glm-4v-9b loading vs est-roberta tokenizer loading in v5." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "One is torch.compile/SDPA model execution, the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "A800 device-mapping cudaErrorAssert and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization corruption and from_pretrained behavior inside Python classes do not share the same bug." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they are model-specific reports without evidence of a shared implementation defect." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "DeepSpeed/accelerate MOE weight conversion and ZeRO-3 checkpointing errors are distinct failure modes." + }, + { + "left": "issue:29159", + "right": "issue:29925", + "accept": false, + "reason": "The SigLIP use_fast=True complaint is a specific tokenizer configuration issue, not clearly the same as the broader slow-vs-fast inconsistency report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43883", + "issue:44062", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47333", + "issue:47405" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43531|issue:46821", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:45406|issue:45464", + "issue:43531|issue:44589", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:43388|issue:45059", + "issue:45704|issue:47405", + "issue:44987|issue:45042", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:45357|issue:46402", + "issue:45923|issue:47333", + "issue:44062|issue:44451", + "issue:44918|issue:44936", + "issue:44898|issue:45072", + "issue:39692|issue:44610", + "issue:44625|issue:45479", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "22e13ea3bb123950e84b365dee4f02394f0aa88858295b024c467172566f1686", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35813, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate pair here: the items are mostly unrelated model-specific bugs, docs issues, or loader/trainer regressions that only share broad subsystem themes. I would not collapse any of the suggested soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because this set is heterogeneous and the proposed pairs do not describe the same underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is a good global canonical representative because there is no duplicate group to anchor on.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs in different components: BeitImageProcessorFast label reduction vs MolmoForCausalLM missing an attribute." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but one is Qwen3-MoE sliding_window behavior and the other is a TimesFM window_size AttributeError; distinct code paths." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload failures, but one is a Bark CPU-offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies docs is unrelated to stale pipeline-task documentation in v5." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different runtime failures: Gemma4Processor missing _tokenizer in transformers serve vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning and multimodal video-token helper NameErrors are separate issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda asserts are different model/runtime bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated trainer behaviors." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to BigBirdTokenizer special-token decoding." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading models/tokenizers, but they affect different checkpoints and failure modes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Qwen multimodal config unwrapping and Qwen3_5Moe rotary embedding CPU-offload compatibility are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation and SAM3 text/bounding-box behavior are different subsystems and failure modes." + }, + { + "left": "issue:45704", + "right": "issue:47405", + "accept": false, + "reason": "T5 apex RMSNorm memory leak and silent wrong Auto-class conversion are not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression for physical-intelligence/fast is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern weight loading/saving, but one is Qwen3.5 visual encoder keys on save_pretrained and the other is SAM3 text encoder weights not loading." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Missing supports_gradient_checkpointing and disk-offloaded model save failure are different problems." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to ScandiBERT loading failure." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainers, but one is Qwen3.5 input-embedding unpacking with TRL SFT and the other is evaluate() failing after train()." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-resolution interpolation and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor/model size mismatch are different issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and zero-loss single-label classification across models are distinct bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading and sinq quantized save/load breakage are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858", + "issue:47050", + "issue:47337" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:42886|issue:44843", + "issue:30064|issue:36010", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43381|issue:43844", + "issue:43746|issue:43873", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:44995|issue:46858", + "issue:45081|issue:45356", + "issue:43673|issue:47337", + "issue:43782|issue:45381", + "issue:44464|issue:47050", + "issue:44368|issue:45357", + "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:46032|issue:46463", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:43819", + "issue:43526|issue:43881", + "issue:43295|issue:45834" + ], + "prepared_review_unit_hash": "ef2ac6531a64bbb204d22a115cde22a753646c4f0a03609b4365c14269a0a152", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36221, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer, vision, generation, quantization, and training regressions mixed together. Only one soft pair looks like a true duplicate; the rest are similar by subsystem/theme but not the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44514 is the best issue anchor because it has an exact duplicate in 44545 and the titles describe the same batched-padding crash; the remaining items are unrelated enough that they should not be merged into the same canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the best overall issue candidate only because it is part of the sole clear duplicate pair in the set. It is not a good cluster-wide representative beyond that pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact crash report: `Qwen2_5_VLProcessor.apply_chat_template` fails on batched input with `padding=False`. This is a straightforward duplicate pair." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline tokenizer loading, but one is a generic cache-load failure and the other is a specific `_patch_mistral_regex`/`model_info()` path. Similar symptom, not clearly the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Different components and failures: image processor void segmentation maps vs `GenerationMixin` import error." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Both touch generation-related processing, but one is a video padding bug and the other is a long-context performance regression. Not the same issue." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both relate to token IDs/special tokens, but one is a runtime tokenizer backend post-processor update issue and the other is a save/load config persistence bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient inflation are different training-time problems with different symptoms." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantized offloading behavior are separate model-loading/offloading issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention special tokens, but one is runtime post-processor updating and the other is BigBirdTokenizer mask-token registration/decoding. Not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and quantization failure while the other is an implementation parity discrepancy with JAX." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/indexing, but one is a stale indexer cache on second forward pass and the other is a device-tensor sequence-length bug in static cache arithmetic." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve Mistral/Kimi tokenizer behavior, but one is an attribute error in `_patch_mistral_regex` and the other is a codec-handling regression plus a warning issue." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Completely unrelated: generation cache/missing `GenerationMixin` behavior vs a flaky bbox range test." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and failure modes: Qwen3VL weight-only loading vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation inconsistency under compilation and ONNX export dtype mismatch are unrelated code paths." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` and a save-pretrained visual-key regression are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output correctness problems, but they affect different architectures and code paths (SigLIP2 vs CamemBERT)." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is special-token post-processing and the other is LayoutLMv2 NER/batching crashes." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "One is a silent correctness bug in `use_cache` with `seq_len > 1`; the other is an error-message validation issue in T5 decoding." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repository listing API forwarding bug in CI; no shared underlying code path." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different failures: image loss crashes under AMP/CUDA vs ONNX export attention dtype mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/example issues and quantization/offloading behavior are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated models and failures: SigLIP2 example regressions vs Canine ONNX attention dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel under ZeRO-3 init and `_torch_extract_fbank_features()` are separate failures." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC STE mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/video issues, but one is a Qwen3OmniMoe value error and the other is a Qwen3.5-VL chat-template feature/token mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DiaConfig custom-token persistence." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure mechanisms: compile+SDPA vs missing STE behavior." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Reduce-labels truncation in BeitImageProcessorFast and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with images vs long OCR index error in Kosmos2.5; similar family only, not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 44514/44545 are an obvious duplicate pair by title and problem statement, and the remaining pairs are mostly subsystem-level similarities without enough evidence of same-bug identity. The soft-edge verdicts are conservative overall and do not overstate certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45834", + "issue:45987", + "issue:46650", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47050", + "issue:47405" + ], + "soft_pairs": [ + "issue:44488|issue:47020", + "issue:44062|issue:44488", + "issue:44220|issue:44661", + "issue:45381|issue:46693", + "issue:43653|issue:43720", + "issue:43531|issue:43643", + "issue:45072|issue:47050", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:43611|issue:46665", + "issue:46829|issue:46832", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:46650|issue:47405", + "issue:43653|issue:43819", + "issue:44991|issue:47020", + "issue:44843|issue:45081", + "issue:34634|issue:36010", + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:45987|issue:46829", + "issue:44008|issue:46858", + "issue:44561|issue:45020", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:45987|issue:46932", + "issue:43618|issue:43697" + ], + "prepared_review_unit_hash": "de1049b1bd53e85e4348ab80f7b13933cd1c5f287ac998cbb24b32e7e62560b9", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35871, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy: most items are distinct model/tokenizer/config regressions that only share broad loading/compatibility language. I do not see any soft pair that looks like the same concrete bug or change.", + "confidence": 0.41, + "canonical_issue_reason": "Issue #45020 is the broadest representative of the cluster\u2019s recurring theme of recent-model loading regressions around `remote_code` / model initialization, and it is better suited as the cluster anchor than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most general and user-facing issue in the set, with wording that can subsume several narrower loading/compatibility failures; it is the best single issue to represent this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and fail for different reasons (`sleng-bert` load vs `Unigram(vocab=...)` type mismatch)." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "One is an `AddedToken` keyword collision, the other is a model/tokenizer load failure; same area, different bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems: audio feature extraction vs tokenizer-mapping CLI/model creation logic." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs issue is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight unpacking are unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `AutoConfig.from_pretrained(trust_remote_code=True)` field loss are different failures." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype mismatches, but one is SwitchTransformers/TimmWrapper inference and the other is Canine fp16 ONNX export; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different models and causes: Qwen3 device-mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and `CustomTrainer.compute_loss` kwargs are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and Jinja/template compilation errors are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Model `base_model_prefix` loading breakage and inconsistent `from_pretrained` inside Python classes are not the same code path." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR/VideoPrism output-shape bugs with different symptoms and locations." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma3n variable collision in forward are distinct multimodal bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching crashes and Perceiver interpolation failure are unrelated model/tokenizer behaviors." + }, + { + "left": "issue:46650", + "right": "issue:47405", + "accept": false, + "reason": "`save_pretrained` reverse-rename corruption and wrong-Auto-class silent conversion skipping are both loading/saving issues, but they are different mechanisms and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird mask-token decoding and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer-loading failures for different models and root causes." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve `_patch_mistral_regex`, but one is offline hub access and the other is a backend-tokenizer attribute crash; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor `voice_preset` and `GenerationMixin` import failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer mismatch are different model-configuration issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading strictness, but they target different config objects and failure mechanisms." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length return type and VideoPrism hidden_states output bug are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n audio-mask variable collision and static-cache device-tensor arithmetic are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote-code/model loading regressions, but one is specifically the `is_torch_fx_available` removal and the other is a broader remote_code failure; not enough to treat as the same bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation errors and Kosmos2.5 long OCR index error are different issues." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer problems." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug and Gemma4 quantized-embedder dtype casting are different failure modes." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions field regression and RTDetrV2 differing outputs are unrelated model-output bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:43322", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44448", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46752", + "issue:46846", + "issue:47276", + "issue:47337" + ], + "soft_pairs": [ + "issue:44448|issue:44671", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:43322|issue:45685", + "issue:45584|issue:45834", + "issue:43606|issue:45072", + "issue:46294|issue:46463", + "issue:43421|issue:44811", + "issue:46752|issue:47337", + "issue:43550|issue:45072", + "issue:43716|issue:44008", + "issue:43782|issue:44977", + "issue:44479|issue:45834", + "issue:45183|issue:45479", + "issue:43577|issue:43818", + "issue:43644|issue:43749", + "issue:45563|issue:47276", + "issue:43582|issue:46512", + "issue:28218|issue:29159", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43825|issue:43994", + "issue:43931|issue:46846", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43749|issue:44291" + ], + "prepared_review_unit_hash": "e120c73333c09271f3f36a3ae7314027d3b9f9e60e752f0eb86bc41651a47817", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35720, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic neighborhood of unrelated Transformers bug reports. The only nearby subgroup is tokenizer/post-processing behavior, but none of the soft pairs looks like the same underlying bug closely enough to merge. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:28218 is the oldest and most central tokenizer-related report here, with inbound references and a clear user-facing symptom that could anchor nearby tokenizer duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best global representative because it is the clearest, most established tokenizer bug among the items; the rest of the cluster is too heterogeneous to justify a different anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are version-regression/output-quality reports, but they involve different models and different failure modes, so they are not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape indexing error and trainer.evaluate() failure after train are different code paths and symptoms." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipelines import/dependency failure are unrelated issues." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segmentation fault while loading Llava Next and an MPS histogram type error are clearly different bugs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens and Kosmos2.5 OCR long-input indexing are different model-specific problems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failure modes despite both being inference-device related." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video token/template mismatch and T5 decoder validation error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both touch tokenizer behavior, but one is about updating post-processors when special tokens change at runtime and the other is about batch_decode skip_special_tokens; they are not the same concrete bug." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty apply_chat_template crash and bbox-range flaky test are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure and bfloat16 dtype mismatch are distinct bugs." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch and Gemma3n variable-name collision are unrelated code-path issues." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "weight_only loading error and flash-attention generation regression are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression across Qwen variants and long-OCR index error in Kosmos2.5 are different model bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR error and degenerate zero-loss classification behavior are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Stale dtype on Blip2 loading and missing temporal attention/shared weights in Video-LLaVA are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk fill and FSDP RAM-efficient loading breakage are both loading-related, but the concrete bugs differ." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but they concern different generation features and do not share the same underlying defect." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and stale config dtype from from_config are separate APIs and symptoms." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is about an extra space after added tokens and the other is slow/fast tokenizer inconsistency; they are too different to treat as one bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and qwen2.5-vl vision_position_ids regression are different video-input bugs." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output-size mismatch and dtype mismatch are not the same underlying problem." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline translation-support warning and SigLIP nonsensical outputs are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Weight-shape mismatch on load and missing linear_attn entries in tensor-parallel planning are different issues." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization/loading, but the notebook custom-model problem and from_pretrained-in-class inconsistency are not the same concrete bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected _is_hf_initialized argument are both loading issues, but they do not share the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46851", + "issue:46932", + "issue:47217", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43720|issue:45072", + "issue:47276|issue:47337", + "issue:42175|issue:45081", + "issue:47254|issue:47333", + "issue:43388|issue:46032", + "issue:44671|issue:45701", + "issue:43742|issue:45020", + "issue:47254|issue:47332", + "issue:46697|issue:46728", + "issue:43577|issue:43582", + "issue:42915|issue:47333", + "issue:44589|issue:45042", + "issue:43782|issue:45325", + "issue:43262|issue:47217", + "issue:46851|issue:47337", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:46175|issue:46932", + "issue:36010|issue:43645", + "issue:45003|issue:46285", + "issue:43582|issue:44857", + "issue:36010|issue:36331", + "issue:43638|issue:44936", + "issue:45372|issue:46326", + "issue:43531|issue:45042", + "issue:43550|issue:44912", + "issue:42175|issue:46291", + "issue:43825|issue:43827" + ], + "prepared_review_unit_hash": "da417ab55b9247bc7f3862356b55364b5ab50343e2808386bd397dfe94f5fdf6", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35861, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated closed issues across many different transformers subsystems. I do not see a true duplicate cluster here, and none of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span unrelated failures in loading, training, tokenization, quantization, multimodal processors, and offloading.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because there is no coherent duplicate set to collapse.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Both concern dtype/loading behavior, but one is BitNet packed-weight unpacking during accelerate loading and the other is bfloat16 dtype mismatches in different models." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "One is a misleading warning message in continuous batching; the other is a flaky bbox range test failure. Same test area is not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Both involve offloading/PEFT/ZeRO-3 style tooling, but one is a checkpointing error and the other is a save-time disk-offload issue for a specific model." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths: metric gathering label truncation vs Mamba2 cache correctness." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as a broad tokenization change across versions." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error on load and remote_code breakage are different loading failures with different causes." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Same general offloading area, but one is a training/checkpointing problem and the other is inability to save a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-size/padding related, but one over-pads Swin2SR images while the other miscounts Aria patches for odd 490 multiples." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype mismatch vs Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3-MoE FineGrainedFP8 failure and saving a disk-offloaded Qwen3 model are different problems." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Missing Float8 storage and PIL backend requiring torchvision are unrelated issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope index scaling bug are distinct model-specific failures." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio processor sampling-rate defaults and VL image-placeholder handling are different multimodal bugs." + }, + { + "left": "issue:46851", + "right": "issue:47337", + "accept": false, + "reason": "Variable-length position_ids bug for Qwen3.5 is unrelated to a flaky bbox coordinate test." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4 dtype/embedding issues, but one is a massive one-hot memory blow-up and the other is quantized embedder casting; not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom model initialization breakage are different import/initialization problems." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as CLIP model structure inconsistency." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and LwDetrImageLoss AMP crash are unrelated runtime errors." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "One is a broken GenerationMixin import; the other is a Trainer compute_loss signature change." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO-3 index error on non-pretrained Bert and trainer.evaluate() after train() are different training failures." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma 4 processor loading fails due to missing ReasoningEffort; continue_final_message behavior with mistral_common is a different tokenizer feature bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and MXFP4 quantization fallback are different model/runtime paths." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow not included in a torch extra and importing pipelines failing on kernels v0.15 are separate dependency issues." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "These are related to v5 pipeline removals, but one is an incorrect runtime error message and the other is stale docs; not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:28370", + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:47050", + "issue:47333" + ], + "soft_pairs": [ + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43906|issue:46209", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43854|issue:44977", + "issue:42915|issue:44821", + "issue:28370|issue:29159", + "issue:43257|issue:43696", + "issue:45084|issue:45538", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:45859|issue:47050", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:43329|issue:45600", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:43526|issue:44554", + "issue:39692|issue:44912", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:29159|issue:34567" + ], + "prepared_review_unit_hash": "011f981fbdc05d08c5e4ee663b02bbf85a7f21f22233ab435a36948feeccf25b", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36661, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like the same underlying bug/change; the items span unrelated tokenizer, multimodal, quantization, config, and processor regressions. I would not collapse any of the suggested pairs into duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate issue emerges from this heterogeneous set; if an anchor is needed, issue 43329 is the most concrete code-path bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43329 is the strongest standalone issue to anchor on because it identifies a specific undefined-variable failure in a reachable video code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is gguf_file support in Auto* APIs and the other is tokenizer loading for a specific model; different root causes." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patching and Gemma4Processor missing _tokenizer are unrelated failures in different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "One is Qwen3 MoE weight conversion with accelerate/deepspeed; the other is a multimodal video token-counting bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig losing custom token IDs are different model/config bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as FP8 inference failing on B200 hardware." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT Fast label reduction and RTDetrV2 output differences are unrelated model-processing regressions." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one reports a wrong weight tie and the other a repeated warning during LoRA fine-tuning; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation failures are distinct model-specific problems." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:28370", + "right": "issue:29159", + "accept": false, + "reason": "Custom SentencePiece vocab_file handling and slow/fast tokenizer inconsistency overlap broadly but do not describe the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Weight conversion on Qwen3 MoE and GPT-oss OOM are different failure modes and code paths." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation errors and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local PEFT adapter loading and Whisper batch_decode skip_special_tokens handling are separate issues." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo image-size mismatch are different vision bugs." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and text_config unwrapping for composite multimodal configs are different config-path regressions." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding and Canine fp16 ONNX export dtype mismatch are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper decoding flags are different processor behaviors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The former is an internal undefined-variable bug in multimodal token counting; the latter is a broader video-input regression across models." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting and auto_mappings references to removed configs are unrelated CI/runtime issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights TypeError and PIL backend torchvision dependency regressions are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3MoE FP8 failure and MobileLLM loading key error are distinct model-loading bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness under mismatched head dims are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example errors and gpt-oss MXFP4 quantization fallback are different issues." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video processing, but one is a missing-implementation bug in token counting and the other is a batched-shape bug in processors." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counters and gpt-oss perplexity are unrelated training/eval issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization reserved-memory growth and Sam3Video OOM are different memory issues with different causes." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Missing Float8 storage support and disk-offloaded Qwen3-30B save failure are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState input-token tracking are different subsystems and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:45081", + "issue:45127", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47020", + "issue:47145", + "issue:47332" + ], + "soft_pairs": [ + "issue:45081|issue:47020", + "issue:43257|issue:43931", + "issue:43425|issue:46291", + "issue:44987|issue:45538", + "issue:43525|issue:46291", + "issue:45459|issue:45803", + "issue:44912|issue:47145", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:43454|issue:43577", + "issue:46421|issue:46424", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:44291|issue:44821", + "issue:28282|issue:34689", + "issue:43749|issue:44756", + "issue:43742|issue:44291", + "issue:42175|issue:43824", + "issue:44936|issue:46821", + "issue:44479|issue:46693", + "issue:43404|issue:45127", + "issue:44589|issue:47332", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:24643|issue:29159" + ], + "prepared_review_unit_hash": "d955a202cea5ba2135f6c23638ac8e2d51715c09432d1d5f16a54951fcfe85a3", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35629, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These pairs do not look like duplicate reports of the same underlying bug/change. They span unrelated tokenizer, model-loading, training, cache, quantization, and dependency issues, so no soft edge should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate target stands out; the items are largely unrelated issue reports rather than one cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to choose a representative issue, issue:47145 is the most concrete and actionable report, but it is not a dedupe anchor for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer bugs: one is a Mistral regex patch crash, the other is an XLMRoberta/Unigram init type mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen loading, but they are different failures on different model families and code paths." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated dependency issues: torch compatibility versus kernels import/version requirements." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: loading a specific model release versus CLIP tokenizer max_length handling." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels import failure." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention exception handling, but they are separate modules and separate error-suppression bugs." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/loading bugs, but one is MXFP4 fallback and the other is FP8 weight_scale loss; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague data request is unrelated to an isolated reproduction of a separate bug." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different model/pipeline failures with no shared concrete code path." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to BART generate's UnboundLocalError." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model issues: weight tying for Mistral/AutoModelForImageTextToText versus BLIP2 dtype propagation." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both concern cache behavior, but one is recompilation from lazy init and the other is max_cache_length handling for quantized cache." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to TrainerState token counting not updating." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Loading with init_empty_weights and loading AutoImageProcessor from URL are different code paths and errors." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading and Strix Halo mmap OOM are distinct memory/loading issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A key error loading a model is unrelated to the init_empty_weights TypeError." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow dependency packaging and a missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression across Qwen variants is not the same as an FA2 long-context performance regression." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Different weight-tie issues on different architectures and failure symptoms." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to disk-offloaded model save failure." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and CLIP tokenizer max_length bug are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output drift in v5 and Qwen3.5 save_pretrained key corruption are different regressions." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape error is unrelated to slow/fast tokenizer inconsistency." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:28370", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43994", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45907", + "issue:46512", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:43582|issue:47254", + "issue:45137|issue:45405", + "issue:43531|issue:44821", + "issue:44568|issue:45488", + "issue:39379|issue:44554", + "issue:44857|issue:46832", + "issue:45538|issue:46869", + "issue:42915|issue:43749", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:43452|issue:43582", + "issue:44062|issue:45081", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:34567|issue:36331", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:43577|issue:46512", + "issue:38175|issue:44898", + "issue:44987|issue:45907", + "issue:43493|issue:43994", + "issue:43742|issue:44589", + "issue:28282|issue:28370", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "0b3f002efee07f5bb033f83fbf3d6bfc1a946cf1885fd36f54e675f5ac75adc1", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35443, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: nearly all soft pairs are false positives between unrelated bugs. The only likely duplicate-looking pair is the SigLIP2 correctness reports, which appear to describe the same underlying model discrepancy.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43994 is the best representative of the shared SigLIP2 bug because it states the user-visible failure clearly and broadly; issue:43493 reads like a closely related same-root-cause report about the same model family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the strongest issue anchor in this set: it is concrete, user-facing, and most likely to subsume the matching SigLIP2 discrepancy report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: PyTorch import detection for AutoModel vs a LayoutLMv3 error-message/validation issue." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizers, but one is an AddedToken argument error and the other is a model-specific tokenizer loading regression; not the same code-path." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Unrelated: Apple Silicon allocator warmup TypeError vs PEFT/DeepSpeed ZeRO-3 checkpointing error." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Different bugs: DeepSpeed ZeRO3 deque underflow vs an environment/version bump for PEFT." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different tokenizers and different failure mechanisms; not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different areas and symptoms: mllama mask handling vs an MPS attention correctness issue." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different detection-model failures with different triggers and code paths." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer model_max_length overflow and YOLO multi-GPU device map failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Both touch training/loading efficiency, but one is FineGrainedFP8Config and the other is FSDP CPU RAM efficient loading; different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad multimodal/video area, but different models and no evidence of the same concrete defect." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-input failures with different symptoms and likely different branches." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and Qwen3OmniMoe video input ValueError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and missing PyTorch import detection are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading for GGUF and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failure paths: AddedToken construction vs Mistral regex patching." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Closely related theme, but one is a broad video regression report and the other is a specific vision_position_ids bug; not enough evidence to merge as the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs a model-loading failure; unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are different trainer bugs." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "FineGrainedFP8Config failure and disk-offloaded save failure are different problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is about model weights/qformer staying float32 and the other is config.dtype not being updated from from_config." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs with different models and reproduction paths." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 correctness problem: HF outputs disagree with expected/original behavior and produce nonsensical results for the same model family." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage lookup failure are unrelated runtime issues." + }, + { + "left": "issue:28282", + "right": "issue:28370", + "accept": false, + "reason": "AutoModel PyTorch import error and missing vocab_file for custom SentencePiece are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model-loading/test failures with no shared concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous and only elevates the SigLIP2 pair as a likely duplicate, which is supported by the issue titles and scope. The soft-edge rejections are appropriately cautious, and the one acceptance is plausibly the same underlying bug rather than an overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:41762", + "issue:42796", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44843", + "issue:44849", + "issue:44877", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45325", + "issue:45405", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47405" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:43742|issue:47333", + "issue:43756|issue:45325", + "issue:43257|issue:43756", + "issue:43716|issue:46701", + "issue:43756|issue:46399", + "issue:45672|issue:45674", + "issue:45823|issue:46463", + "issue:46463|issue:47276", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:43577|issue:45072", + "issue:44568|issue:46491", + "issue:43257|issue:47405", + "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:24643|issue:29870", + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:42796|issue:43906", + "issue:41762|issue:44936", + "issue:46463|issue:46899", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "6a399194452bd81a0c75765f114403d128f9299a61c290cacb002c0a5785fea9", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than duplicate-heavy: it spans unrelated bugs in tokenization, config loading, dtype/device mismatches, multimodal inputs, training, offloading, and serialization. All soft-edge pairs look like false positives.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue: the items do not share one underlying bug or code path, so picking a duplicate target would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication; at most, issue 47333 is the most active/open, but it is not representative of the cluster\u2019s many unrelated problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug vs generic tokenization regression; different symptoms and code paths." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "MobileLLM load-time key error vs disk-offloaded Qwen3 save failure; unrelated loading vs saving bugs." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE layer selection vs Qwen2.5-VL temporal rope scaling; both are rope-related but not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs Smollm3 RoPE layer omission; unrelated model subsystems." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch vs DiffusionGemma pipeline output failure; different multimodal paths." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE layer coverage issue vs missing apply_rotary_pos_emb registration decorator; not the same bug." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but one is a torch.finfo uint8 cast bug and the other is BitsAndBytes skip-module exclusion logic." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-mapping mismatch vs T5 decoder-input validation message; unrelated failures." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Incorrect T5 validation error vs misleading synced_gpus warning; different behavior and fix surface." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange device bug vs T5 decoder validation error; no shared underlying code path." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump problem vs stale auto_mappings references; unrelated packaging/config issues." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Isolated reproduction of an old issue vs FA2 long-context performance regression; not the same concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype propagation vs SwitchTransformers/TimmWrapper bfloat16 mismatch; both dtype-related but different model code." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "mdeberta special-token insertion vs CodeLlama leading-space round-trip regression; different tokenizer behaviors." + }, + { + "left": "issue:43257", + "right": "issue:47405", + "accept": false, + "reason": "Qwen3 MoE conversion under deepspeed vs silent conversion skip on wrong Auto class; different loading/conversion failures." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video input error vs FA2 generation performance regression; unrelated bug classes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs strict config rejecting granite_speech; both config-related but distinct defects." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training RuntimeError about 2-D weight vs BART generate UnboundLocalError; unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading regression vs cjvt/sleng-bert model load failure; different loader paths and root causes." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "MobileLLM key error on load vs Qwen3-VL disk-offload save failure; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs reproduction of an old unrelated issue; no shared bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load index error vs trainer.evaluate after train state bug; different lifecycle stages and code paths." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 validation error vs Gemma4 audio/vision 4-bit dtype-cast issue; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "General tied-weight serialization inconsistency vs translation-model tied-weights issue; related theme, but not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file from_pretrained breakage vs Mistral regex offline-mode failure; separate loading bugs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload default vs rope-param conversion TypeError on JSON list; both rope config, but different failure modes." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output drift in v5 vs VideoPrism hidden_states misassignment; unrelated model outputs." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError vs Qwen3.5 TP plan omission; different model families and bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device bug vs flash-attention crash on s_aux=None; no shared 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": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:38175", + "issue:40444", + "issue:43295", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44568", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:46932", + "issue:47000", + "issue:47013", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:43653|issue:44361", + "issue:43720|issue:44898", + "issue:44821|issue:46821", + "issue:46846|issue:47404", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43697|issue:45216", + "issue:44756|issue:47404", + "issue:45357|issue:45920", + "issue:43688|issue:43749", + "issue:43643|issue:45375", + "issue:44843|issue:44991", + "issue:44756|issue:47332", + "issue:40444|issue:44811", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43295|issue:45356", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43761|issue:47013", + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:46832|issue:46932" + ], + "prepared_review_unit_hash": "74ba945ca8b3623e5979178f4caf6485e3794339f07a80b428a346983a271c65", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35872, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, config, model, loading, and loss bugs. The soft pairs mostly share broad wording only, not the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is a loose similarity bucket rather than a duplicate set, with the pairings reflecting superficial overlap instead of one shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear global representative of the cluster because the reports span many distinct code paths and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs on different models with different errors." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated model families and failure modes; no shared code-path bug." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size handling are unrelated." + }, + { + "left": "issue:46846", + "right": "issue:47404", + "accept": false, + "reason": "Both involve OOM, but the causes are different loading/TP paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load regression and key-mismatch symptom; not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both tokenizer-related, but distinct classes and distinct failures." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Processor/tokenizer involvement is broad only; the concrete problems differ." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetr output drift and Qwen3.5 checkpoint saving are separate regressions." + }, + { + "left": "issue:44756", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOM, but one is mmap-on-Strix-Halo and the other is device_map transient allocation." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different tokenizer/save_pretrained regressions affecting different artifacts." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU loading are unrelated problems." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern missing config fields, but the root causes and paths differ." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() behavior and a model-specific tokenizer load failure are not the same bug." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading/loading issues with different triggers and fixes." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multi-image finetuning and Whisper batch_decode behavior are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Both are import errors, but they stem from different dependencies and platforms." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are RT-DETR loss bugs, but one is AMP/CUDA crash and the other is infeasible cost matrix." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer/processor regressions, but on different models and different code paths." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "An AttributeError in config and a diffusion pipeline failure are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Backend-resolution failures, but with different backends and causes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary loss normalization and RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Loss normalization and tokenization version changes do not share a code-path." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both mention token IDs/special tokens, but the tokenizer/config objects and failure modes differ." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR forward shape handling and Gemma4 dtype casting are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:28370", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:44464|issue:44743", + "issue:43761|issue:46829", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:33666|issue:36331", + "issue:28370|issue:34567", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:44466|issue:46050", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:44464|issue:44977", + "issue:43782|issue:46693", + "issue:43688|issue:45440", + "issue:45405|issue:47254", + "issue:43643|issue:44561", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:44734|issue:46612", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:44625|issue:47276", + "issue:43504|issue:44610", + "issue:44484|issue:44704", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:43577|issue:44554", + "issue:44514|issue:45290", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "8e5e26e68b16b2a864853218faa315cd57de5db57e3053b44857ca729fe16cd7", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and does not contain any true duplicate pairings; the issues span unrelated model-loading, training, tokenizer, generation, and config regressions. The only recurring loose theme is broad v5/trust_remote_code/config breakage, but the soft pairs are still too specific to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44561 is the broadest, most cross-cutting regression here: a v5 change breaking `trust_remote_code` models. It is the closest thing to a central theme among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the best representative because it describes a generic upstream regression affecting multiple models, whereas most other items are narrower model- or API-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems: multi-GPU Qwen2-VL training vs a GenerationMixin import error." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but they describe different failure modes and different code paths." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field bugs in vision-style models, but they affect different model classes and different output fields." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a video-input regression in Qwen VL models; the other is config propagation for `num_labels`." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Completely unrelated: torch.compile/SDPA behavior vs tokenizer attribute errors." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One is tokenizer/model loading with `gguf_file`; the other is dtype propagation in BLIP2 loading." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer-related, but one is a v5 cleanup behavior change while the other is a CodeLlama round-trip regression." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training is not the same bug as a `compute_loss` signature mismatch in custom trainers." + }, + { + "left": "issue:28370", + "right": "issue:34567", + "accept": false, + "reason": "SentencePiece vocab attribute handling is unrelated to `TrainerState.num_input_tokens_seen` not updating." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention attention/performance around generation, but one is a model-specific flash-attention correctness issue and the other is a long-context performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Device-mapped Qwen3 CUDA assertion and chunked-generation inconsistencies are different failures with different triggers." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but tied-weight serialization is not the same as quantized-model persistence." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading for BEiT is unrelated to Bamba torch.compile SDPA failures." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "A GPU broadcast `NoneType` error in Trainer is not the same bug as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation bugs, but one is compiled-forward inconsistency and the other is flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL `weight_only=True` loading errors are unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a native-vs-remote DeepSeek implementation divergence." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pinning is unrelated to checkpoint errors with ZeRO-3 and gradient checkpointing." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code-ish loading regressions, but one is missing returned config fields while the other is a helper removal breaking models; different concrete bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field loading and BitNet packed-weight loading are different model-loading paths." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight accelerate loading and DiaConfig token-ID persistence are unrelated save/load bugs." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Serve KV-cache continuation indexing is unrelated to beam-search cache reorder behavior in non-recurrent models." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch and config token-ID loss are different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "A dtype mismatch between training and eval is unrelated to MoE auxiliary-loss normalization." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field loading for BEiT is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "`max_shard_size` behavior in save_pretrained is unrelated to missing kwargs passed through AutoProcessor.from_pretrained." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading with packed weights is unrelated to MLukeTokenizer task-time attribute errors." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after v5 changes, but they affect different models and different attributes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but one is batched padding behavior and the other is tool-call assistant message handling." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading and the PEFT version bump are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:28218", + "issue:29925", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44977", + "issue:45405", + "issue:45491", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46846", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:43611|issue:46846", + "issue:28218|issue:33357", + "issue:45823|issue:46050", + "issue:44977|issue:46209", + "issue:43334|issue:45759", + "issue:43493|issue:43825", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43334|issue:43572", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:44554|issue:46365", + "issue:45405|issue:47332", + "issue:45491|issue:46002", + "issue:43257|issue:47404", + "issue:28218|issue:29925", + "issue:43572|issue:44291", + "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43278|issue:43701", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43278|issue:43844", + "issue:43873|issue:47404", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:44589|issue:45520" + ], + "prepared_review_unit_hash": "6766c6cdb075411909f8aa0734f6a45b9f1732cb9ceb790939c2a03a0aafc70b", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36069, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous. Most soft links are superficial similarity matches across different tokenizer, loading, offloading, and regression bugs rather than true duplicates. No pull requests are present. If a representative issue must be picked, 45812 is the broadest tokenizer regression, but there is no clear canonical duplicate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs, so they should not be deduped into one report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the most broadly scoped and concrete tokenizer regression in the set, but only as a representative\u2014not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both touch model loading/TP planning, but one is a base_model_prefix loading failure and the other is a missing linear_attn TP-plan entry; different bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error with a CLIP community model." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Both mention device/load behavior, but one is a PLE device mismatch and the other is broken quantized save/load; not the same failure." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and FP8 inference on B200 are different code paths and hardware-specific problems." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is a missing pad_token_id on load and the other is from_config not unwrapping text_config; distinct defects." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to pipeline() wording about translation tasks in v5." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc example errors are about model/processor mismatch and quantization; the other is a regression in processor.tokenizer/image passing behavior." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model failing to load and an offline-mode model_info() call in Mistral regex patch are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and StableLmConfig missing pad_token_idx are separate config regressions." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong Granite token IDs and return_tensors being ignored when text_kwargs is passed are unrelated tokenizer API bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral BPE marker handling and Qwen3.5 flash-attention generation are different tokenizer vs attention problems." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness bug is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "A PEFT version pin issue and inability to save a disk-offloaded Qwen3-VL model are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window attention are distinct from NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43257", + "right": "issue:47404", + "accept": false, + "reason": "Qwen3 MOE weights not converting under accelerate+deepspeed is not the same as device_map loading OOM from transients." + }, + { + "left": "issue:28218", + "right": "issue:29925", + "accept": false, + "reason": "Added-token spacing and SigLIP fast-tokenizer enforcement are separate tokenizer behaviors; same subsystem, different bug." + }, + { + "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 different config/init regressions." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Missing BOS/EOS on add_special_tokens and DeepSeek-Coder v1 incorrect output are different tokenizer failures." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are separate v5 regressions." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "One bug is add_special_tokens not adding BOS/EOS for mdeberta-v3; the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig losing custom token IDs and MLukeTokenizer AttributeError are different tokenizer/config issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and ZeRO-3 gradient inflation are unrelated model correctness bugs." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and DeepSeek-R1-Distill-Llama accuracy regression are different hardware/model regression reports." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change and ZeRO-3 gradient increase do not describe the same bug." + }, + { + "left": "issue:43873", + "right": "issue:47404", + "accept": false, + "reason": "Quantization/offloading not working as expected and device_map conversion transients causing OOM are related only broadly, not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and missing Float8 storage type are unrelated import/type support issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT preset loading with a legacy field and Bark CPU-offload device mismatch are different model-loading failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are separate compatibility bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:46821|issue:46832", + "issue:43504|issue:43653", + 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"estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35341, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the issues span many unrelated bugs across models, tokenizer behavior, serving, quantization, checkpointing, and import/runtime errors. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different model families and failure modes: TimesFM window_size attribute error vs RT-DETR feature-level/backbone mismatch." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated tokenizer/model-loading bugs: BEiT legacy field load failure vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different problems: generic unexpected position-id key warnings vs CLIP text-model structure change." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but different models and different underlying causes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs is not the same bug as unexpected position-id keys across models." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-limit runtime error and accuracy regression after upgrade are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning is unrelated to GPT-oss CUDA out-of-memory." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different code paths: dtype mismatch in SwitchTransformers/TimmWrapperModel vs RT-DETR forward shape/type error." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure on B200 are distinct issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but the bugs are different: offload behavior vs broken save/load for sinq." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: output_hidden_states handling vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency is unrelated to Whisper empty-transcription behavior after token alignment." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient anomaly and Phi-4 multimodal loading failure do not share a concrete code-path bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation error for non-template nodes is unrelated to the flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA while the other is disallowed in eval mode." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "Different checkpoint/runtime failures in xLSTM vs PEFT+DeepSpeed+gradient checkpointing." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM and Gemma4 device mismatch are different failures, not one underlying bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but they occur in different paths and have different root causes." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting issue is unrelated to multi-GPU CUDA OOM." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less model crash and quantized sinq save/load breakage are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 weight_scale not applied on load." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and torch.device('meta') loading breakage are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert with auto device mapping is unrelated to DeepSeek accuracy regression." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is not the same as the DiffusionGemma pipeline failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:27957", + "issue:28370", + "issue:29870", + "issue:29942", + "issue:30333", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44554", + "issue:44610", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:44977|issue:46701", + "issue:47332|issue:47404", + "issue:43295|issue:43450", + "issue:44869|issue:46752", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:29942|issue:30333", + "issue:45588|issue:45759", + "issue:43572|issue:46821", + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:28370|issue:34689", + "issue:45406|issue:46121", + "issue:43572|issue:43957", + "issue:43295|issue:44610", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:27957|issue:28370", + "issue:39692|issue:46192" + ], + "prepared_review_unit_hash": "29674646ac05f3f587a43f9f8a71f5540d4b7e9f8d501c88b2f3d0008d364651", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs across model loading, processors, attention backends, offloading, and config regressions. I found no strong duplicate group; the closest pair is the two missing `pad_token_id` loading regressions, but they still look model-specific.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43295 is the broadest, most user-facing regression in the set: it breaks custom multimodal code via `processor.tokenizer`/image-to-tokenizer behavior and has a clear downstream impact.", + "canonical_pr_reason": null, + "best_issue_reason": "As a representative issue, 43295 is the clearest regression with wide compatibility impact; most other items are narrower model- or backend-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but one is about a dummy `Conv2d` placeholder in `Sam3PixelDecoder` and the other is a memory overflow in `sam3-litetext`; different bugs and code paths." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "These target different problems: an attention correctness issue on MPS vs a PyTorch version check bug for `AuxRequest` import in flex attention." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attention generation vs DiffusionGemma image-text-to-text pipeline breakage." + }, + { + "left": "issue:47332", + "right": "issue:47404", + "accept": false, + "reason": "Both involve offloading/loading, but one is about saving a disk-offloaded model and the other is about OOM during device-map conversion; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "One is a processor/tokenizer API regression, the other is an incorrect batched video processor output shape; different subsystems and fixes." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding on trailing replacement characters is unrelated to `apply_chat_template` crashing on an empty list." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "A weight-tying bug in Mistral3 is unrelated to an accuracy regression in DeepSeek after a Transformers upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "One is a bfloat16 dtype mismatch in inference; the other is a Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and MLflow not reporting failed jobs are unrelated problems." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "The first is a flash-attention integration crash on `s_aux=None`; the second is a multimodal `from_config` unwrap bug." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and a `window_size` AttributeError in TimesFM are unrelated config issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization/offloading behavior are different issues with no shared code path." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma 4 `mm_token_type_ids` defaults are different model-specific bugs." + }, + { + "left": "issue:28370", + "right": "issue:34689", + "accept": false, + "reason": "Missing `vocab_file` for custom SentencePiece models is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and `convert_rope_params_to_dict` failing on a JSON-loaded list are unrelated code paths." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A missing config attribute in StableLm and meta-device loading breakage are not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is a tokenizer/processor API regression and the other is an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batched truncation and `return_tensors` being ignored are distinct tokenizer behaviors." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map forwarding mismatch is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/modules and different fixes." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "A torch.compile/SDPA failure and ZeRO-3 gradient blow-up are different training/runtime issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "A batched video processor shape bug is unrelated to tensor-parallel loading OOM for Qwen2-57B." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "`flash_attn` import handling on Python 3.13 and a backend mapping error for `tensorflow_text` are unrelated import-utils issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 4 token-type defaults and Gemma4 device mismatch during forward are different bugs, even if they share the model family." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart `generate()` hitting `decoder_attention_mask` UnboundLocalError is unrelated to failing Flash Attention 2 tests." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different model configs (`Qwen3VLTextConfig` vs `Llama4Config`) and likely different load paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe failing with FineGrainedFP8Config is unrelated to a Qwen2.5-VL import error." + }, + { + "left": "issue:27957", + "right": "issue:28370", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and missing `vocab_file` for custom SentencePiece models are different problems." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/example issues and `return_tensors` being ignored are not the same underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:43295", + "accept": false, + "reason": "Flash-attention sink handling and processor/tokenizer regression are unrelated despite both touching multimodal tooling." + }, + { + "left": "issue:43450", + "right": "issue:45200", + "accept": false, + "reason": "Video batch shape handling and Gemma 4 token-type defaults are separate model-specific issues." + }, + { + "left": "issue:43824", + "right": "issue:45520", + "accept": false, + "reason": "Different import failures in different modules; no shared symbol, file, or code path is evident." + }, + { + "left": "issue:43334", + "right": "issue:45406", + "accept": false, + "reason": "Both are processor/config loading failures, but they are for different models and different missing attributes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44857", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932", + "issue:47405" + ], + "soft_pairs": [ + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:44737|issue:46894", + "issue:44466|issue:45127", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:44561|issue:46234", + "issue:43611|issue:47405", + "issue:45200|issue:45325", + "issue:44479|issue:46192", + "issue:45200|issue:46899", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:44898|issue:45412", + "issue:41720|issue:46209", + "issue:45200|issue:46932", + "issue:37428|issue:43425", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "fe87c68361265147b4931f1da178e3cda8f6380e4a7ddb61d000e4ad3162a00e", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36289, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are all false positives: they share broad subsystem vocabulary but describe distinct bugs/regressions and would not collapse into one fix. No PRs are present, and there is no clear canonical duplicate issue in this heterogeneous set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a convincing canonical representative because the set spans unrelated tokenizer, model-loading, multimodal, and backend/device regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression vs model parity mismatch; different code paths and symptoms." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Assistant mask bug in multimodal templating vs crash on tool-call messages; related API surface, but not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing Qwen2.5-VL export vs incorrect detokenization in v5; separate loading and decoding problems." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype drift vs MoE training memory inefficiency; no shared bug mechanism." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs FP8 inference failure on B200; distinct hardware/model issues." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens vs output embedding reinit after resizing; different tokenizer/model-weights bugs." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression vs missing import key on Python 3.13; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video shape bug; different processors and outputs." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU placement bug in XLNet positional encoding vs ASR double-shift training-loss bug; not the same code path." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency for tied lm_head weights vs LoRA merge collapse after vocab extension; separate weight-handling issues." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP class structure mismatch; unrelated regressions." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech CI test flake; no shared underlying defect." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure vs stale config.dtype after from_config; different model-construction paths." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading bug vs Wav2Vec2 save/tokenization failure; both audio-related but distinct." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available vs missing is_falcon_mamba_ssm_available; unrelated import_utils API gaps." + }, + { + "left": "issue:43611", + "right": "issue:47405", + "accept": false, + "reason": "base_model_prefix loading breakage vs silent model_type mismatch conversion skip; different loading/verification failures." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids default bug vs Qwen2.5-VL still-image rope scaling bug; different multimodal fields." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video-input regression for Qwen models vs return_tensors being ignored with text_kwargs; separate API regressions." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Missing zero-default token_type_ids vs unsafe dtype cast in quantized embedders; both Gemma4 but not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch vs GraniteSpeech CI stale-device test; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction vs Bamba torch.compile SDPA failure; different model families and failure modes." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution classification bug vs RT-DETR memory release issue; not a duplicate." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping assert vs FP8 inference on B200; distinct runtime failures." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Text-only multimodal default issue vs quantized vision/audio dtype casting fix; same model family, different bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-attention symbol import vs Torch 2.10 compatibility; too broad and not the same underlying problem." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output resolution mismatch vs AMP float16 crash in loss; different stages of the pipeline." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44493", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858", + "issue:47405" + ], + "soft_pairs": [ + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:44857|issue:45593", + "issue:46512|issue:46821", + "issue:38175|issue:45412", + "issue:28282|issue:33357", + "issue:43827|issue:43901", + "issue:45759|issue:46285", + "issue:43335|issue:43504", + "issue:44206|issue:45584", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:44855|issue:45083", + "issue:45923|issue:47405", + "issue:46424|issue:46858", + "issue:46431|issue:46566", + "issue:43388|issue:43526", + "issue:43335|issue:44112", + "issue:43335|issue:43606", + "issue:43335|issue:45083", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:45520|issue:46170", + "issue:42490|issue:43854", + "issue:43819|issue:44493", + "issue:45588|issue:45859" + ], + "prepared_review_unit_hash": "40d06aab5e1087f638bb4668fc8458d7718c6f4d414f5f155b01bfcf8cba6bf2", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous; none of the soft-similarity pairs look like the same underlying bug or change, so all candidate duplicates should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43335 is the best anchor only because it is a clear, self-contained bug report and the most central item in the provided similarity graph; it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43335 is the most actionable single issue in the set: concrete repro, specific failure mode, and the strongest cluster connectivity among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different models and different code paths: DAC latent conversion vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: SwitchTransformers config construction vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but one is a janus image-generation test failure and the other is a stale warning in paged generate; not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different D-FINE/LW-DETR model bugs with different symptoms and fixes; not a single underlying change." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Config dtype staleness is unrelated to TimesFM window_size argument handling." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failure modes: zero probabilities vs memory not released on deletion." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch is an environment dependency issue; MacOS bus error in CLIP is a separate runtime crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different APIs and different migrations." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure/config, but they target different architectures and distinct bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BEiT legacy-field loading are unrelated model-specific bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor argument handling and Whisper empty-transcription generation are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a GraniteSpeech CI device-override test." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parse failure is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45923", + "right": "issue:47405", + "accept": false, + "reason": "Missing gradient-checkpointing flag on a trust_remote_code model is unrelated to silent conversion skipping on model_type mismatch." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length configuration and static-cache seq-length tensor arithmetic are separate cache bugs." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and DiffusionGemma meta-device loading are unrelated failures." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is metric gathering in training and the other is image-processor label reduction." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs in different models: sparse-layer config vs CI device override behavior." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "No shared underlying bug: SwitchTransformers config creation vs bark-small CPU offload mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and different helper logic; not the same defect." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templates, but the trigger and failure mode differ: tool-call tokenization vs continue_final_message on mistral_common." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different compatibility problems." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import key error and Windows ROCm torch.distributed import/type error are distinct environment-specific issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are different loading problems." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id keys across models." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Flash Attention/MoE-adjacent code, but the concrete failure modes differ: s_aux=None in integration vs CPU-offload rotary embedding compatibility." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:47000" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:44514|issue:44521", + "issue:43606|issue:44857", + "issue:39692|issue:44493", + "issue:34689|issue:35141", + "issue:10000|issue:15354", + "issue:29127|issue:32090", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:43550|issue:45083", + "issue:26413|issue:31501", + "issue:43278|issue:43825", + "issue:45310|issue:45478", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:37428|issue:42175", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:45593|issue:47000", + "issue:44360|issue:44561", + "issue:45290|issue:45381", + "issue:29942|issue:35141", + "issue:27957|issue:34689" + ], + "prepared_review_unit_hash": "ff3a0b54211a03a6e551a86d792c76209a24d71874bc4d8e0ae0a5e4f8888227", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36111, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "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 bugs. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` regression; everything else is separate and should not be merged.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report and already has inbound reference activity; issue:45478 repeats the same Qwen3.5 MoE `from_pretrained` failure with essentially the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best canonical issue for the cluster because it is the clearest representative of the only true duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failures: Pegasus output drift vs Qwen3 recurrent state reset." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated bugs: feature extractor argument validation vs Gemma4 device-map mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example errors are not the same bug as BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is a batching crash and the other is incorrect assistant mask generation." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths and models: CPU offload device mismatch vs AMP/CUDA loss crash." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A broken SigLIP2 example is not the same as a position-id key regression affecting many models." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage and embedding reinitialization are different bugs with different failure modes." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely unrelated issues: DistilBert error vs torch.jit GeneratorExp export limitation." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 box validation vs Trainer broadcast failure." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading failure and a GraniteSpeech CI test issue are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is not the same as qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different problems: generation output mismatch vs tokenizer correctness regression." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and code paths." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to unexpected position-id keys." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch-iterator failure is not the same as FineWeb training not starting." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and an error-message wording regression are different issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete regression and same title: transformers>=5.4.0 Qwen3.5 MoE `from_pretrained` failure." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2 TP OOM are different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention helper import and TensorFlow not being installed are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/embedding collapse and category cardinality limits are different bugs." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error handling with missing protobuf is unrelated to a missing utility symbol." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection losses and failures: missing auxiliary losses vs infeasible cost matrix." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation issue and v5 `is_torch_fx_available` removal are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and video vision-position-id bug are different Qwen2.5-VL issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures do not match token-embedding resizing reinitialization." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different models and regressions: XLMRoberta Flash Attention 2 vs Llama 3.2 Vision loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative on the soft edges. The one accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by the identical title and closely matching regression description. The other pairwise rejections are appropriately cautious and fit the issue titles/descriptions in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29925", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:43278|issue:43329", + "issue:29870|issue:32090", + "issue:44464|issue:46424", + "issue:25251|issue:32090", + "issue:44448|issue:44977", + "issue:29870|issue:33290", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:40444|issue:43526", + "issue:32090|issue:33290", + "issue:43278|issue:43381", + "issue:43257|issue:43299", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:44530|issue:47276", + "issue:29925|issue:34689", + "issue:45920|issue:46192", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:44448|issue:44466", + "issue:29942|issue:30064", + "issue:46421|issue:46858", + "issue:43381|issue:43701", + "issue:44361|issue:45198", + "issue:45588|issue:45823" + ], + "prepared_review_unit_hash": "2b9c8c3e88bbe2191257118810e8c7b3400e73c348e8c920bf778c525be64912", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs mostly share broad Transformer/model-loading vocabulary but not the same concrete bug or code path, so I would not merge any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated subsystems (tokenizers, generation, cache, training, multimodal processors), and the soft links are mostly keyword-level similarity rather than duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue:43873 has the broadest impact and strongest discussion/inbound activity, but it is still not a good duplicate target for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: dtype drift in eval vs an undefined-variable error in multimodal token counting." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Separate failure modes in different paths: BART generation mask handling vs Trainer GPU broadcast of None." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both relate to cache/generation behavior, but one is inconsistent compiled chunked generation and the other is cache length honoring; not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated: pipeline top_k nesting behavior versus a Trainer broadcast TypeError." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and code paths: Pegasus output regression vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation-time decoder mask bug is unrelated to DeepSpeed Adafactor OOM." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash and video padding calculation error are distinct multimodal issues." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import/torchscript parsing issue is not the same as a missing decorator for Qwen3.5 kernels." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different processors and symptoms: multi-image VL finetuning failure vs Beit reduce_labels returning only one label." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to DeepSpeed/Adafactor OOM." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval dtype inconsistency is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed conversion and the other is a v5 loading regression for Qwen3VL; too different to merge." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Save/load state bugs, but one loses custom token IDs in config while the other loads the wrong custom module." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttention crash and a misleading warning are not the same concrete bug." + }, + { + "left": "issue:29925", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer fast-mode enforcement and model loading failure are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "General tokenizer regression across models vs return_tensors being ignored are different API bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code is unrelated to DeepSeek tokenizer output regression." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Different resource issues: quantization/offloading behavior vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Eos-token configuration mismatch is not the same as flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token count tracking are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error loading a community CLIP model is not the same as documentation example errors for SigLIP2." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure surfaces: NER padding/truncation crash vs save_pretrained/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke task AttributeError is unrelated to Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences and lm_head serialization inconsistency are separate regressions." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill internals, but one is recompilation from lazy init and the other is device-tensor seq_length arithmetic; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different model/tokenizer issues with no shared code path." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink handling crash and Gemma4 PLE device mismatch are distinct runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:41720|issue:45229", + "issue:43278|issue:43575", + "issue:43976|issue:45440", + "issue:44206|issue:44479", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:44265|issue:45198", + "issue:43653|issue:44442", + "issue:43412|issue:45588", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:43756|issue:45440", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43334|issue:43531", + "issue:29127|issue:33357", + "issue:43575|issue:43701", + "issue:43065|issue:45412", + "issue:42490|issue:43381", + "issue:45491|issue:46693", + "issue:43994|issue:45412", + "issue:43575|issue:44387", + "issue:45406|issue:46701", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "cb1542293402b6be4d6c529fa9ca933ab4b1efba4ade6d6a9872df33043f97fb", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36854, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the issues span unrelated models, regressions, tokenizer bugs, export failures, memory/OOM problems, and warning-message fixes. None of the listed soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46693 is the strongest representative item here: it has high discussion volume, inbound references, and a concrete regression description with a clear affected path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the best standalone issue in the set because it is specific, well-scoped, and has the most evidence of broader impact/reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different models and failures: Qwen3 device-mapping assert vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16->FP32 dtype drift in eval is unrelated to Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python compatibility break and DeepSeek implementation divergence are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature arg in LasrFeatureExtractor is unrelated to a Qwen VL video regression." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu tensor conversion exception-swallowing are distinct code paths." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to rope-parameter JSON list handling." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate UnboundLocalError and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure on torch_compilable_check is not the same as Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and FastSpeech2ConformerTokenizer loading failure differ in root cause and API surface." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/erfinv issues are unrelated to flash-attention sink-less model AttributeError." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS insertion bug is unrelated to Gemma3 NaN embeddings from mixed-length sliding windows." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-specific defects." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTSMixer post_init allowance is unrelated to a misleading synced_gpus warning." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer decode/special-token bug is unrelated to Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL loading is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and RT-DETR memory leak are different defects." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing-in-eval prohibition are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve long-context/sliding-window/FA2 themes, but one is NaN embeddings and the other is a performance regression; root causes and fixes are not the same." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are separate OOM scenarios." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor _tokenizer AttributeError and DiffusionGemmaGenerationOutput pipeline failure are different breakages." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and post_init reinitializing embeddings are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import breakage is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction bug and VL image-placeholder handling failure are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and dtype mismatch in bf16 inference are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29925", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44857", + "issue:44898", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821", + "issue:47312" + ], + "soft_pairs": [ + "issue:45440|issue:45593", + "issue:45459|issue:45712", + "issue:44625|issue:45584", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:45250|issue:46640", + "issue:45372|issue:45406", + "issue:43066|issue:44462", + "issue:45245|issue:45563", + "issue:43526|issue:45834", + "issue:45372|issue:45459", + "issue:29870|issue:29925", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:43994|issue:46369", + "issue:27957|issue:33290", + "issue:33290|issue:34689", + "issue:27957|issue:29127", + "issue:33290|issue:35141", + "issue:43381|issue:43873", + "issue:44857|issue:45588", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:44442|issue:44898", + "issue:43316|issue:47312", + "issue:46121|issue:46399", + "issue:43262|issue:44206" + ], + "prepared_review_unit_hash": "6b56aea5eebbaad41b5faa9a5442fd72583aeb2ee0449be9c6a785b87b26bed8", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35964, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs/features that only share broad keywords like Flash Attention, Qwen, tokenizers, or memory. None of the soft pairs look like the same underlying issue strongly enough to merge.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failure modes: DeepseekV3MoE implementation divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with protobuf missing vs leftover dummy classes; unrelated fixes." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated code paths." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates in TokenizersBackend vs Gemma3 NaN embeddings during sliding-window batching are different bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is model deletion/GC and the other is model-call overflow; not the same bug." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are Flash Attention 2 titles, but the concrete problem is unspecified and not enough to treat as the same issue." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor loading fails for different reasons: missing ReasoningEffort import vs missing _tokenizer attribute in serve." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression in v5 vs AutoTokenizer ignoring tokenizer.json are distinct loading issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category limit runtime error and stale generate warning are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error are different preprocessing failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 import error and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29925", + "accept": false, + "reason": "BART generate UnboundLocalError and SigLIP use_fast enforcement are unrelated tokenizer/generation problems." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2_5_VL symbol import vs generic dependency issue; too vague to be the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in BEIT image processor and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and sam3-litetext memory overflow are different symptoms and likely different code paths." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed and Llama 3.2 Vision model-loading regression are separate problems." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and quantized offloading behavior are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash vs flash_attention s_aux=None AttributeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are distinct model/load problems." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash attention sink-less crash vs TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL batched chat-template padding crash and video vision_position_ids issue are different Qwen2.5-VL bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Perceiver interpolate_pos_encoding failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and kernel-version incompatibility are different classes of issue." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError with JSON-loaded lists vs Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and LasrFeatureExtractor center-arg crash are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45245", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506" + ], + "soft_pairs": [ + "issue:44743|issue:44811", + "issue:44977|issue:45245", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:25251|issue:28282", + "issue:42490|issue:44743", + "issue:43316|issue:45759", + "issue:27957|issue:29870", + "issue:43643|issue:44913", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:44987|issue:46178", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:43749|issue:43931", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:44855|issue:45137", + "issue:43606|issue:43701", + "issue:43701|issue:46506", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:44190|issue:44496", + "issue:44442|issue:45803" + ], + "prepared_review_unit_hash": "b016c8d4665f60398c07b3270c4e4b22d56795decdbd713451000414428a108b", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36091, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are isolated Transformers bugs or regressions that only share broad vocabulary like loading, config, offload, or model init. None of the soft pairs look like the same concrete underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the closest umbrella by breadth and activity around loading/offloading behavior, but the set is too diverse to treat as one true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative only in a loose sense because it is broad and actively discussed; however, it should be treated as a related-but-distinct issue, not a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and failures: recurrent state reset in Qwen3.5 cache logic vs Whisper processor batch_decode skipping special tokens." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated errors: Qwen3.5 flash-attention generation bug vs category cardinality limit in a separate preprocessing/runtime path." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention model initialization, but one is a broad Transformers 5.0 custom-init regression and the other is a specific PatchTSMixer post_init validation issue." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths and symptoms: CLIPVisionModel hidden_states regression vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different loading bugs in different layers: BitNet packed-weight loading vs AutoTokenizer failing on a specific tokenizer class." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both are backend/import-related, but they concern different missing optional dependencies and different mechanisms." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different model families and failure modes; one is post_init policy, the other is a video-input regression across Qwen VL variants." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Offload/quantization behavior is unrelated to an eos_token_id configuration mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output shape bug vs missing PyTorch dependency import error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path slash warning has nothing to do with cache state reset in recurrent generation." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are API/config discrepancies, but they affect different composite-config behaviors and different models." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to BART generate() hitting an UnboundLocalError." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Generic trust_remote_code field loss vs GPTNeoX rotary_pct persistence bug are different config-loading problems." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation divergence and stale docs referencing pipeline() are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication is unrelated to list_repo_files missing a revision forward." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different failure domains: loading a specific model with transformers>=5.1.0 vs tensorflow_text backend registration." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are both config issues but not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different models and symptoms: Phi-4 multimodal load failure vs DeepSeekV3MoE native/remote divergence." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression is not the same as a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime problems and Qwen2-57B tensor-parallel OOM are different operational issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to checkpoint resume key mapping." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU-vs-CUDA result drift are different classes of bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on tensor-parallel load is unrelated to a KeyError while loading MobileLLM-125M." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "A missing hidden_states output in CLIPVisionModel is not the same as ModelOutput key assignment semantics." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to unrecognized model config loading." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 39, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43931|issue:45216", + "issue:46829|issue:46932", + "issue:27957|issue:32090", + "issue:44589|issue:47276", + "issue:43316|issue:43716", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:43295|issue:43825", + "issue:44521|issue:47217", + "issue:16998|issue:22355", + "issue:46234|issue:46291", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:42907|issue:45698", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:43065|issue:44617", + "issue:45803|issue:46365", + "issue:43540|issue:44514" + ], + "prepared_review_unit_hash": "5fc2f55cb4c727580d7e6f81cdc9c1713c4a037a55b6864c2823d0d4cf12bce7", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34512, + "estimated_input_tokens": 8628, + "estimated_eval_tokens": 17512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab bag of mostly unrelated issues. None of the soft pairs look like the same underlying bug/change, though a few are in the same broad area (multimodal chat templates, save/load regressions, Flash Attention).", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue in the set: it is open, has the most inbound references/discussion, and its title/body describe a concrete, reproducible multimodal bug. That said, the cluster does not contain a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen model loading/saving, but one is a weight-shape mismatch on load and the other is a save_pretrained regression for Qwen3.5; different failure modes and likely different fixes." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different models and different bugs: VideoPrism hidden_states plumbing vs Gemma4 quantized embedders dtype casting." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: Flash Attention support for XLMRoberta versus a Trainer distributed broadcast TypeError." + }, + { + "left": "issue:44589", + "right": "issue:47276", + "accept": false, + "reason": "Float8 storage loading errors and a misleading synced_gpus warning are not the same code-path or bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Both are model-specific regressions, but one is a Gemma3TextConfig API inconsistency and the other is a Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "A processor.tokenizer regression is not the same as inconsistent eos_token_id configuration, even if both involve model/processor metadata." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription behavior after align_special_tokens are separate issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync behavior and gather_for_metrics label truncation are unrelated training/generation bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and torch.compile attention-kernel divergence do not share the same failing path." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a regression around processor.tokenizer access; the other is an error-message/pipeline-task support issue." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both concern multimodal inputs, but one is all-zero assistant masks from apply_chat_template and the other is failure when the image placeholder appears in user text; related area, not the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are entirely different issues." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels v0.15 import failure are unrelated dependency/import problems." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file from_pretrained breakage and missing model_type in config.json are both loading failures, but they arise from different mechanisms and should not be merged." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both mention save/load, but one is dequantized Ministral/Devstrals saving and the other is custom-module loading after save_pretrained; different underlying defects." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "An optional post_init restriction on patchtsmixer is unrelated to junk-filled non-persistent buffers." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and sinq quantized model save/load breakage are distinct serialization/config bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked/compiled generation, but one is inconsistent outputs from compiled forward while the other is spurious recompilation from cache lazy initialization." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head weight tying and Ministral-3 FlashAttention support are separate model regressions." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "The specific Nemotron Flash Attention 2 support issue is not clearly the same as a generic Flash Attention 2 report." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different problems." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to a Trainer import conflict with datasets." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VLProcessor batched apply_chat_template crash are different models and different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29925", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46693", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:43572|issue:46178", + "issue:44610|issue:46369", + "issue:25251|issue:27957", + "issue:45381|issue:47217", + "issue:44792|issue:44977", + "issue:45542|issue:46234", + "issue:44479|issue:47217", + "issue:43525|issue:43531", + "issue:43504|issue:45698", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:45632|issue:46424", + "issue:27957|issue:29925", + "issue:45803|issue:46170", + "issue:46693|issue:47217", + "issue:41950|issue:43475", + "issue:45127|issue:45200", + "issue:44242|issue:46894", + "issue:43650|issue:46202", + "issue:35141|issue:42490", + "issue:43673|issue:44743", + "issue:43931|issue:44060", + "issue:44855|issue:45588", + "issue:44190|issue:44964", + "issue:43388|issue:43688", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "6a7f5a71cb2a3fa338627f05e330dde504ffa437554d849ace10275074bd802f", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34946, + "estimated_input_tokens": 8737, + "estimated_eval_tokens": 17730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs share only broad subsystem vocabulary (multimodal, cache, loading, generation, tokenizer) rather than the same concrete bug. No soft edge looks safe to merge as a true duplicate/change.", + "confidence": 0.28, + "canonical_issue_reason": "No strong canonical issue exists because the items span unrelated bugs. If forced to anchor the cluster, issue 47217 is the broadest multimodal/VL report and is the only one loosely adjacent to multiple soft-similarity candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "47217 is the best representative by scope and discussion, but only weakly; it reads like a general VL placeholder bug rather than a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different failures: a config field name regression vs an import/backend-mapping error. Same general config/import area, but not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Both are about vision models, but one is an input-size mismatch and the other is a memory overflow. No shared concrete code path." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting bug vs Flash Attention 2 support for XLM-R. Completely different symptoms and components." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both concern VL/video/image handling, but one is wrong video position IDs and the other is image placeholders in user text. Related area, different bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation issue. Different model families and failure modes." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection issue vs missing import_utils helper. No shared underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL regressions, but one is a video-input regression across several models and the other is an image-placeholder placement bug. Not the same code-path problem." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated model config attributes: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve model loading, but one is a legacy field in BEiT segmentation and the other is wrong custom-module resolution after save/load. Distinct bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization regression vs GPTNeoX rotary_pct not persisting on reload. Same broad config persistence theme, not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus test failure is not the same as stale auto_mappings references to removed configs. Different artifacts and remediation." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is trust_remote_code cache-path collision and the other is cache-length handling for quantized cache. Different mechanisms." + }, + { + "left": "issue:27957", + "right": "issue:29925", + "accept": false, + "reason": "Flash Attention 2 issue for XLMRoberta vs tokenizer fast-mode enforcement for SigLIP. Not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "One is an exception-handling bug in tensor conversion; the other is a Windows/ROCm distributed-dependency import issue. No overlap." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Both are generation-related, but one is a performance regression with FA2 and long context while the other is a VL placeholder parsing bug. Not mergeable as one fix." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection bug vs missing attribute on Sam3 vision encoder output. Different model/pipeline layers." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab collapse vs mm_token_type_ids defaulting for text-only fine-tuning. Different training/runtime paths." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both are loss-related, but one is MoE load-balancing loss gating and the other is a training-loss double-shift bug in ASR. Not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Generic issue title vs a Gemma pipeline roundtrip bug. No evidence they share the same underlying code path." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/post_init reinitialization vs import warning for local-model paths ending with slash. Unrelated symptoms." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Cache missing in generation mixin during chunked prefill vs recurrent states resetting in modular_qwen3_5. Different cache/state bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch when loading a model vs an incorrect tied-weights warning in Qwen3-Next. Same loading/tied-weights neighborhood, but not the same failure." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError vs flash_attention.py crashing on s_aux=None. Completely different code paths." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset loading in an example script vs multimodal model loading failure. Both loading-related, but different layers and causes." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "A metrics-gathering tuple truncation bug is unrelated to auxiliary-loss normalization in OLMoE/GPT-OSS." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Test failure for Janus image generation vs a packaging/version bump for PEFT. No shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46399", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:46082|issue:46697", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:45245|issue:46858", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:45588|issue:47013", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:44734|issue:45406", + "issue:46399|issue:47312", + "issue:44869|issue:46832", + "issue:25251|issue:29870", + "issue:45381|issue:46369", + "issue:45632|issue:46617", + "issue:41720|issue:45245", + "issue:43550|issue:44190", + "issue:43854|issue:44792", + "issue:43827|issue:47321", + "issue:45563|issue:45584", + "issue:45381|issue:46655", + "issue:39692|issue:47321", + "issue:43065|issue:44610", + "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:39692|issue:44190", + "issue:44242|issue:46897", + "issue:44779|issue:46489" + ], + "prepared_review_unit_hash": "4d743221f408c856309fecd365cbe7a04653d35050413e8f1d3b94ad8f3ce419", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous false positives. The only clear duplicate-like pair is the DeepSeek tokenizer v5 regression: the general report and the DeepSeek-Coder v1-specific report look like the same underlying tokenizer bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46489 is the best anchor for the duplicate pair because it is the more specific DeepSeek-Coder v1 report and explicitly ties the bug to the missing gap in PR #44801's fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the strongest representative issue in this set because it is concrete, specific, and matches the accepted DeepSeek tokenizer regression pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated failures: BART generate() decoder mask error vs embedding resize/reinit behavior." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths and symptoms: Sam3Video OOM vs Whisper empty-transcription decoding crash." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "No match: category-count limit error vs cache sequence-length tensor arithmetic bug." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they affect different model families and distinct casting paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning removed pipelines is unrelated to SigLIP2 example/model-processor mismatch." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different failures: flash_attention s_aux=None handling vs xLSTM tuple-unpacking mismatch." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config bug and Python 3.13 import/IndentationError are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct reload defaulting are separate state/config bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "One is a specific registration/decorator crash; the other is a broad kernels 0.16 compatibility report." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing-character decode crash is unrelated to RT-DETR feature-level mismatch." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting regression and BART generate mask error are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are different problems." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-dir collision and the other is a FileNotFoundError from cache loading." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to the category-count RuntimeError." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA crash and local dataset loading failure do not share a concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different failing tests on different models; no shared underlying defect is evident." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input issues, but one is vision-position IDs and the other is padding calculation." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to the AMD quark class update issue." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo input-size mismatch are separate model/processor bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different SAM3 variants and likely different causes." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen VL video regression and serve KV-cache indexing crash are unrelated subsystems." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:46897", + "right": "issue:44242", + "accept": false, + "reason": "Florence2 double-shift training loss and MoE load-balancing loss are different training-loss bugs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same DeepSeek tokenizer regression in v5+: both report incorrect tokenizer output, and 46489 is the specific DeepSeek-Coder v1 manifestation tied to the gap in PR #44801's fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgment is grounded in the packet and stays conservative overall. The only accepted pair, issue:44779 vs issue:46489, is well supported by the titles as the same DeepSeek tokenizer regression across v5/v5+, with 46489 clearly framing itself as the specific DeepSeek-Coder v1 gap in the earlier fix. The other soft-edge rejections are appropriately cautious and do not overclaim duplication from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43317", + "issue:43335", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46421", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43295|issue:45276", + "issue:43526|issue:46697", + "issue:43540|issue:44734", + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:43854|issue:44964", + "issue:44521|issue:45381", + "issue:45276|issue:45584", + "issue:43317|issue:47312", + "issue:47145|issue:47321", + "issue:43643|issue:44496", + "issue:44112|issue:45600", + "issue:43994|issue:47321", + "issue:44462|issue:45907", + "issue:45290|issue:46752", + "issue:42175|issue:44279", + "issue:43611|issue:47321", + "issue:43673|issue:46858", + "issue:44246|issue:45003", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42796|issue:44521", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:44938|issue:45542", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "525fc429e609d33be95864766e7041a7643bc77981e0f428a66dbb3d9173590e", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports across different models, tokenizer/chat-template behavior, cache handling, CI, and loading regressions. I did not find any soft pair that looks like the same concrete underlying bug.", + "confidence": 0.7, + "canonical_issue_reason": "Issue #44521 is the strongest representative: it is open, has the most inbound references, and concerns a broadly impactful multimodal chat-template bug with clear user-facing breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best overall issue candidate because it has the highest external attention and a clearly reproducible, broadly relevant failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve embeddings/model internals, but one is a v4.57.5 processor/tokenizer regression and the other is Gemma4 resize-token-embeddings behavior; different code paths and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processing bugs: BEiT Fast label reduction vs Swin2SR over-padding. Same subsystem, not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs serve/KV-cache tensor indexing crash; unrelated failures." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is lazy cache initialization causing recompilation; distinct bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab tied-embedding collapse is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading regressions affecting different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant_mask generation and the other is vision_position_ids; different logic and different breakage." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize bug is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to kernel 0.16 incompatibility." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 weight_scale loading bug is unrelated to an AMD quark class update issue." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/model loading, but missing returned fields with trust_remote_code is not the same as missing model_type in config.json." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures, but they stem from different tests/config references and different code paths." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "Nonsensical outputs from a specific SigLIP2 model do not match an AMD quark class update problem." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer file selection ignoring repository tokenizer.json is unrelated to list_repo_files forwarding revision." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API surface, but one is tool-call assistant messages with no content and the other is empty-list IndexError; too different to merge as one bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A missing TensorFlow backend in the torch extra is not the same as a generic dependency issue." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to the AMD quark class issue." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is missing cache in GenerationMixin and the other is device-tensor seq_length breaking static-cache arithmetic; different fixes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test failure is unrelated to a Phi-4 multimodal loading regression." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is a different problem from multimodal assistant_mask generation." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading regression and removed-config CI breakage are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU arange device placement in XLNet is unrelated to a bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and Qwen3.5 save_pretrained checkpoint corruption are different failures." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend installation are different issues." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model due to missing model_type is unrelated to image placeholders in user text." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to removed Sam3LiteText config references." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and D-FINE auxiliary-loss omission are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:25251", + "issue:29925", + "issue:33290", + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44792", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45632", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:45632|issue:46234", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43295|issue:45335", + "issue:39692|issue:46932", + "issue:44683|issue:45446", + "issue:43673|issue:46424", + "issue:44496|issue:45759", + "issue:42994|issue:47333", + "issue:43673|issue:44336", + "issue:43526|issue:43901", + "issue:25251|issue:29925", + "issue:29925|issue:33290", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:44279|issue:46515", + "issue:46082|issue:46121", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:42994|issue:47332", + "issue:42907|issue:43441", + "issue:43441|issue:45588", + "issue:44327|issue:46752", + "issue:43976|issue:44279" + ], + "prepared_review_unit_hash": "b148b0b0b31d738824940f62b11facde52994bfc4f55efc362639b8abac81ec7", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35999, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: the pairs span unrelated bugs (imports, model loading, pipeline behavior, saving/offloading, docs, and dependency/version issues). No PRs are present. The strongest standalone issue is the open disk-offloading save report in issue:47333.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:47333 is the strongest standalone follow-up candidate: it has a concrete save/offloading repro, inbound references, and is still open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to a missing availability helper export." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules with different failure modes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2.5-VL image processor import is unrelated to layer_type_validation import failure." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL/torchvision dependency regression are different bugs." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper length calculation issue is not the same as CPU vs CUDA output divergence." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility problem is unrelated to a specific model loading failure." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access error is a different code path from CPU/CUDA discrepancy." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug and notebook syntax error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Documentation example errors are not the same as Gemma4 quantized-embedder dtype casting." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 is different from a version check bug for AuxRequest import." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache absence and max_cache_length handling are separate cache bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Generic unrecognized-model loading failure is different from not unwrapping text_config in composite configs." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both involve saving, but one is generic quantized saving and the other is disk-offloaded Qwen3-VL saving." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache behavior regression and ANSI output formatting are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to a docs mismatch about return_all_scores." + }, + { + "left": "issue:25251", + "right": "issue:29925", + "accept": false, + "reason": "Top_k nesting in a pipeline is unrelated to SigLIP tokenizer fast-mode enforcement." + }, + { + "left": "issue:29925", + "right": "issue:33290", + "accept": false, + "reason": "Tokenizer fast-mode issue and deepspeed Adafactor OOM are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features bug are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode bug is not the same as D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are too different to merge." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-param dict conversion are different config-validation bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder title is unrelated to the fbank feature extraction issue." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken special-argument TypeError." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus generate-images test failure is unrelated to cache max_cache_length handling." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both are save failures, but one is generic quantized saving and the other is disk-offloaded Qwen3-VL saving." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to a FlashAttention runtime failure." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "These are different FlashAttention failures with different triggers, models, and error conditions." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top_k bounds error is unrelated to empty-list apply_chat_template IndexError." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support issue and dependency issue do not describe the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44075", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217", + "issue:47405" + ], + "soft_pairs": [ + "issue:43824|issue:44933", + "issue:41950|issue:45020", + "issue:45335|issue:45584", + "issue:44279|issue:45405", + "issue:43901|issue:44496", + "issue:43295|issue:44779", + "issue:42796|issue:43650", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:39692|issue:43901", + "issue:44779|issue:45812", + "issue:43479|issue:45375", + "issue:46614|issue:47085", + "issue:41950|issue:45823", + "issue:46123|issue:46369", + "issue:43577|issue:45216", + "issue:43976|issue:45405", + "issue:44075|issue:44368", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:44462|issue:45081", + "issue:47145|issue:47405", + "issue:43381|issue:47000", + "issue:43299|issue:45357", + "issue:43650|issue:46209", + "issue:44351|issue:45278", + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:43644|issue:47145" + ], + "prepared_review_unit_hash": "96b5addc73a88227c7ff73eeeb0e524e36605c1dded154addc42ec734247d2a3", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, tokenizer/config bugs, and docs issues. The only strong commonality is that many are recent-version loading/tokenizer breakages, but the soft pairs are still too specific to merge.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like report in the set: it frames a general regression affecting recent Transformers versions and remote_code model loading, which is closest to the overall pattern across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it has the widest scope and could subsume several nearby loading/import regression reports, whereas the others are narrower model-specific or one-off API bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but one is a missing Qwen2.5-VL class export and the other is a nonexistent image_utils import; different symbols and different failure points." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor selection for video-classification is a different bug from broad remote_code model-loading regressions." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "One is resize_token_embeddings not updating decoder embeddings; the other is Whisper empty transcription failure after align_special_tokens. Different code paths and symptoms." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue with Transformers is not the same as bumping MIN_PEFT_VERSION beyond what is released on PyPI." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to an unrecognized-model/config.json loading error." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is a processor/tokenizer API regression with images and the other is incorrect Deepseek tokenization results." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a low-content placeholder issue are not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mentioning return_all_scores are unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a loading regression for MoE VL models and the other is a save_pretrained checkpoint serialization bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors are unrelated to TextClassificationPipeline docs mentioning return_all_scores." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization logic." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Incorrect default config initialization for Phi4Multimodal is a different issue from a missing Qwen vision config field." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer language state is not the same as Rust tokenizer thread-safety regressions." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 device-mismatch forward errors are unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A partial-batch pipeline flag bug and an out-of-memory model invocation are different problems." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are different model-specific bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version incompatibility is unrelated to an unreleased PEFT minimum-version bump." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args not being used is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "State serialization differing by device is not the same as resize_token_embeddings failing to update Gemma4 embedding/output layers." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary losses being skipped." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are both tokenizer-loading issues, but they arise from different mechanisms and should not be merged." + }, + { + "left": "issue:47145", + "right": "issue:47405", + "accept": false, + "reason": "Both describe silent loading corruption, but one is FP8 weight_scale application and the other is wrong Auto-class conversion behavior; distinct root causes." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 multimodal regressions, but one is checkpoint save_pretrained output and the other is incorrect visual encoder keys; related family, different code paths." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder text issue and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad import-error report after upgrade are not clearly the same bug without stronger evidence." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend handling for tensorboard are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43873", + "issue:43881", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45325", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:44016|issue:44291", + "issue:46082|issue:46512", + "issue:44242|issue:45200", + "issue:43931|issue:47145", + "issue:45081|issue:45907", + "issue:45588|issue:47000", + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:44336|issue:46851", + "issue:43873|issue:47145", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45542|issue:45800", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:44246|issue:47217", + "issue:44623|issue:45397", + "issue:43525|issue:43881", + "issue:44186|issue:47000", + "issue:43479|issue:43525", + "issue:43673|issue:43761", + "issue:44261|issue:44263", + "issue:43784|issue:45542", + "issue:43525|issue:43643", + "issue:45325|issue:46851" + ], + "prepared_review_unit_hash": "eb48161bc5b9d85dce0125cd3d19d404f32f35192558c06c354f77aa301d224f", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate set; they span many unrelated bugs across configs, tokenizers, quantization/offload, and model-specific regressions. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "If one issue must serve as an anchor, 43873 is the broadest open report in the quantization/offload subset and has the most signs of being a live umbrella thread, but it is not a strong canonical for the whole list.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best representative only in the narrow sense that it is open, broadly framed, and thematically central to the offloading/quantization cluster; the rest are too heterogeneous to consolidate around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs Qwen3.5 kernel registration/rotary embedding crash." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failure modes." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is config validation for head_dim; the other is stale dtype metadata after from_config()." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating and Gemma 4 text-only token-type defaults are different code paths." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL shape mismatch on load is not the same as FP8 weight_scale not being applied." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention aux-field AttributeError vs RTDetrLoss infeasible cost matrix are distinct bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotations crash and ReasoningEffort import break are separate issues." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding is different from variable-length position_ids handling." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape leakage in loading_report is unrelated to Qwen3.5 position_ids behavior." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantization/offload broadly, but one is a general offloading failure and the other is a specific FP8 weight_scale load bug." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure is not the same as dequantized loading with gpu/cpu offload." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention regression and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM under DeepSpeed is a different bug from optimizer.step() being called twice." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing TensorFlow backend from install extras and torch/transformers version incompatibility are separate problems." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to the tokenizer/filtering slowdown report." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging omission and Python version compatibility are different issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error does not match Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are model-specific and separate." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import slowdown is unrelated to VL image-placeholder handling failures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files on processor save and Gemma4 zero3 from_pretrained are different loading/saving bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crash is unrelated to RTDetrLoss infeasible matrix errors." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Incorrect default multimodal config initialization is different from a missing pad_token_id attribute." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache issue in chunked_prefill and CLIPVision hidden_states regression are unrelated model/runtime bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps precision issue is not the same as torch.split return-value handling." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and tf backend packaging issue do not share a code path." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing Llama4Config field and AutoConfig trust_remote_code field loss are different config-loading bugs." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL still-image temporal scaling bug is distinct from Qwen3.5 variable-length position_ids handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43526", + "issue:43540", + "issue:43575", + "issue:43723", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45712", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47333" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:44188|issue:44336", + "issue:45600|issue:45712", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:43575|issue:47145", + "issue:46399|issue:46846", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:45362|issue:47333", + "issue:43723|issue:44162", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:42617|issue:43976", + "issue:47176|issue:47177", + "issue:45083|issue:46851", + "issue:46291|issue:46399", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:45003|issue:47217", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:44295|issue:45397", + "issue:45588|issue:46851", + "issue:45103|issue:46399", + "issue:45003|issue:46821", + "issue:44246|issue:44871", + "issue:45561|issue:45563", + "issue:44336|issue:46424" + ], + "prepared_review_unit_hash": "055ee0fcc055fd884b39d64fa564c1fefdc8c3c268faf58a071af5f5a4584dbf", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: it mixes unrelated Transformers bugs, docs issues, security reports, and model-specific failures. None of the suggested soft pairs looks like the same underlying bug/change, so I would not collapse any of them into duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the items span many unrelated code paths and problem types, so choosing one as the cluster anchor would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for deduplication: even the most similar-looking items are only loosely related by model family or subsystem, not by the same concrete failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs intermittent slow imports; different symptoms and code paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI escape handling in loading_report." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed config references in auto_mappings is not the same issue as leftover dummy classes in dummy_pt_objects." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is tokenizer BPE marker handling and the other is FlashAttention failure; different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP OOM when loading Qwen2-57B is not the same as FP8 weight_scale silently not applied on checkpoint load." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration crash and TP-plan OOM/shape error are different concrete failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing export for a VL class and Python version compatibility are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code generation bug is unrelated to the position_ids docstring error." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat crash and disk-offload save behavior are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are separate issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is not the same as unrecognized model/config loading failure." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer_class metadata mismatch and gemma-4 zero3 loading are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py execution failure and Python 3.9/3.10 compatibility are different problems." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Command-substitution allowlist bypass and tar/zip-slip arbitrary write are distinct security vulnerabilities." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "_get_feat_extract_output_lengths behavior in qwen3_omni_moe is not the same as variable-length position_ids handling in Qwen3.5." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "kernels v0.15 import requirement failure is unrelated to the Qwen3.5 apply_rotary_pos_emb registration bug." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding and missing vision backend error are different processor failures." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration crash is not the same underlying bug as variable-length position_ids support." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "LoRA adapter incompatibility across hf4.x/hf5.x and base Qwen3VL Moe loading breakage are related only by model family, not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel and hidden_states mismatch in VideoPrism are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access and VL image placeholder placement are different defects." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat-template IndexError are separate paths." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error and gemma-4 zero3 loading failure do not match." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention sink-less AttributeError and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel decorator issue are distinct." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma eos_token_id config mismatch are different issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist captured_info.txt race and stale num_return_sequences warning are not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI-code emission and cache max length handling are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45593", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43550|issue:46506", + "issue:46614|issue:46665", + "issue:36246|issue:43596", + "issue:43540|issue:46655", + "issue:42915|issue:47312", + "issue:44242|issue:45593", + "issue:41950|issue:44220", + "issue:44479|issue:46655", + "issue:46726|issue:47217", + 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"estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity set rather than true duplicates. The only strong common thread is broad transformers regression noise around multimodal/video/config issues, but no soft pair is the same concrete bug/change.", + "confidence": 0.28, + "canonical_issue_reason": "issue:44479 is the broadest concrete bug report in the set: a version-specific video-input regression affecting several Qwen VL variants, with a clear reproducer and clear scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue because it is specific, reproducible, and spans multiple affected models rather than a one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different models and failures: SDPA/torch.compile on Bamba vs CPU/CUDA output mismatch on PPDocLayoutV3." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "One is a stale espeak backend cache bug; the other is from_pretrained behavior inside Python classes. Related theme, not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Unrelated errors: Qwen2_5_VLImageProcessor import failure vs DeepSpeed/BertModel zero3 index error." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the affected models and concrete failure modes differ; not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to kernel incompatibility with kernels 0.16." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they are different models and different code paths; not a mergeable duplicate." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Pipeline image-processor lookup bug is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but one is a broad Qwen VL version regression and the other is a SmolVLM padding bug in a different processor path." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor missing-backend error is not the same as image-placeholder handling in user text." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and resize_token_embeddings propagation bug are different components and fixes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access safety in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is MOE weight conversion and the other is a ZeRO3 deque/indexing crash." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Strict config dropping a vision field is different from from_config failing to unwrap text_config." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors affecting different symbols; no shared code path is evident." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Importing Qwen VL image processor and importing is_offline_mode are unrelated failures." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Tokenizer cache loading offline and AttentionInterface.register behavior are different subsystems." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings bug is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer and a performance regression after upgrade are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to output_embeddings not updating on resize." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific unsupported Flash Attention warning is not the same as the generic FA2 issue." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated failures." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-list apply_chat_template crash are different code paths." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque crash is unrelated to stale auto_mappings references in CI." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows/ROCm torch.distributed import issues are unrelated to AMD quark class updates." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization inconsistency of tied weights is not the same bug as resize_token_embeddings not propagating to decoder embeddings." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer crash is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init validation." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but they target different models and different missing fields; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46369", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46851", + "issue:47312" + ], + "soft_pairs": [ + "issue:43475|issue:46369", + "issue:45003|issue:45561", + "issue:44987|issue:45459", + "issue:44995|issue:45588", + "issue:44479|issue:46170", + "issue:44038|issue:46506", + "issue:44623|issue:46726", + "issue:45685|issue:46431", + "issue:44877|issue:46170", + "issue:45397|issue:45656", + "issue:44242|issue:44857", + "issue:29870|issue:30333", + "issue:43475|issue:43540", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:42994|issue:47312", + "issue:42199|issue:46851", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:43906|issue:46202", + "issue:44188|issue:46202", + "issue:44361|issue:44749", + "issue:45987|issue:46082" + ], + "prepared_review_unit_hash": "d86a43aad4d82d814d2b250dfe1baf0c5e10b0b9c7b8edfb98dec425daa11f8f", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35400, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated standalone bug reports; none of the soft pairs look like true duplicates, so all soft edges should be rejected. There is no clear single canonical issue for the whole set, though issue 45229 is the strongest standalone report if one representative must be chosen.", + "confidence": 0.79, + "canonical_issue_reason": "No clear duplicate cluster emerges from the data. If forced to pick one anchor, issue 45229 is the most substantial report by discussion volume and concrete reproducibility, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the best representative standalone issue: it has high activity, a concrete user-facing failure, and broader impact than most others. Still, the surrounding issues are too heterogeneous to treat it as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM problems: missing fpn_position_embeddings vs memory overflow in sam3-litetext." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety issue vs pytest-xdist race on captured_info.txt; unrelated failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure on transformers>=5.1.0 vs tokenizer error masking when protobuf is absent; different code paths." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward pass vs flash-attention crash on s_aux=None." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression vs Windows/ROCm torch.distributed import issue; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading/behavior issue vs CPU/CUDA numerical divergence in PPDocLayoutV3." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on processor.save_pretrained vs missing vision backend causing AutoProcessor unrecognized-image-processor error." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram int limitation vs missing chat template error; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config rejection for granite_speech vs Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 zero3 from_pretrained issue vs optimizer.step being called twice under deepspeed; different bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss when router logits are disabled vs float16 AMP CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate unbound decoder_attention_mask error vs MLFlow job reporting problem; no shared code path." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video input ValueError; unrelated subsystems." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings in Qwen fine-tuning vs flash-attention generation failure; not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs ESM2 broken model behavior; too different to merge." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure vs kernel compatibility issue; unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality error for models without background class vs Qwen3.5 variable-length position_ids bug." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading change in v5 vs DeepSeek accuracy regression after upgrade; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning sam3_video -> sam3_tracker; different issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak on delete vs MaskGenerationPipeline dropping final partial batch results." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading failure vs Gemma4 multi-GPU CUDA OOM; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; different failure classes." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure on \u2581; not the same underlying bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma roundtrip tokenization issue; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks vs slowdown after upgrading Transformers; no common defect." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length return-type bug vs LlamaConfig head_dim validation error; different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:43065", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46421", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47020", + "issue:47068", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:46752|issue:47020", + "issue:45103|issue:46858", + "issue:44483|issue:46202", + "issue:43994|issue:46726", + "issue:45593|issue:47068", + "issue:44188|issue:46421", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:43475|issue:46821", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:39692|issue:46726", + "issue:44964|issue:45137", + "issue:43784|issue:46399", + "issue:44373|issue:46851", + "issue:28282|issue:30990", + "issue:46463|issue:46877", + "issue:44871|issue:46132", + "issue:44188|issue:46851", + "issue:45561|issue:47217", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:44038|issue:44623" + ], + "prepared_review_unit_hash": "a7f13b36f73509af3f30a435fa17c45a9fd3103eae57d6eb126633f5e10960bb", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35501, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issue reports; the high-scoring soft-similarity pairs are false positives and do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical duplicate emerges: the items cover distinct subsystems and failure modes (tokenizers, multimodal processors, generation, Deepspeed, docs, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44623 is the clearest self-contained bug report in the set, but it is not a duplicate representative of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warning-related, but one is about `tie_word_embeddings` config advice and the other about a stale generation warning; different code paths and symptoms." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Unrelated domains: attention registration behavior vs FP8 compressed-tensors checkpoint loading and `weight_scale` application." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash and XLMRoberta tokenizer/unigram constructor mismatch are different tokenizer bugs." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to cache sequence-length tensor arithmetic under `torch.compile`." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI-style chat endpoint request rejection is unrelated to Gemma pipeline roundtrip tokenization behavior." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 model/pipeline output quality issue is different from AutoProcessor's missing-vision-backend error handling." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "A missing auxiliary-loss path in D-FINE is unrelated to a host synchronization concern in DeepSpeed loss computation." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Different performance/regression mechanisms: divergent attention kernels under `torch.compile` vs cache lazy init causing recompilation." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is not the same as a slowdown after upgrading Transformers." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Training slowdown and optimizer stepping twice under DeepSpeed are separate behaviors and code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch and processor save-pretrained missing files are both serialization issues, but they affect different objects and failure modes." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping partial-batch results." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from `trust_remote_code` config loading is unrelated to the ESM2 regression." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Missing `fpn_position_embeddings` in SAM3 video output and TimesFM `window_size` attribute errors are distinct model-specific bugs." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save-pretrained file emission and DeepSpeed double optimizer steps are unrelated bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing attribute on SAM3 vision output is not the same as `AutoConfig.from_pretrained(trust_remote_code=True)` dropping fields." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same as AutoProcessor's missing-backend error behavior." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated runtime failures." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration/decorator failure." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring text for `position_ids` is not the same as an actual variable-length-input bug in Qwen3.5." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError for AutoModel and sentence-transformers hanging on load are different installation/runtime issues." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder input validation error messaging and auto_docstring stdout pollution are unrelated diagnostics bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma EOS token config inconsistency is separate from AttentionInterface.register changing function behavior." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file-race in testing utilities is unrelated to VL model failures when the image placeholder appears in user text." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and gemma-4 ZeRO3 from_pretrained failure do not describe the same bug." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and `continue_final_message` with mistral_common are different tokenizer-related regressions." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:29925", + "issue:30333", + "issue:33290", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45405", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:46877|issue:47000", + "issue:43232|issue:43673", + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43873|issue:44945", + "issue:42371|issue:45092", + "issue:45081|issue:45103", + "issue:43278|issue:45137", + "issue:29925|issue:30333", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:41628|issue:44351", + "issue:42175|issue:44933", + "issue:44222|issue:45310", + "issue:44945|issue:45753", + "issue:45561|issue:47059", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:30333|issue:33290", + "issue:42898|issue:44568", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:43784|issue:43824", + "issue:43976|issue:44933", + "issue:44496|issue:45561" + ], + "prepared_review_unit_hash": "590ef61a9d6e02da844aa5ff0bb977bb999a85d40c5dc3b39a5f485578c6f6dd", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37566, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous; the soft pairs are mostly superficial text similarities across different Transformers bugs. No PRs are present. I would keep the strongest import-regression issue as the representative issue, but not merge any soft pairs as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43824 is the clearest, well-documented user-facing regression in this set and has stronger cross-reference/activity signals than the other import/error reports, making it the best single issue representative for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most concrete and broadly useful standalone issue here: a reproducible import failure for a named public model class, with enough discussion and inbound references to serve as the best anchor issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but they are different failures: Whisper timestamp decoding crash vs Kimi-K2.5 regex/codec regression." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated subsystems: docstring lint output at import time vs RTDetr loss infeasibility in matching." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is a sync_gpus kwargs update issue and the other is a v5 chunked_prefill cache regression." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field in Qwen3.5 Moe Vision and the other is a generic from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they target different symbols and failure modes: AutoImageProcessor export vs image_utils import cleanup." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 MoE area, but one is a generic from_pretrained error and the other is a specific config-field omission." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different public APIs and likely different code paths." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Different problem classes: add-new-model-like/tokenizer mapping logic vs huggingface_hub CLI completion attribute breakage." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different runtime issues: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto_docstring annotation handling; no shared underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different training/eval numeric behavior vs a ZeRO3 deque underflow error." + }, + { + "left": "issue:29925", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated topics: SigLIP tokenizer fast mode enforcement vs MLflow reporting on failed jobs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both Gemma-related, but one is a processor attribute crash and the other is a tokenizer roundtrip failure on a specific token." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma pipeline roundtrip issue vs DiffusionGemma image-text-to-text pipeline failure; different concrete failures." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different components entirely: AMP/CUDA loss crash vs docstring lint stdout noise." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE denoising/aux-loss logic is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen MoE area, but not the same bug: Qwen3-VL-Moe behavior vs Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache/update issue vs janus image generation test failure; no same code-path evidence." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both import/export regressions, but for different symbols: AutoImageProcessor vs HybridCache." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs nonexistent image_utils import; different root causes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "MoE-related, but one is FP8 save_pretrained behavior and the other is a from_pretrained loading regression." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption is unrelated to the Qwen3_5 infinite-loop image bug." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race and CLI completion breakage are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT minimum version bump issue is unrelated to docstring lint output at import time." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug and deepspeed_sp_compute_loss host sync warning are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting bug vs DeepSpeed/Adafactor OOM; no duplicate evidence." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs mdeberta add_special_tokens/BOS-EOS regression; distinct tokenizer bugs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs FP8 save_pretrained behavior; different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging backend inclusion problem vs leftover dummy classes leaking into dir(transformers); unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing names and likely different fixes." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support regression vs nonexistent image_utils import; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config handling vs pytest-xdist captured_info.txt race; no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 51, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44295", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085", + "issue:42898|issue:45812", + "issue:42673|issue:43704", + "issue:44186|issue:47085", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:42673|issue:47085", + "issue:30333|issue:34689", + "issue:43479|issue:44869", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:27957|issue:30333", + "issue:46077|issue:46123", + "issue:44295|issue:45656", + "issue:22355|issue:28282", + "issue:42222|issue:45200", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42796|issue:43723", + "issue:44075|issue:46231", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "60385b8a286bdc17e52489793b01ff506e3fcf5dadd4e3f4fd2149cc435a8d76", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37177, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster with a few tokenizer/v5-themed near-matches and one clear duplicate pair. The soft similarities are largely false positives across different models, subsystems, or bug classes.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42898 is the broadest representative of the tokenizer-regression subset in this set (`clean_up_tokenization_spaces` behavior changes in v5), which is the closest recurring theme among the otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best umbrella issue for the small tokenizer/v5 regression subcluster, but the overall cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: a loading hang for Sentence Transformers vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer add_special_tokens regression vs fast-tokenizer thread-safety regression." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline Mistral regex patch issue vs tokenizer thread-safety; different failure modes and code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer/v5 regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token-ID mapping; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact Qwen3ForCausalLM VRAM leak report; identical title and same underlying threading/memory issue." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and failures: multimodal config init vs incorrect hidden_states in video classification output." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders vs FA2 long-context performance regression; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-example issues, but they affect different docs/models and different error types." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer v5 loading issue vs missing BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-related, but one is a wrong tied-weights warning and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI break from removed configs vs CLI completion API break in huggingface_hub; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults vs ModelOutput key assignment logic; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer regressions in v5, but one is cleanup-space behavior and the other is Deepseek tokenization correctness." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both mention tokenization/threading, but one is a VRAM leak in dataloader threads and the other is Rust tokenizer thread-safety; not the same issue." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to model-loading breakage for Llama 3.2 vision." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config defaults are unrelated to Whisper timestamp decoding on trailing replacement characters." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one concerns cleanup-space behavior and the other processor/tokenizer access with images." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup-space behavior vs generation output differences for Pegasus-cnn_dailymail; different bug classes." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow job-status reporting." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction vs partial-batch result dropping; different pipeline logic." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; different import errors." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 multimodal token-type defaulting; unrelated model families." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in a fast processor vs remote-code checkpoint incompatibility with v5 meta init." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve vs auto-docstring AttributeError under future annotations; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling for a specific model vs AutoTokenizer v5 loading error; different root causes." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer args not used vs docs parameter-name mismatch; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label outputs in classification script vs local dataset loading failure in image classification script." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and appropriately conservative: it treats the cluster as heterogeneous, identifies issue:42898 only as a loose tokenizer/v5 umbrella rather than a true duplicate hub, and accepts the one clearly duplicate-looking pair issue:42673 / issue:43704 with support from identical titles. The remaining soft-edge rejections are cautious and fit the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + 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true duplicate pairs to merge.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #44297 is the clearest, most concrete report in a mostly unrelated set, and it best fits a representative save/load regression anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "#44297 is the most actionable standalone bug: it has a specific failure mode, a clear user-facing symptom, and a plausible fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE saving and the other is tokenizer config mismatch." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: PEFT version pinning vs leftover dummy classes in repo checks." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "Different bugs: FP8 inference on B200 vs missing chat template in processor." + }, 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"reason": "Import exposure from image_utils is unrelated to dummy class cleanup." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error is unrelated to AttentionInterface register semantics." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording for position_ids is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Both are from model loading paths, but tokenizer save mismatch and Qwen3.5 from_pretrained failure are different defects." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions are unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation bug are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "One is a generation state bug; the other is only a misleading warning message." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy field loading issue is unrelated to CLI breakage from huggingface_hub 1.22.0." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to Gemma4 dtype casting." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but type-checking breakage and explicit head_dim validation are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Checkpoint saving bug and max_shard_size default question are not the same issue." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and Moonshine off-by-one masking are different model bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: loading hang vs zero probabilities." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer access after registration is unrelated to missing processor save files." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer architecture complaint is not the same as Minimax attention numerical drift." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values bug is unrelated to meta-initialization incompatibility." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds crash and CLI completion breakage are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is sync_gpus handling and the other is cache length configuration." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading failure is unrelated to LlamaConfig head_dim validation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + 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"e710718c6afcae1dd6bc23e0f0aa16cb8bdd0f4d09369d06c5a573e3528e057b", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35624, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers bugs and regressions rather than a single duplicate family. All soft pairs are superficially similar by subsystem, but each points to a different concrete code path or failure mode, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load with quantized models, but one is about failing to save dequantized Ministral/Devstral and the other about sinq models breaking after save_pretrained/from_pretrained; different quantization paths and bugs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5/vision models, but one is an InternVL2 remote-code meta-init incompatibility and the other is incorrect visual encoder keys saved in Qwen3.5; not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "These are unrelated: a generic dependency issue versus a performance regression in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor/backend errors, but one is a missing torchvision crash for video models and the other is an unrecognized image processor when a required vision backend is absent; different code paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "One is a model-type mismatch warning for sam3_video vs sam3_tracker; the other is missing Sam3Model text encoder weights. Different problems." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing issues, but one is an off-by-one in MoonshineStreaming's sliding window mask and the other is a padding calculation bug in SmolVLM's video processor." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and failure modes: qwen2.5-vl vision_position_ids vs MoonshineStreaming mask-window off-by-one." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "No module import failure versus Flash Attention 2 support for XLMRoberta; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained loading errors." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration are different import/export issues affecting different symbols." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both touch DSA indexer code, but one is about torch.split return values and the other about a missing ReLU; not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "A chat/completions API request rejection is unrelated to Gemma4Processor missing _tokenizer during serve startup." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure for Phi-4-multimodal-instruct is unrelated to a CLI test breakage from huggingface_hub _add_completion changes." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5-Moe from_pretrained errors are different bugs with no shared code path." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "An import error for transformers.onnx is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a numerical/config bug, not the same as InternVL2 meta initialization incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 degenerate training and NaNs in classification heads are both training instability reports, but they arise from different mechanisms and code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A NameError during sentence-transformers import is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is model-specific BPE marker handling and the other is a cross-version tokenization change; not the same underlying defect." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping bugs and mdeberta add_special_tokens/BOS-EOS behavior are distinct tokenizer issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "The transformers env CLI breakage and the sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal input failures, but one is missing torchvision while loading a video model and the other is an image-placeholder-in-user-text parsing issue; different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk values and a MoonshineStreaming mask off-by-one are unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different model/runtime problems." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and Qwen3-Next tied-weight warnings are not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3_video vs sam3_tracker warning is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "qwen2.5-vl video position-id bug and a broken docs example do not share the same 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": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:47059" + ], + "soft_pairs": [ + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:39379|issue:46172", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43122|issue:46326", + "issue:43329|issue:47059", + "issue:44625|issue:44829", + "issue:39401|issue:44488", + "issue:42907|issue:44964", + "issue:39401|issue:44521", + "issue:43976|issue:44945", + "issue:44117|issue:44704", + "issue:41628|issue:45278", + "issue:42907|issue:44945", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:22355|issue:29159", + "issue:42371|issue:44263", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:44360|issue:44485", + "issue:45216|issue:45478", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "ae49e4a059b7b6683ed1a4555545b44f2f0530ef1bf34fae764ad76a00f22308", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36525, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers issues around import regressions, tokenizer/model save-load bugs, and a few unrelated model-specific failures. There are no clear duplicate PRs here, and none of the soft issue pairs look like the exact same underlying bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the best representative because it captures the broad import-regression theme after upgrading Transformers, which is the closest common thread among several items in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest global representative: it is broad, version-regression oriented, and closest to the most recurring symptom family in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related, but one is offline cache loading and the other is a decoder-type mismatch in v5; different bugs and code paths." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized model saving failure are unrelated symptoms." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different models and different failures: mllama mask handling vs deepseek-v4 tensor transpose/indexing." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing hub symbol; the other is a broad post-upgrade import regression report." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging on load." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang vs MacOS bus error are different failures with different likely causes." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access error and tokenizer_class mismatch in saved config are distinct save/load bugs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization, but one is a version-to-version behavioral change and the other is a mistral_common-specific continue_final_message bug." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting/video branch bug is unrelated to a CLI failure with huggingface_hub." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated issues." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to loading a specific model checkpoint." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized save failure and Phi-4 multimodal loading failure are separate model-path problems." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer/multimodal-adjacent, but offset_mapping and all-zero assistant masks are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are different API bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is not the same as a broad multi-import regression report." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized saving and pipeline-parallel generation correctness are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output differences and multimodal assistant mask generation are different issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding and assistant tool-call chat templating crash do not share the same underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value bug are not the same issue." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM 3 video warning vs missing fpn_position_embeddings attribute are separate SAM-video problems." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized saving failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file breakage in from_pretrained are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug and tokenizer save-pretrained class mismatch are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are different import symbols with different causes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and version regressions, but one is save_pretrained corruption and the other is from_pretrained loading failure; close but not clearly the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Classification script empty outputs and Gemma 4 mm_token_type_ids defaulting are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46762", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:46172|issue:46762", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43278|issue:44945", + "issue:39401|issue:46614", + "issue:39379|issue:43232", + "issue:42222|issue:47312", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43493|issue:45753", + "issue:44995|issue:46697", + "issue:44188|issue:46328", + "issue:28348|issue:46640", + "issue:46231|issue:46877", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:44625|issue:46002", + "issue:38617|issue:45278", + "issue:44075|issue:44936" + ], + "prepared_review_unit_hash": "daf1443388e76083da28d308b3be7a8800a19591d82abbc0ace8dead105ea0bb", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 34592, + "estimated_input_tokens": 8648, + "estimated_eval_tokens": 17552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues cover many unrelated regressions, model-specific bugs, docs, and import failures. None of the soft pairs are close enough to be treated as the same underlying bug/change, so I rejected all duplicate merges. If a single representative issue is needed, the broad import-regression report is the most useful umbrella.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest and clearest umbrella for release-wide import/API breakages; it is the best cluster anchor among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 has the best standalone triage value because it summarizes a wide class of import failures after the version upgrade, making it the most reusable reference point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and failure modes; not enough evidence of one concrete shared bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "One is a Qwen3-VL-Moe load issue, the other is an FP8 save_pretrained bug; same broad area, different code paths." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both concern numerical behavior, but they are different models and different attention implementations, so not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "An import error for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "These are unrelated environment/platform problems: backend dependency selection versus Python 3.14 loading failure." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift in evaluation is a different issue from incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both involve tokenization-related behavior, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer state handling." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "A bad mllama mask handling bug is unrelated to generation kwargs sync behavior." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose breakage and kernels version incompatibility do not look like the same underlying change." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules; likely separate API breakages." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training failure and a classification example returning empty results are different problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation drift and a Qwen3_5 image-specific infinite loop are unrelated model-specific bugs." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash on second forward pass is unrelated to image over-padding in an image processor." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "A torch.compile attention-kernel divergence bug is not the same as a padding performance issue." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A feature request for Flash Attention 2 support is not the same as an unspecified Flash Attention 2 issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A doc parameter-name mismatch is unrelated to import-time docstring diagnostics printed to stdout." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "An API request rejection in chat/completions is different from VL image-placeholder handling in user text." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "These are different version-check regressions in different stacks; no shared code-path is evident." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multithreaded generation and dtype mismatches in BF16 inference are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; different bugs." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "A tokenization cleanup behavior change is unrelated to phonemizer backend state persistence." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "A base_model_prefix loading regression and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same code-path issue." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad umbrella for many import errors, but this report is a specific missing symbol; not enough to merge as one duplicate." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "An optimizer argument bug and a trainer.evaluate() post-train failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44466", + "issue:44485", + "issue:44610", + "issue:44704", + "issue:44779", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:43937|issue:44485", + "issue:43116|issue:43493", + "issue:44038|issue:45478", + "issue:43066|issue:46710", + "issue:44355|issue:46231", + "issue:42673|issue:42796", + "issue:46726|issue:46981", + "issue:42371|issue:43874", + "issue:43116|issue:43825", + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43827|issue:45446", + "issue:46328|issue:47116", + "issue:45405|issue:45446", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:39379|issue:43688", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:43673|issue:46328", + "issue:43064|issue:43673", + "issue:45092|issue:46762", + "issue:44117|issue:45081", + "issue:43937|issue:45563", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "aa1d0fdfea27e16f8b06f30cb67102944f378c9dbd6e520470b56821bbdbb24c", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35552, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated regressions (tokenizers, model loading, generation, vision, training, docs). The soft pairs are mostly thematic similarities, not the same concrete bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "No clear canonical duplicate exists; issue:43066 is only the broadest tokenizer/v5 regression anchor, but the cluster is too heterogeneous to treat as one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the closest representative of the main recurring theme (tokenizer regressions in v5), but it still does not unify the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is decoder-type handling and the other is DeepSeek output correctness; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet processor sizing bug vs a broken DIA docs example; unrelated change/error." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different code paths: qwen3_omni_moe feature-length helper vs flex_attention import version check." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE math are separate issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example script output vs SigLIP2 implementation discrepancy; different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen Moe/v5, but they report different from_pretrained failures on different model variants." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder regression vs DeepSeek-R1 accuracy regression; too broad to merge." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors vs a docs parameter-name mismatch; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Different tokenizer-related problems: VRAM leak in dataloader threads vs BPE marker handling." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend error vs repeated 429 retry behavior in AutoProcessor." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings warning vs GLM46V image patch-count attribute bug; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label bug vs pipeline translation support error message; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both affect output objects, but they are different models and different missing/misassigned fields." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 missing embedding weights vs AutoProcessor kwarg forwarding; separate loading bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs vs a PyTorch version check bug." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Feature extractor performance issue vs streaming pipeline regression; different behavior and code paths." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump issue vs flex_attention import guard bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset mapping." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a model class vs HTTP 429 retry behavior; unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Different model families and different bugs: mllama mask handling vs MoE auxiliary-loss normalization." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling vs flash_attention s_aux=None crash; not the same concrete failure." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Meta-init unexpected arg TypeError vs PretrainedConfig type-checking breakage; different loading stages." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs feature extractor padding performance; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption vs generation cache handling; different code paths." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility vs Minimax attention numerical drift; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping assumption vs Mistral regex patch crash; different tokenizer internals." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 vs stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights vs NaNs in classification heads; unrelated model-state issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45561", + "issue:45632", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:39379|issue:46897", + "issue:42617|issue:45341", + "issue:43937|issue:44977", + "issue:42222|issue:43441", + "issue:43408|issue:43742", + "issue:43450|issue:43986", + "issue:44263|issue:46762", + "issue:42222|issue:46752", + "issue:45071|issue:46512", + "issue:43208|issue:46894", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:44877|issue:46231", + "issue:44410|issue:45310", + "issue:45071|issue:47059", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:45341|issue:46328", + "issue:44704|issue:47110", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:42371|issue:44261" + ], + "prepared_review_unit_hash": "c0f53c698589ed3ff2700e9cee03a1b403a60ecaa09218a9ec166aad9eef84b8", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct bug reports across unrelated areas (tokenizers, model loading, attention, training, APIs, docs). None of the proposed soft pairs look like the same underlying issue, so all soft edges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but one is GPT-2 scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional mask construction; different code paths and bugs." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated model/training failures." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and different bug classes: mllama masking logic vs Florence2 training-loss shift behavior." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "One is a 3d_parallel.py execution failure; the other is a testing_utils bug. No shared concrete failure." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but one is invalid GenerationConfig and the other is a flash-attention-specific Qwen3.5 generation regression." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are separate model-specific issues." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_tracker warning is not the same as a MobileLLM key-error on load." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processors, but one is an output-shape bug and the other is an AutoProcessor crash without torchvision; different root causes." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and Minimax MSA numerical differences are distinct implementation problems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat template handling are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both touch config/dtype, but one is type-checking in v5.4.0 and the other is stale model.config.dtype after from_config; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift training loss are unrelated model-specific issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different symptoms (offset mapping vs incorrect tokenization output)." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different failure modes." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a docs/parameter-name mismatch are not the same underlying bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 and a Qwen3.5 MoE from_pretrained error are separate model issues." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to a huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug and a pytest-xdist race on captured_info.txt are not the same concrete defect." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for local models and repeated HTTP 429 retries are unrelated AutoProcessor behaviors." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug versus SequenceFeatureExtractor.pad performance inefficiency: different code paths and goals." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs propagation and special_tokens being a list instead of a dict are unrelated interface bugs." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping regression and runtime special-token post-processor update bug are different tokenizer subsystems." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing exports." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression and noisy logging are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized-model config loading are different loading/configuration failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and a feature-extraction helper issue are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both affect chat/completions, but one is a general API rejection and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA q_a_layernorm precision/config 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": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43957", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:46172", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:44261|issue:46762", + "issue:42371|issue:42831", + "issue:43097|issue:44493", + "issue:44484|issue:45310", + "issue:43066|issue:43122", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43208|issue:46897", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:46752|issue:47116", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44117|issue:44987", + "issue:44360|issue:46172", + "issue:43957|issue:44351", + "issue:43531|issue:45341", + "issue:43097|issue:45588", + "issue:44261|issue:44485", + "issue:43582|issue:45341", + "issue:44038|issue:44230" + ], + "prepared_review_unit_hash": "5ace3b9b75d6cd195ea78b7d08ed9ce66cd0f142eb25be422f2a029b61a22da9", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "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 model-specific bugs, so there is no true duplicate pair among the soft candidates. The best canonical representative is the broad v5 import/regression report.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it describes many import errors after upgrading from 4.57.0 to 5.5.0, which matches the cluster\u2019s general v5 regression theme better than the narrower model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most representative single issue for the cluster because it captures the general upgrade/regression impact rather than one isolated model or component bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are v5 load/regression reports, but one is Phi-4 multimodal loading and the other is broad import failures; not the same underlying bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizer behavior, but one is SGD args being ignored and the other is DeepSpeed causing double optimizer steps; different code paths." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both involve numerical discrepancies, but one is MLA q_a_layernorm epsilon handling and the other is Minimax MSA attention mismatch; unrelated fixes." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API setting changes and FineGrainedFP8 accuracy are separate precision-control problems, not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is removal of tie_embeddings_and_encoder_decoder, the other is unexpected position_id keys; both are v5 breakages but different failures." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Max shard size in save_pretrained is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch and changed tokenization behavior are related to tokenizers, but not the same concrete defect." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init gating and AutoProcessor HTTP 429 retry behavior are unrelated issues." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are model-loading shape/architecture problems, but they concern different models and different missing tensors." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same general Qwen3.5/MoE area, but the reported missing projections and from_pretrained error are not the same fix." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values in a DSA indexer and GLM-5 RoPE implementation are different internal bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are separate API breakages." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift training loss bug are different model-specific problems." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie removal and gguf_file breaks in from_pretrained are distinct loading regressions." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL-related loading issues, but one is weight-shape mismatch and the other is a separate Qwen3-VL-Moe bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and degenerate training with flash_attention_3 are both attention issues, but not the same code-path problem." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A bfloat16 compilation warning and BLIP2 dtype persistence are different dtype-handling bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are both multimodal/model metadata issues, but they are unrelated implementations." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "apply_chat_template empty-list IndexError and streaming pipeline regression are different API paths." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and NemotronHForCausalLM Flash Attention 2 support are different model-specific enablement issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained sharding size is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "The DSA torch.split bug and deepseek-v4 comb transpose bug are not the same underlying implementation defect." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a specific model loading failure are different causes, even if both surface during from_pretrained." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a DeepSeek tensor transpose issue are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44351", + "accept": false, + "reason": "Meta-device model loading breakage and HybridCache import failure are separate v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tie removal and flash_attention.py crashing on s_aux=None are different code paths and different fixes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-family numerical behavior, but one is rms_norm_eps handling and the other is RoPE implementation; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "Apple Silicon warmup TypeError and a testing_utils bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe load bug and fp8 inference support request are related to the same model family, but one is a failure and the other is a capability request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43986|issue:45341", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:45753|issue:46369", + "issue:45440|issue:46172", + "issue:44246|issue:46981", + "issue:43097|issue:43873", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43673|issue:46123", + "issue:43012|issue:46821", + "issue:43874|issue:44263", + "issue:44117|issue:46701", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:46655|issue:46664", + "issue:43208|issue:43550", + "issue:43064|issue:44315", + "issue:46298|issue:46752", + "issue:44936|issue:46365", + "issue:46172|issue:46710", + "issue:43986|issue:44484", + "issue:42890|issue:46298", + "issue:44704|issue:45103", + "issue:38617|issue:44351", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:44938|issue:46178" + ], + "prepared_review_unit_hash": "0c36b892334d0af17c0995e9a0f8d354d9f834629bb3b851be868c253ba4d455", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35826, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformers bug reports. The soft pairs mostly share only broad subsystems or similar failure shapes; none look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue to anchor triage: it is open, has the most discussion/inbound references, and describes a clear, impactful reproduction around quantization/offloading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different failure domains: video-model loading via AutoProcessor vs a testing_utils bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a removed API notice; the other is a save/load corruption issue for quantized models." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading errors, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Distinct model-specific failures: infinite loop on one image vs memory overflow in SAM3." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but one is an implementation divergence and the other is a dtype/transpose bug." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import latency and repeated 429 retry behavior are unrelated symptoms with different causes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal warning vs quantization/offloading malfunction; not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen, but one is missing projections in qwen3next and the other is a missing config field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken construction error vs mapping lookup returning None; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache regression during chunked prefill vs final partial batch results being dropped in a pipeline." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch precision warning and a TimesFM AttributeError are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM issues, but one is a missing image-processor method and the other is a torch.split return-value bug." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None and a DiffusionGemma pipeline failure are different problems." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different failure mechanisms; not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors from different modules and missing symbols." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both hit SmolVLM video processing, but one is padding computation and the other is num_frames semantics." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption vs Liger Kernel not being applied under model_init; different code paths." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an empty-list chat-template crash are not the same issue." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failure after training is unrelated to Trainer import breakage caused by datasets." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A concrete DeepSeek-v4 code bug vs a post-upgrade accuracy regression; not a duplicate." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model import crash vs a question about save_pretrained shard size." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed() is unrelated to a noisy logging message." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling affect different subsystems." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing import names from different packages/files." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/local-files-only network leakage and a missing checkpoint weight are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model-loading failure for a specific checkpoint vs a streaming pipeline regression." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and an invalid tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Repeated pair: logging noise vs empty-list crash; 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": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:44380|issue:46421", + "issue:43064|issue:47116", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:42907|issue:44655", + "issue:43208|issue:43526", + "issue:45584|issue:46365", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:44734|issue:47116", + "issue:43352|issue:43976", + "issue:43827|issue:47116", + "issue:44077|issue:46365", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:43352|issue:44380", + "issue:36683|issue:43582", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:43097|issue:46298", + "issue:43012|issue:47276", + "issue:42175|issue:46365", + "issue:43756|issue:44485", + "issue:44222|issue:45478", + "issue:36010|issue:42757", + "issue:43064|issue:44380", + "issue:42890|issue:47059", + "issue:42831|issue:44261", + "issue:44483|issue:44514" + ], + "prepared_review_unit_hash": "15ce15871630ea44c06bd1d0d59819855ae9ba67b2ebbb6a6e7c8e6856a5bcce", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37177, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes many unrelated Transformers issues (imports, model-specific bugs, training regressions, docs, and warnings). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Both involve runtime behavior changes, but one is GPT2 attention scaling being ignored with SDPA/FlashAttention and the other is cache lazy initialization causing recompilation in chunked prefill; different code paths and symptoms." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "One is a distributed training optimizer-state bug with v5/FSDP2/PEFT/cpu_ram_efficient_loading, the other is a streaming pipeline regression in v5; same general area, but not the same concrete failure." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "One is a PyTorch warning when compiling bf16 models, the other is a Bamba SDPA torch.compile failure; both touch compilation, but they are different model/backend issues." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and Qwen3.5 image infinite-loop behavior are unrelated model-specific bugs." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy PT object cleanup leaking into dir()/check_repo.py is a repo hygiene issue, while the other is an unspecified noisy logging message; not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of a different issue are not the same underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failures and inability to save Pipeline objects both concern saving, but they affect different object types and code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs for small models and BeitImageProcessorFast reduce_labels returning one label are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens and inability to import Trainer until datasets is uninstalled are different subsystems entirely." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Misleading pipeline translation support error messaging and saving Pipeline objects are separate pipeline issues with different failure modes." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bf16 compile warning and a tied-word-embeddings warning in Qwen fine-tuning are both warnings, but they are unrelated warnings with different triggers." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and a question about max_shard_size in save_pretrained are unrelated model-loading vs checkpoint-sharding topics." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash in transformers serve is not the same as the streaming pipeline regression." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "NemotronHForCausalLM not supporting FlashAttention 2.0 and Transformers 5.1.0 Python version compatibility are different problems." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() and a runtime streaming pipeline regression are documentation vs implementation issues, not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init allowance and Trainer import failing due to datasets conflict are unrelated import/configuration issues." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 being broken and a deepseek-v4 tensor transpose bug are different model-specific failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling ignored by backend kernels and AttentionInterface.register behavior changes are both attention-related, but not the same code-path bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support for Nemotron and GPT2 attention scaling ignored under SDPA/FlashAttention are separate backend/model issues." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "ImportError for is_offline_mode from huggingface_hub and ImportError for Qwen2_5_VLForConditionalGeneration are both import regressions, but for different symbols and modules." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Ignored GPT2 attention scaling under SDPA/FlashAttention and degenerate zero-loss classification with num_labels=1 are different bugs." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder without indication and a noisy logging message are not the same issue." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "bf16 compile warning and misleading synced_gpus warning in continuous batching are both warnings, but they concern different APIs and causes." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend missing in pip install '.[torch]' and Trainer import failing until datasets is removed are different dependency/setup problems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch and GLM-5 RoPE implementation discussion are both about RoPE, but they are not the same concrete defect." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained moe and Qwen3.5 Moe from_pretrained error are both MoE-related, but one is saving and the other is loading/runtime error." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "GenerationMixin import error from transformers.generation and is_offline_mode import error from huggingface_hub are unrelated import breakages." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling under backend kernels are different failure domains." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "SamHQ test flakes due to missing set_seed and cli test failures due to huggingface_hub 1.22.0 are both test issues, but not the same test or root cause." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and missing rms_norm_eps in MLA q_a_layernorm are both numerical-quality problems, but with different mechanisms and model components." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "v1/chat/completions request handling failure and Qwen2_5_VLProcessor batched chat_template crash are separate API paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:29870", + "issue:29925", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45440", + "issue:45593", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332" + ], + "soft_pairs": [ + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:43618|issue:44380", + "issue:42994|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:44355|issue:46877", + "issue:29925|issue:33453", + "issue:46077|issue:46512", + "issue:44263|issue:45440", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:44355|issue:44855", + "issue:44908|issue:46851", + "issue:43867|issue:46202", + "issue:43992|issue:47317", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:29870|issue:33453", + "issue:44393|issue:47000" + ], + "prepared_review_unit_hash": "4ea9ec6a82553b42217eed3f54ce4f71674eed2da26ef6b93b9ba52996b52cc8", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37409, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of mostly unrelated bug reports; none of the soft pairs look like true duplicates or mergeable same-fix cases. I\u2019d use the Gemma3Config vocab_size issue as the best representative issue, but only weakly.", + "confidence": 0.78, + "canonical_issue_reason": "issue:36683 is the clearest standalone bug report here: concrete error, active discussion, and a directly reproducible model-loading/config AttributeError.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the most actionable and representative issue in the set; there are no PRs to choose from.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP/v5 regressions, but they describe different failures (attentions missing vs hidden_states missing) and are not clearly the same code-path bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for a removed symbol and unintended network requests with local_files_only are unrelated subsystems and symptoms." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failing due to datasets are unrelated issues." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both involve Gemma4 behavior, but one is resize_token_embeddings propagation and the other is bidirectional attention masking; different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading failures, but one is Qwen3VL MoE-specific and the other is state_dict ordering; no evidence they share the same root cause." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Saving Pipeline objects and AMD quark class not updated are unrelated features and failure modes." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Pipeline save_pretrained and disk-offloaded Qwen3-VL save failure are different save/offload paths, not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output attribute regression is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are both save-related but not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 attention-mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3 video missing fpn_position_embeddings affect different models and code paths." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config vocab_size and patchtsmixer post_init eligibility are unrelated config/model-definition issues." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility problems, but one is Python 3.9+ vs 3.10+ packaging behavior and the other is 3.14 load failure; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python import errors and auto_docstring printing lint diagnostics are unrelated tooling issues." + }, + { + "left": "issue:29925", + "right": "issue:33453", + "accept": false, + "reason": "SigLIP use_fast enforcement and tokenizer-loading regression are both tokenizer-related but not clearly the same underlying defect." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention-mask logic and stale config.dtype after from_config are different model initialization bugs." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return values in a specific indexer and DeepseekV3MoE divergence are unrelated model implementation problems." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict loading order and Qwen3.5 save_pretrained regression are both loading/saving related, but not the same concrete bug." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure and CLI completion breakage with huggingface_hub 1.22.0 are unrelated compatibility issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output attribute regression and Qwen3.5 checkpoint-saving regression are different models and different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3Config missing vocab_size and special_tokens list-vs-dict handling are unrelated issues." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Qwen3.5 num_labels propagation are unrelated configuration bugs." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask assignment bug and tensor parallel training optimizer-state bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file import errors and DebertaV2Model parsing/IndentationError on Python 3.13 are distinct parser/runtime issues." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs omission and Qwen3.5 variable-length position_ids failure are unrelated training/inference bugs." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Model loading with sorted state_dict and Gemma pipeline roundtrip on \u2581 are not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and PPFormulaNet training-loss bug are unrelated model-specific issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update no_grad decoration and broad import errors after version upgrade are not the same underlying problem." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args being ignored and Trainer import failing because of datasets are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing weight loading and Qwen3.5 Moe from_pretrained error are separate model-loading bugs." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a typo in cache strategies are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask assignment bug and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bounding box hallucination and RTDetrLoss infeasible cost matrix are different vision-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": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": 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"issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:42548|issue:44351", + "issue:28282|issue:33453", + "issue:43010|issue:45850", + "issue:45125|issue:45478", + "issue:43618|issue:44977", + "issue:45125|issue:45375", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:43525|issue:47317", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:42898|issue:46664", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:45071|issue:47317", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:43874|issue:46617" + ], + "prepared_review_unit_hash": "c2156008e874f15ec55bf93722bb9175e0bd89193db9191861a7e11da71cbdba", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of unrelated Transformers issues: import/export regressions, tokenizer/config problems, tensor-parallel failures, multimodal/model-specific bugs, and CI flakiness. The soft pairs mostly share broad vocabulary rather than the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44246 is the broadest representative of the set (import-time regression) and has notable discussion/inbound signal, but the cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best single representative because it captures the most general user-facing import regression theme in this cluster, even though it does not subsume the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Both mention bbox behavior, but one is a Qwen3-VL output bug and the other is a flaky test about out-of-range coordinates; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different model-state/export issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs loading Qwen2-57B-A14B-Instruct causing OOM; same subsystem, different failure mode and likely different fix." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init allowance are unrelated model/API changes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both relate to import costs, but one is a code cleanup about import * usage and the other is an intermittent import latency report; not clearly the same bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Set_seed-related flaky model test and xdist race on captured_info.txt are different CI issues." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load error and missing deepstack_visual_indexes are different config/load problems." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "no_grad decoration for cache updates and Python version compatibility are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state_dict loading and incorrect visual encoder keys on save_pretrained are different load/save regressions." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths; not the same underlying breakage." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError for AutoModel and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific no_grad decorator request and a broad complaint that v5 breaks many models are not the same issue." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan is a specific tensor-parallel metadata bug; the from_pretrained error on Qwen3.5 MoE is broader and not proven to be the same root cause." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions assignment and Qwen3.5 flash-attention generation failure are different model-specific bugs." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different Qwen3.5 MoE config omissions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated implementation issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leak and AddedToken special-argument duplication are unrelated tokenizer/load bugs." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4Config missing pad_token_id and PPFormulaNet training-loss bug are different model-specific problems." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related flaky integration test and GraniteSpeech CI stale device override failure are different test failures." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SamHQ test flakiness and inability to load Phi-4 multimodal are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash and trust_remote_code cache FileNotFoundError are different serve/load code paths." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup-space behavior and SmolVLM num_frames semantics are unrelated model/input-processing issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload after upgrading from v4.57 to v5.2/5.3 are different failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression and checkpoint reload compatibility are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated changes." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export and trust_remote_code cache FileNotFoundError are different import/load failures." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type checking regression and PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env command and AttentionInterface.register behavior change are different CLI/API issues." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a Chinese report about much slower filtering after upgrade are not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 OOM regression and checkpoint reload incompatibility are different problems." + }, + { + "left": "issue:44246", + "right": "issue:43065", + "accept": false, + "reason": "Import slowdown and Sam3PixelDecoder Conv2d placeholder are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:30333|issue:33453", + "issue:45850|issue:47110", + "issue:30990|issue:31795", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:43010|issue:43232", + "issue:46143|issue:46144", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:29870|issue:31795", + "issue:44038|issue:45125", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:44230|issue:46095", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:45362|issue:45850", + "issue:45375|issue:47110", + "issue:44485|issue:44961", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:43352|issue:44961", + "issue:44315|issue:46209", + "issue:44961|issue:45468" + ], + "prepared_review_unit_hash": "7f8749bce9fd97cd78fdae56aef96e001eb2e9da02efa0033dc224fb8b3bd369", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous; most pairs share only broad v5-era similarity, not the same concrete bug. I found no convincing duplicate/merge candidates, so the safest canonical issue is the broad v5-regression umbrella.", + "confidence": 0.24, + "canonical_issue_reason": "Issue #45850 is the broadest umbrella (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the loose v5-regression theme of the cluster, though it is not a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "#45850 is the most representative issue for the cluster\u2019s loose pattern of v5 breakage reports across models and APIs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Unrelated: MLflow job reporting vs tokenizer loading regression." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Both are v5 breakage reports, but the concrete failures differ." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs documentation confusion." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors for different symbols." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Related FP8/MoE area, but one is save_pretrained and the other inference support." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation/cache internals, but not the same bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "RoFormer-related, but one is kwargs passthrough and the other attention interface usage." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different processor/video semantics vs missing vision backend handling." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leak vs FP8 MoE save behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are model loading regressions, but for different models and failure modes." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting bug vs tensor-parallel training bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs about pipeline removals vs unrelated issue." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Generate() runtime error vs model.forward docs confusion." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but different tensor-parallel/loading problems." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network/file loading bug vs unrelated issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors vs type-checking regression." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env command bug vs model import error." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env command bug vs type checking regression." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support vs weight-conversion script question." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "CLI/env command bug vs huggingface_hub/typer compatibility failure." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different import/CLI breakages in unrelated code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation issue vs import error." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs pipeline docs mismatch." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video attribute error vs cache FileNotFoundError." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for HybridCache vs trust_remote_code cache loading failure." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel integration bug vs DSA indexer discussion." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "General v5 breakage theme, but not the same concrete failure." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field in Qwen3.5 MoE vs special_tokens list handling." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation vs unrelated issue." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Config missing pad_token_id vs special_tokens structure error." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache bug vs cache-strategy typo." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention support vs unrelated issue." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime problems; not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated issues; no shared concrete 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": 1, + "component_count": 27, + "review_unit_index": 64, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44077|issue:44861", + "issue:43867|issue:47110", + "issue:44623|issue:45230", + "issue:45381|issue:46664", + "issue:44273|issue:45003", + "issue:44485|issue:46664", + "issue:41669|issue:43673", + "issue:44466|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44655|issue:44861", + "issue:43408|issue:44315", + "issue:44492|issue:45850", + "issue:41669|issue:46218", + "issue:44295|issue:45230", + "issue:44492|issue:46328", + "issue:43976|issue:44393", + "issue:44297|issue:45230", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:41669|issue:44351", + "issue:46018|issue:46172", + "issue:43976|issue:46218", + "issue:43298|issue:46095", + "issue:43976|issue:47176", + "issue:31795|issue:33453" + ], + "prepared_review_unit_hash": "521a1282f8e40c92030191465f2f78d7ef91cb2f4fd0320290a35ac56dba77a7", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38208, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items span many unrelated issues. None of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected. If forced to pick a representative issue, #44556 is the most concrete v5-regression/loading report, but there is no strong true canonical for the whole set.", + "confidence": 0.89, + "canonical_issue_reason": "#44556 is the most concrete, reproducible regression report in an otherwise heterogeneous set, centered on checkpoint reload compatibility after a version upgrade.", + "canonical_pr_reason": null, + "best_issue_reason": "#44556 is the best representative issue because it states a specific failure mode, version context, and user impact more clearly than the vaguer broad complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "One is a lazy-loading bug; the other is a TensorBoard/TensorFlow backend issue. Different subsystems and failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Both relate loosely to model internals, but one is about optional post_init handling and the other is a tied-weights helper crash. Not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "A state_dict loading error and a special_tokens dict/list mismatch are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "#45230 is too generic to establish the same save_pretrained processor-file bug." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Different models and different video-processing bugs: wrong position_ids vs inconsistent num_frames semantics." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading concerns, but one is a general lazy-loading failure and the other is unsafe sys.modules access. Not enough to dedupe." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM RoPE implementation discussion is unrelated to SmolVLM video-frame semantics." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import * slowdown in models is different from missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Device-dependent lm_head serialization and checkpoint reload compatibility are related only broadly; the concrete bug and fix are not the same." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing pad_token_id on Llama4Config is not the same as the broad 'many models break' complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a distinct concrete config bug, not the same as the generic version-wide report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is 2D bbox output trouble and the other is an infinite loop on a specific image. Different symptoms." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output issues are unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are checkpoint/loading regressions, but one is generic version-upgrade reload failure while the other is a remote-code/meta-init incompatibility. Not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 control settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "A broad 'v5 breaks many models' complaint is not the same as a CLI completion error from huggingface_hub 1.22.0." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import-time pain, but one is slow import and the other is lazy loading not working. Too broad to treat as the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and a tied-weights helper AttributeError are different save paths and failures." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type warning and a Liger Kernel/model_init application issue are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code is not the same as a broad compatibility regression report." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * slowdown is unrelated to a missing Qwen3_5ForCausalLM import/export." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is not the same as a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch in save_pretrained is distinct from an unspecified bug report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test due to missing set_seed and a scheduler kwargs bug are different issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance and a testing_utils bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command and scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Environment command breakage is unrelated to a shell-operator allowlist bypass security bug." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * cleanup/performance and HybridCache import failure are different import/export issues." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a dtype/transpose bug are different model issues." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility failure and a missing Qwen module import are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight-conversion question." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python compatibility and command-substitution allowlist bypass are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward and tokenizer loading regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 65, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45656", + "issue:45850", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:45230|issue:45656", + "issue:45468|issue:46894", + "issue:44360|issue:45468", + "issue:43976|issue:47177", + "issue:43576|issue:44273", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:31795|issue:34689", + "issue:44861|issue:47110", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:43576|issue:46218", + "issue:42913|issue:43066", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43352|issue:47177", + "issue:43606|issue:45468", + "issue:43502|issue:43519", + "issue:44861|issue:47059", + "issue:43519|issue:44623", + "issue:45850|issue:46218", + "issue:44263|issue:45468", + "issue:43704|issue:45341", + "issue:28348|issue:45250", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:45290", + "issue:44230|issue:44623", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:28348|issue:43352", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44230|issue:45310", + "issue:31515|issue:38617", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296" + ], + "prepared_review_unit_hash": "d7fd9e4f6ec0c22a52745b5e3330f2acc596d703cfad6e6c01ba542377da3058", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40655, + "estimated_input_tokens": 10164, + "estimated_eval_tokens": 20584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated issue reports. A few pairs share broad wording (e.g. tokenizer, flash-attention, processor bugs), but they do not appear to be the same concrete underlying bug or change. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43519 is the closest thing to a hub because it participates in several soft-similarity links, but the linked reports still span different models and code paths, so it is not a safe canonical duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related bugs, but one is Qwen3VL timestamp math and the other is SmolVLM video padding; different code paths and fixes." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Model-init Liger-kernel application and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation and shell allowlist bypass are unrelated subsystems." + }, + { + "left": "issue:45230", + "right": "issue:45656", + "accept": false, + "reason": "Generic bug report versus a deepspeed optimizer-step duplication bug; no shared concrete issue." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma4AudioRelPositionalEncoding and CohereASR double-shift loss are different model-specific bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility and tar/zip slip RCE are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command and lazy loading failure are different changes." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE are both model internals, but not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation bug and archive write RCE are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading regression and inverse_sqrt scheduler kwargs bug do not share a code path." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 Vision model loading breakage are different issues." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weight key crash and special_tokens dict/list error are different failures." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and Qwen3ForCausalLM VRAM leak are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command breakage and Qwen3_5ForCausalLM import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but one is broad behavior drift and the other is a specific decoder-type issue; not enough to treat as one bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different math paths." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders and RoPE implementation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and VRAM leak are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 regression complaint and archive RCE are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad v5 regression complaint and shell allowlist bypass are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention 2.0 support gap and archive RCE are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma4 audio positional encoding are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network request leak and processor timestamp bug are different issues." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key crash and CLI completion API breakage are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic v5 breakage and Qwen3_5ForCausalLM import failure are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue and Gemma4 audio positional encoding are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak and a testing_utils bug are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic title; not enough to prove the same underlying change." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Missing FA2 support for Nemotron and Qwen3_5ForCausalLM import failure are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import error and Qwen3_5ForCausalLM import error are different modules and fixes." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and processor.save_pretrained file omission are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and the unrelated placeholder issue title are not the same bug." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment placeholder issue and archive RCE are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment placeholder issue and shell allowlist bypass are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 support topics, but they target different model classes and likely different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated placeholder issue are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attention regression and unrelated placeholder issue are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained load error are different problems." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and a missing import are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder-mask error and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow finalization on failure and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training 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": 1, + "component_count": 27, + "review_unit_index": 66, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-535", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43298|issue:44230", + "issue:31515|issue:31795", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "02066b81cca16f5bbce4ea45d98fae0465a23e79f20bed67bdf11e5956be25b2", + "component_budget": { + "node_count": 535, + "item_count": 535, + "soft_pair_count": 1971, + "serialized_chars": 1022199, + "estimated_input_tokens": 255550, + "estimated_eval_tokens": 511356 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 14, + "serialized_chars": 11436, + "estimated_input_tokens": 2859, + "estimated_eval_tokens": 5974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster is present here: the issues span unrelated topics (checkpoint loading speed, docs, norm typing, tokenizer warnings, model architecture questions, etc.), so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items do not describe one underlying bug or change, so there is no safe duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative of a duplicate set; if forced, issue 43240 is the broadest and most actionable, but it is not a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous-batching support and fp8 MoE inference are different feature gaps with different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed and forward-input documentation are unrelated concerns." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init weight behavior and RoFormer attention interface usage are distinct implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model-specific bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint typo and tokenizer regex warning behavior are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and loss kwargs propagation are separate API/model behaviors." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention plumbing are not the same underlying defect." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling does not overlap with tokenizer warning regressions." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These affect different models and different failure modes; not mergeable as one fix." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss-input behavior and a quantization attribute typo are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hints in ModernBERTConfig and a typo in quantization conversion are separate issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs forwarding and config annotation correctness do not describe the same bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm semantics is unrelated to a ModernBERT config type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are unrelated model-specific problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "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-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "d6f5bd07411c8a67e211f6e56d0a7ba0c12f6f514298fc8a3b62d35b8b1e5533", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they cover unrelated topics (token truncation behavior, ReduceLROnPlateau-like functionality, and Wav2Vec2 word boundary offsets).", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue exists for deduping because the cluster is heterogeneous and the three issues address different features/problems.", + "canonical_pr_reason": null, + "best_issue_reason": "If an anchor must be chosen, issue 11307 is the most discussion-heavy and concrete, but it is still unrelated to the other two issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: truncation direction for tokenization vs Wav2Vec2 word time offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: truncation option vs scheduler behavior/functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared bug or code path; scheduler functionality and Wav2Vec2 offset extraction are separate topics." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "88fffc4734a27db1ce066c6353a2d01199aef26d8d6cb19be5568e8d1f64247c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are not true duplicates: one is about Tapas tokenization, one about a misleading auth/download error, and one about failing to load bert-base-uncased. The soft-similarity links look superficial rather than the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 16618 is the best single representative of the cluster because it is the clearest, most concrete runtime failure report; however, the cluster is heterogeneous and the other issues are not duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the strongest standalone issue here: it describes a specific model-loading failure with a clear user-facing symptom, unlike the other two unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch and bert-base-uncased loading failure are different components and failure modes; they do not describe the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A bad error message when downloading a private model without login is an authentication/message-quality issue, not the same as failing to load bert-base-uncased." + } + ] + }, + "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": 27, + "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-19631-3", + "nodes": [ + "issue:19631", + "issue:20362", + "issue:22372" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362" + ], + "prepared_review_unit_hash": "5329c6df7acea51a52f6f5de6e2f7b7c9c9381f523ed972ab2efe294237e43b0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate feature requests for adding different models (EDSR/MDSR, FlexiBERT, Restormer). They share the same request pattern but not the same underlying change, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:19631 is the broadest and earliest request, but only as a cluster representative; it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "Different model addition requests with no shared code path or concrete duplicate target; only the phrasing is similar." + }, + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Both are 'Add X' requests, but they refer to different models and likely different implementation work, so they are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 27, + "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-26350-15", + "nodes": [ + "issue:26350", + "issue:27088", + "issue:28936", + "issue:30191", + "issue:30240", + "issue:33260", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299", + "issue:47402" + ], + "soft_pairs": [ + "issue:26350|issue:33260", + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:47402", + "issue:27088|issue:43834", + "issue:27088|issue:30191", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:30191|issue:30240", + "issue:28936|issue:30191", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:47402", + "issue:30240|issue:43834", + "issue:30240|issue:47299", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:47402", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47402", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:47402", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44370|issue:47402", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:46222|issue:47402", + "issue:43834|issue:46222", + "issue:46226|issue:47402", + "issue:46226|issue:46931", + "issue:44370|issue:46931", + "issue:44365|issue:46931", + "issue:43834|issue:46931", + "issue:46931|issue:47402", + "issue:47299|issue:47402", + "issue:46226|issue:47299" + ], + "prepared_review_unit_hash": "f93c7f162e1374f6f3b23504c0357ffd10c920d56ace0b4c027b3711c2f28a6a", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 26216, + "estimated_input_tokens": 6554, + "estimated_eval_tokens": 13364 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 26216, + "estimated_input_tokens": 6554, + "estimated_eval_tokens": 13364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: one feature pair is unrelated (Flash Attention 2 vs GGUF), and the rest are similarly themed but distinct documentation-translation requests for different languages/placeholders.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43834 is the most generic and centrally connected translation-template issue, so it is the best representative anchor if one must pick a canonical issue; however, the linked language-specific requests are not actual duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global duplicate canonical because the cluster mixes unrelated feature requests with distinct locale-specific translation tasks; 43834 is only the closest representative by template similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 support vs GGUF support. Same broad subsystem, but not the same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same translation-template pattern, but different language-specific request; not the same docs translation task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same translation-template pattern, but different language-specific request; not the same docs translation task." + }, + { + "left": "issue:27088", + "right": "issue:47402", + "accept": false, + "reason": "Same translation-template pattern, but different language-specific request; not the same docs translation task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same translation-template pattern, but one is Turkish-specific while the other is a generic placeholder; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:30191", + "accept": false, + "reason": "Different translation requests for different locales; similar template, but not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Same docs-translation template, but Spanish vs generic placeholder; distinct request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish), so these are separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Same translation template, but different locale request; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Different target languages, so these are separate translation tasks." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages, so these are separate translation tasks." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Different language translation requests; same template, not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Different target languages (Spanish vs Persian), so these are distinct requests." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Different language/placeholder translation requests; same template only." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Different language/placeholder translation requests; same template only." + }, + { + "left": "issue:30240", + "right": "issue:47402", + "accept": false, + "reason": "Different language/placeholder translation requests; same template only." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Polish-specific translation request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:30240", + "right": "issue:47299", + "accept": false, + "reason": "Different language/placeholder translation requests; similar wording is not enough to merge." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Different language translation requests; same template, not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language translation requests; same template, not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:47402", + "accept": false, + "reason": "Different language translation requests; same template, not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder template; distinct issue." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Different translation requests; no evidence they refer to the same locale or work item." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Generic placeholder translation issue versus another placeholder translation issue; similar structure, but not enough to prove the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Generic placeholder translation issue versus another placeholder translation issue; similar structure, but not enough to prove the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:47402", + "accept": false, + "reason": "Generic placeholder translation issue versus another placeholder translation issue; similar structure, but not enough to prove the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Generic placeholder translation issue versus another placeholder translation issue; similar structure, but not enough to prove the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Looks like another distinct placeholder/spam-like translation request; no evidence it is the same issue as 43834." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Generic template similarity only; no proof they are the same locale or same translation task." + }, + { + "left": "issue:44365", + "right": "issue:47402", + "accept": false, + "reason": "Generic template similarity only; no proof they are the same locale or same translation task." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Generic template similarity only; no proof they are the same locale or same translation task." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different placeholder/translation-style issues; similarity alone is not enough to merge." + }, + { + "left": "issue:44370", + "right": "issue:47402", + "accept": false, + "reason": "Generic template similarity only; no proof they are the same locale or same translation task." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Generic template similarity only; no proof they are the same locale or same translation task." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different placeholder/translation-style issues; similarity alone is not enough to merge." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:46222", + "right": "issue:47402", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:46931", + "right": "issue:47402", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:47299", + "right": "issue:47402", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + } + ] + }, + "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": 27, + "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-36718-22", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:42954|issue:45177", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "791104f794b2a0aabbe67b469d50d47b720d6c450b9846b6dd91099088361263", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31683, + "estimated_input_tokens": 7921, + "estimated_eval_tokens": 16098 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31683, + "estimated_input_tokens": 7921, + "estimated_eval_tokens": 16098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are mostly separate model-request tickets across different model families and modalities. The name similarities are superficial, so I would not merge any of the soft pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No true duplicate canonical exists in this set; issue 37015 is the closest representative only because it is a standard model-add request with substantial discussion, but it should not absorb the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 37015 is the most representative hub-like request among these, but the cluster is not actually duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa and LoMa are different keypoint models; similar naming only." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different model families and unrelated integration requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks: EuroBert config vs Qwen3-TTS audio support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are distinct models with no shared code-path." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert and MiMo are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision models." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different modalities and models." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Object-detection model support and sparse-transformer support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target different model types." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition and weight-sparse transformer support are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT and LLMDet are different model integrations." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct models with no common bug." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet and MiniCPM3 are different model requests." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet and Qwen3-ASR are unrelated." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are different model support requests." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are unrelated model families." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and sparse-transformer support are different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model support requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are not the same issue." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and generic RoPE/BERT-like support are different requests." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "RoPE BERT-like models and MiMo are unrelated model families." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "The user-name issue is not a model request and is unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo and SAM3-LiteText are different model domains." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet and MiMo are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS are distinct model additions." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and MiMo are different model families." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 are unrelated requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but target different audio tasks." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different concrete model support requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated models." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse-transformer support are different code paths." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and Granite SWA+sink option are different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are distinct model support tickets." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated models." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet and Voxtral TTS are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS and the Mirko Privitera issue 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": 7, + "component_count": 27, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "41abd028d4be05c3db3f80ff1e49203b4827f9ea820a4324f8b2d48e157d64d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are unrelated: #38740 is a docs request to add Pruna as an optimization framework, while #46443 is a Vision RoPE refactor. There is no duplicate/merge relationship here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and artifact types: a documentation/framework listing request versus a Vision RoPE code refactor. They do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "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": "549414449385174cce4b25c5c6b32c47b3f9b257380db62968cc1dabcb6f8f05", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about set block decoding, the other is a feature request for DeepSeek v3.2 support.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests and likely different code paths; no indication they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "724a5c0ad7f537123efaf7c0136a794df609ed155f3529213b09f2119816e4ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair does not look like a duplicate cluster. One issue is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other is about integrating TiledMLP for lower memory use; they target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue stands out because these are distinct requests rather than the same underlying bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes: FLCE flag plumbing in `from_pretrained()` vs TiledMLP integration for memory reduction. Shared broad optimization context is not enough to treat them as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "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": "e4ecd68c60a7aac7ae01989ce5d3686a8d49407e4639b38943c73e2738fc5e59", + "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 both mention Trainer customizability, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They are related in theme, not the same bug.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying concerns. #43598 is about making `remove_unused_column` more customizable in Trainer; #43600 is about accounting for custom trainers when estimating FLOPS. Shared Trainer/customization context is too broad to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "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": "8537a5d966e6ee1fa84cc8c41ed6be50d0e7b3dac6d849daddbcaf0caf98d169", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are feature requests for different Qwen model variants and different AutoModel APIs, so they do not look like duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the more general registration request and targets core AutoModel/AutoModelForConditionalGeneration support for Qwen3-Omni, making it the broader canonical issue within this pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best representative because it describes the underlying model-registration gap at the framework level rather than a specific downstream task head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different concrete requests: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. They concern different model families and different code paths, so they 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": 12, + "component_count": 27, + "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": "5b68de6837469c80190e2f28219d29e699e929f684a5451437b4acff18018176", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact same title \"huggingface\" and appear to be duplicate placeholder reports; the \"Fett\" issue is unrelated. I would cluster the three huggingface issues together and keep issue 43845 as the representative canonical issue.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" reports and is a reasonable representative for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best single issue to keep because it is the earliest matching report and has the same exact title as the other likely duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared content beyond generic similarity; no evidence they describe the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of a shared underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence of a shared underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title, same general metadata pattern, and created seconds apart; they look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same topic; despite a later timestamp, they still look like duplicate reports of the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same topic; these look like duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster decision is grounded in the packet: 43845, 43846, and 43859 share the same title, while 43835 is clearly different. The canonical pick of 43845 as the earliest of the matching reports is reasonable. The only mild caveat is that \"placeholder reports\" is an inference, but the overall summary and pairwise verdicts stay within conservative bounds." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "d98dde3f13f42e0b00e24b109a2dd8f7c1dca7e11638ad0a811a340aea33c880", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-information, likely spam/off-topic issues with no concrete shared bug report or fix. A few issues share the literal title \"\", but that is not enough to treat them as duplicates of the same underlying problem.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44572 is the cleanest placeholder canonical because it matches the other identical \"\"-titled items most closely, but none of the issues provide enough substantive detail to justify a real canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "None of these are strong canonical issue candidates; 44572 is only the least-bad placeholder due to matching the repeated spam title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam-labeled issues with no substantive description; same title pattern is not enough to show the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-style titles, but no concrete bug, request, or shared context to establish true duplication." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like, the other is a vague documentation suggestion; they do not describe the same problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a community benchmark tip; unrelated content and no common underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an unrelated \"Google LLC\" check-out topic; no shared issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation request and a spam placeholder are not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No evidence the documentation suggestion and spam placeholder refer to the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same generic spam title, but that only indicates similar low-quality submissions, not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; different topics and no concrete overlap." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated check-out text; no shared bug or fix." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Different content categories; the shared soft similarity is too weak to be a duplicate." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap beyond being low-information issues." + } + ] + }, + "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": 27, + "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": "1448e3ca3bf5f62ce0d6aad0a5c104c9a829182370a74024e8131ece3e7978bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues look like likely duplicates: they have identical titles, similar body lengths, and a moderate text-similarity signal. The evidence is strong enough to treat them as the same underlying issue, but not so strong that they should be described as near-perfect duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45145 is the better canonical choice because it has the same title as issue:45151 and also has a small amount of extra reference signal (one inbound reference versus none).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best issue representative because it appears to be the more established thread while still matching the other issue closely in title and content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles and broadly similar bodies indicate the same underlying issue, though the similarity is not perfect and there are small metadata differences, so this should be treated as a likely duplicate rather than an exact match." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is plausible, but the write-up overstates the evidence. The packet only shows soft_similarity plus identical titles and similar body lengths; Jaccard is moderate, not near-perfect. There are also small metadata differences (discussion activity and inbound references), so phrases like \"near-perfect duplicates\" and \"no distinguishing metadata\" are too strong. Please keep the verdict more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "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": 16, + "component_count": 27, + "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": "61b08d697a8edd02d2e38d549eaed26d388c8cdd5fab080ff1fc962233cef6f0", + "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 closed issues appear unrelated: they are just different personal-name titles with different dates and no shared evidence of the same bug or request. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues do not describe the same underlying problem or record; the titles refer to different people and dates.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue. Neither item is a duplicate of the other, so there is no representative issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Rejected: only weak textual similarity in the titles; they reference different names and birth dates, with no shared content or explicit linkage indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "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": "c3e4e320065c9cfef2d779d4d421bc01d451f3e2bd6db18f833d02b6d4901c75", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues contain only unrelated personal-name/date titles and no technical body, so they do not appear to describe the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative: both are empty, non-technical, and unrelated in title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles refer to different people and different dates; there is no evidence they describe the same bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "1056bdf468766f80c51bceafc5c59af504e74916b010dd00b1bfbf998407e15d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new Qwen3.5 token-classification/value-model class, while the other asks for FP8 training support. They concern different model API features and different training/runtime capability work.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more concrete, narrowly scoped feature request; it names a specific missing model class and intended use.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the best representative of the cluster only because it is the most specific and actionable; issue 46295 is a separate broad training-capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding a Qwen3.5 token classification model/value head versus supporting FP8 training. No shared code path or concrete duplicate problem is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "5faa3a45b008b449b87ab192ec058a55011ccfbacb2c299d5d9d08bde0ef6317", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two issue pairs appear to be duplicates based on the visible metadata: 45870/45871 and 45872/45873. Issue 45869 is finance-related too, but its title indicates a different dataset/sample request and does not match the other issue topics.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is the earliest of the repeated \"Example: Financial time series prediction with DataForge\" pair and is a clean representative for that title.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the clearest overall representative among the listed issues because its title is specific and it also has a matching duplicate in 45873.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both are finance-related, but the titles point to different requests: a dataset bundle versus an example. The visible metadata does not support treating them as the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related domain, but the request types differ. This does not look like the same underlying issue from the title metadata." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "The titles are identical and the body lengths match, so these appear to be duplicates based on the visible metadata." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "They share the finance/DataForge theme, but the titles describe different items: an example versus a scraping-service concept. That is not enough to treat them as duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different titles and different apparent scope; only the broad finance/DataForge context overlaps." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Shared theme only. The visible titles indicate different requests, so they do not look like the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "The titles point to different content, with only a broad contextual overlap. Not enough evidence for duplication." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "The titles are identical and the body lengths match, so these appear to be duplicates based on the visible metadata." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairings are plausible from the metadata, but the writeup is a bit too strong for the packet: identical titles and body lengths support likely duplicates, yet \"exact duplicate\" / \"matching scope\" goes beyond what is directly evidenced here. Please soften the certainty (e.g., \"appear to be duplicates\") and keep the summary strictly grounded in the visible metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "15f581b15a90e09908876f1edf4e755bface4d3ec6ebb4df74e2af91da406b1e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1639, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1639, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve static-cache failures around linear-attention/Qwen3.5, but they describe different concrete breakages: one is a `KeyError` for `linear_attention`, the other is shape corruption during `early_initialization` leading to a `RuntimeError`. They are related but not clearly the same duplicate bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 46439 is the better representative because it describes the underlying failure mode more concretely (`early_initialization` corrupting linear-attention shapes) rather than only the downstream crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the most useful issue to keep as the cluster representative since it names the specific code path and failure mechanism, which is more actionable than the broader crash report in 46441.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "They are adjacent static-cache/linear-attention regressions, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). No evidence they are the same underlying bug or should be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "b0612a1b21baacdb9c5ff8649eff01886f1463f86dcaff69da977554cbe5ecd8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1708, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1708, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-identical likely duplicates describing the same Wav2Vec2CTCTokenizer v5 special-token regression. Issue 46552 is the better hub because it has more inbound references and slightly more discussion activity.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 46552 is the stronger canonical hub: it matches 46551 on title and body length, appears to report the same bug, and has more inbound references/discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46552 is the best representative issue because it most likely describes the same underlying tokenizer bug and is better connected in the discussion graph.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and matching body size strongly indicate the same report; the evidence supports treating them as near-identical duplicates, though not with absolute certainty." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate conclusion is plausible, but the writeup overstates the evidence. The packet confirms identical titles, equal body length, and a strong soft-similarity signal, plus 46552 has more inbound references/activity, but it does not explicitly prove the issues are verbatim duplicates or the exact same report. Please soften the summary to something like \"near-identical likely duplicates\" unless you have body-content evidence or explicit links." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "98b8bf74a13d569e110a6a0e2b5790ea7cf8d87cea66ce1c11da404c33c21b9d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not the same underlying bug: one reports a tensor shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46657 is the more concrete defect report; 46692 describes a different failure mode (OOM) rather than the same tensor-mismatch bug.", + "canonical_pr_reason": null, + "best_issue_reason": "46657 is the better representative issue because it names a specific training-time error condition, whereas 46692 is a broader resource-exhaustion symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "The titles indicate different problems: tensor size mismatch vs out-of-memory. They do not look like the same code-path bug or a mergeable duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "f38c78c18b29102c8f7dd8eb222670b2d68a9d8abc94cce0bcf94880756e0781", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are superficially similar because both involve model loading and memory placement, but they describe different bugs in different loading paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch behavior. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46822 is the cleaner canonical issue because it describes a specific ZeRO-3 zero.Init partitioning failure on a composite submodule and the resulting multi-GPU OOM, with a concrete model/component target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46822 is the strongest representative of the cluster because it is the more precise bug report and centers on a concrete code path rather than a broad loading/memory symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "They are different underlying problems: #46822 is about ZeRO-3 zero.Init failing to partition a composite language submodule, while #46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU. Shared loading/OOM language is not enough to treat them as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "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-46906-21", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309", + "issue:47377", + "issue:47390", + "issue:47406" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47309", + "issue:47279|issue:47377", + "issue:47309|issue:47377", + "issue:47182|issue:47309", + "issue:47227|issue:47309", + "issue:47390|issue:47406", + "issue:47377|issue:47390", + "issue:47279|issue:47390", + "issue:47227|issue:47390", + "issue:47256|issue:47390", + "issue:47377|issue:47406", + "issue:47279|issue:47406", + "issue:47120|issue:47406", + "issue:47256|issue:47406" + ], + "prepared_review_unit_hash": "786bfb7d7874f4f5898b690902768f4a3c0f992068802068b186fc4608b952a0", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 68, + "serialized_chars": 36202, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 68, + "serialized_chars": 36202, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a series of date-stamped '[serge] integration failure triage' issues. They are highly similar by template, but each one appears to be a separate daily triage report rather than a duplicate of the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47279 is the most central report in the series, with the highest inbound references and discussion activity among the closed items, so it best represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47279 is the strongest issue representative overall: it sits near the middle of the timeline, has the most cross-references, and appears to be the main aggregation point for this recurring triage series.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Different daily triage dates; same template, but not the same report or bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Different daily triage dates; these are separate reports in a recurring series." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Date-specific triage entries, not duplicate instances of one issue." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same series title, but each issue corresponds to a different day/run." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "These look like consecutive daily triage notes, not one underlying bug report." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Separate date-stamped triage issues; similarity is only in the template." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different days in the same triage series, not duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Each issue tracks a different day's integration failure triage." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same recurring report format, but not the same concrete failure." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Date-driven triage entries; no evidence they describe one bug." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Different daily reports in the same series, not duplicates." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same subsystem and template, but separate triage instances." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Consecutive daily triage reports, each tied to its own date." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Not the same report; this is a later daily triage issue." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage runs, so not duplicate artifacts." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These are separate daily triage issues, not one bug report." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same recurring triage pattern, but different underlying daily failure context." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Different dates and likely different CI/integration runs." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same series, but each daily issue is distinct." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Date-specific triage reports; no sign they are the same bug." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Distinct daily integration failure triage entries." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different report dates mean different triage artifacts." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same template, but separate day/run and therefore not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "These are separate daily triage issues, not one change or bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Consecutive daily triage reports; similarity is superficial." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different date-stamped triage reports, not the same underlying issue." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Each entry corresponds to a different day\u2019s integration failure triage." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Separate daily reports; no evidence of a single duplicate bug." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring triage series, but different day and likely different failure run." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Not the same report; just another daily triage item." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Different dates and separate triage contexts." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Daily triage issues are related by theme, not identical by bug." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Separate triage entries for different dates." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Different daily integration-failure reports, not duplicates." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Later issue in the same series, but still a separate date-specific report." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same triage-series title, but different dates and separate reports." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "These are different daily triage issues, not one underlying bug." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Shared template only; each issue is a distinct daily report." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Not duplicates; both are separate date-based triage artifacts." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Same recurring series, but each day\u2019s triage is distinct." + }, + { + "left": "issue:47120", + "right": "issue:47406", + "accept": false, + "reason": "Different date-stamped reports; no single concrete bug to merge." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Separate daily triage reports, not the same issue instance." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "The titles match by pattern, but the reports are date-specific." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Distinct daily integration failure triage items." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Same series, but not the same bug or report." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Different triage dates indicate different reports." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "These are recurring daily reports, not duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Separate day-specific triage issues." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Same templated series, but distinct reports." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Different dates and likely different integration runs." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Not the same underlying bug; just the same triage label." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Each issue is a different daily triage entry." + }, + { + "left": "issue:47227", + "right": "issue:47390", + "accept": false, + "reason": "Different daily reports in the same recurring series." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Separate daily triage issues with the same title pattern." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Date-specific reports; not a duplicate bug fix target." + }, + { + "left": "issue:47256", + "right": "issue:47390", + "accept": false, + "reason": "Different daily triage report, not the same issue." + }, + { + "left": "issue:47256", + "right": "issue:47406", + "accept": false, + "reason": "Same series but different date and likely different run context." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "These are separate daily triage artifacts, not duplicates." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Different dates mean different underlying reports." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Not the same bug; just the same recurring triage format." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Separate daily integration-failure triage issues." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Different date-stamped reports, so do not merge as duplicates." + }, + { + "left": "issue:47279", + "right": "issue:47390", + "accept": false, + "reason": "Same recurring series, but distinct daily reports." + }, + { + "left": "issue:47279", + "right": "issue:47406", + "accept": false, + "reason": "Different date-based triage issues; not the same underlying bug." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "These appear to be separate daily reports, not duplicates." + }, + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "Different triage dates, same template only." + }, + { + "left": "issue:47377", + "right": "issue:47406", + "accept": false, + "reason": "Later daily triage report; not the same issue instance." + }, + { + "left": "issue:47390", + "right": "issue:47406", + "accept": false, + "reason": "Same recurring triage series, but each day is a separate issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "21b24e4985d76676c164bb0f72003ebd532dc4c1b1ccb3bff8b7c90562f3d92a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues have the exact same title and very similar metadata, and the soft-similarity signal is strong enough to treat them as duplicates. The earlier report should be kept as canonical.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #46983 is the earlier of the two closed issues, and it has the same title as #46984 with strong soft-similarity support.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is the best representative because it was opened first and is matched by the same title and similarity signal as #46984.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Accept: the issues share the exact title, were created minutes apart, are both closed, and have strong soft-similarity support. The packet does not show any metadata suggesting they are different reports." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-issue conclusion is plausible from the packet, but the rationale overstates the evidence in a few places. The packet only shows identical titles, close timestamps, closed state, and soft-similarity; it does not establish that the issues have the same request or that their scope is indistinguishable. Please keep the reasoning limited to what is directly supported by the metadata and similarity signal." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "10d3169d560f6f95aeb5eed3bd7550c1614d55105ccd27f5c926e2d1f36711a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related at the topic level (AI-driven vulnerability discovery) but describe different writeups/projects, not the same underlying bug or request. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Similar AI-security theme, but the titles point to different artifacts: one is about lessons from using advanced LLMs, the other about a novel transformer-based vulnerability discovery system. No evidence they are the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "b21f8ad092a32673710b5ebf5c27e6e025d486877ddefe1dc1df76bc90552fbb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look like very strong duplicates: they have identical titles, equal body length, and perfect soft-similarity evidence. Based on the available metadata, #47138 is a reasonable canonical choice by tie-break, with #47139 as the duplicate candidate.", + "confidence": 0.92, + "canonical_issue_reason": "#47138 is a suitable canonical issue because it is tied on the visible evidence and appears first, so it can serve as the stable representative of this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the best single issue candidate on the available metadata because it matches #47139 on title and body length and has no sign of being less complete.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Accept: the issues share an identical title and strong soft-similarity evidence (Jaccard 1.0), which is enough to treat them as duplicates even though the full bodies are not shown." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is likely a duplicate, but the analyst overstates the evidence in a few places. The packet supports identical titles, equal body length, and a soft_similarity Jaccard of 1.0; it does not show the full issue bodies, so claims like \u201csame title/content\u201d or \u201csame underlying bug report\u201d are stronger than the evidence provided. The soft-edge accept is reasonable, but the summary and reasons should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 5, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-87", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + 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They target different models and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs solve unrelated problems for different model families (TimesFM covariates vs DINOv3 image classification).", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because they do not describe the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features for different models/code paths; TimesFM covariate forecasting is unrelated to DINOv3 image-classification support." + } + ] + }, + "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": 33, + "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": 4, + "component_count": 33, + "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": "3e893d8fa43487b5cd73ae7780e7c06e7a9a116078c67e7aa257925d69dda80f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related maintenance PRs, but they are not the same change: one updates core GitHub Actions dependencies for Node 24 compatibility, while the other updates docker/build-push-action and a few workflow actions to newer versions. They should remain separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:42975 is the better canonical PR because it has the clearer, narrower purpose and a more consistent action-upgrade theme centered on Node 24 compatibility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They overlap in workflow maintenance, but they target different dependency sets and motivations. 42975 is about GitHub Actions versions needed for Node 24 compatibility; 42976 is about upgrading docker/build-push-action and related actions to latest versions. Not the same underlying fix and not a single merged PR candidate." + } + ] + }, + "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": 33, + "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:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "73d24cc7a0257d2dfd8aafa6297fe5b5bd8481f4ea3b2c82f71d7180945d2de3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are pull requests adding different models, with overlapping boilerplate around docs and auto-registration but no shared underlying bug or change. The soft links are superficial and should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct feature PRs for different models (ViT NEPA, Molmo, CTSM, Step3p7), not duplicates of the same change.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must represent the cluster, #46562 is the strongest standalone candidate because it has the most substantial integration surface in the time-series area and the highest activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and codepaths: ViT NEPA vs Molmo. Shared docs/auto-registry files are generic model-addition scaffolding, not the same fix or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different models and domains: ViT NEPA vision model vs CTSM time-series model. Similar registry/docs edits do not indicate the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions. Overlap in model registry/docs is broad infrastructure work, not a duplicate PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both are time-series model PRs, but they add different models (CTSM vs Step3p7) with different implementation files and targets; they are not mergeable as one duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "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-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922", + "pull_request:47393" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:47393", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "688634745f2ad20407b276624f842ea110cf3d991d1a0245d3a95a27af027245", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 16, + "serialized_chars": 21115, + "estimated_input_tokens": 5279, + "estimated_eval_tokens": 10814 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 16, + "serialized_chars": 21115, + "estimated_input_tokens": 5279, + "estimated_eval_tokens": 10814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated PRs that only share superficial similarity. The only strong duplicate pair is the YOLOS device-mismatch work: PR #46886 and PR #46922 both target the same issue and the same model file, with #46922 appearing to be the more complete fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46922 is the strongest representative of the real duplicate pair because it fixes the concrete YOLOS code path directly (`hidden_states.device`) and also includes the `device_map=\"auto\"` split-module adjustment. PR #46886 looks like an earlier, narrower variant of the same YOLOS bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #46922 is the best overall cluster representative: it is the clearest substantive fix in the only true duplicate pair, and it addresses the underlying YOLOS device-placement problem more completely than #46886.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different scopes: Whisper tokenizer/test cleanup vs CLIP/ViT test placeholders. Superficial test-only similarity, not the same bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test changes are unrelated to FP8 dequantization and model-loading plumbing." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer tests vs generation watermarking/validation changes are different code paths and bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test/tokenization work is unrelated to the YOLOS device-mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both touch tests/CI, but they address different problems: placeholder model tests vs Phimoe integration/CI memory handling." + }, + { + "left": "pull_request:43665", + "right": "pull_request:47393", + "accept": false, + "reason": "Model test edits are unrelated to a README license-link typo." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test scaffolding changes in CLIP/ViT are unrelated to FP8 dequantization and loader logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated: test-only edits vs generation watermarking conversion/validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different subsystems and bugs: model test placeholders vs YOLOS device placement." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequantization work is unrelated to Phimoe CI runner memory/device-map handling." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different areas and failure modes: FP8 kernel/load-path fixes vs generation watermarking config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequantization changes and YOLOS device mismatch are not the same underlying bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config watermarking conversion is unrelated to the Phimoe integration-test CI fix." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking/config validation changes are unrelated to YOLOS device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory-limit/device-map adjustments for Phimoe are not the same bug as the YOLOS model-side device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device-mismatch issue on the same file and same issue target; #46922 adds the direct tensor-device fix plus the no-split-module adjustment, so they are duplicates of the same change family." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate call on PR #46886 and #46922 is grounded: they share the same issue target and the same YOLOS file, and #46922 clearly subsumes #46886 by adding the direct device fix plus the no-split-module change. The other soft-edge rejections are conservative and consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "8e02891f2f41cb85e7b1c3fc7b9f40d51f0302ec419529511d6e24ec73ad9123", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are unrelated test/CI experiments, not duplicates: one touches packaging/versioning and pytest deps, one rewires several comment/notification workflows, and one changes the PR security-gate workflow trigger.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR exists here because the PRs do not fix the same underlying problem or change the same code path.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick the cleanest standalone change, PR 46747 is the most self-contained, but it still is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different targets and behaviors: 43488 is packaging/version/dependency/test setup, while 46747 only changes the security-gate workflow trigger. No same bug or mergeable combined PR." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a repo-bot/setup/test fixture PR; 43532 is a broader workflow/debug diff across CI and notification files. They share only vague test-related context, not the same change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 alters comment/notification workflows and testing utilities, whereas 46747 changes the PR security-gate workflow. These are separate CI changes, not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "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": "aa47182bf3d109d87040412f99ff4a07ed7df23080d20c07f3c6af3a10d680cb", + "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 separate feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share scaffolding and docs patterns, but they implement different pipelines and model integrations, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader, more representative standalone feature PR: it adds the visual segmentation pipeline with more model/test coverage and a larger integration footprint.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the better canonical representative for this cluster because it is the more complete and broadly scoped pipeline addition, making it the stronger exemplar of the feature-work pattern here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: concept segmentation vs visual segmentation. Shared docs/registry scaffolding is not enough to treat them as the same change, and the model/test targets differ." + } + ] + }, + "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": 33, + "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": "b5007f6ca2f320e224235dbceea722209d8746beeed0a4625b2a72d0f7aaeeb4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related in that they both add extensibility hooks in `trainer.py`, but they fix different trainer behaviors: one controls gradient-accumulation loss scaling, the other controls signature-column filtering for model inputs. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the stronger standalone representative because it targets a concrete training-step loss-scaling bug; PR 43663 is a separate trainer API hook for input-column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code-paths and behaviors: 43651 changes gradient-accumulation loss scaling in `training_step`, while 43663 refactors signature-column filtering for dataset inputs. Shared file alone is not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "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-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "78e0db0207de44a145477279e7459fd6eea976eb63c4c826878131b0950ca02c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI module and both mention TypeAdapter NameErrors, but they target different runtime problems and issue targets, so they are related rather than duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader, more representative fix for the CLI annotation NameError and has more context/activity, so it is the better canonical representative of the cluster topic.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the strongest single representative because it directly addresses the TypeAdapter annotation failure in the CLI and appears to be the more central fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not merge: 43656 fixes postponed-evaluation/type-annotation NameError behavior in the CLI, while 43842 specifically handles optional pydantic/TypeAdapter import availability. Same file and similar symptom, but different concrete bugs." + } + ] + }, + "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": 33, + "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": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "609bc4e60aea94ddeacc9272bfb1fb004a8f50acf45215e1a43ff4eb24a044f2", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a wave of model-specific output-tracing refactors, but only a few pairs are true duplicates within the same concrete code path. The clearest duplicates are the GPT-J/CodeGen PRs and the two GPT-Neo PRs; most other cross-model pairs only share the same generalized refactor pattern or tracking issue.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best canonical PR: it is the broadest concrete implementation in the cluster, touches the core GPT-J/CodeGen output-tracing path, and explicitly links to the tracking issue. It is more representative than later narrower GPT-J variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best global representative because it captures the core standardized output-tracing change with the broadest relevant scope, while the rest of the cluster is mostly separate model ports or later rewrites.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and different code paths; same output-tracing theme is too broad to treat as a duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model implementations; shared issue target does not imply the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; 44085 looks like a narrower variant of the change in 44066." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones and different code paths; only the generic tracing refactor pattern overlaps." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models; not the same concrete bug or fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; these are separate ports of the same refactor pattern." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and implementations; too broad to merge as one duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model code paths; same output-tracing modernization only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and different fixes; only the refactor style matches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same code path, so they look like duplicate implementations of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; not the same underlying fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models and different concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; no shared code path." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and different implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models; same refactor theme is not enough for duplication." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet; unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate model implementations, not one bug." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models; both are output-tracing refactors but not the same concrete change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; different underlying code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families and different refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and different concrete implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 versus MGP-STR; same tracing pattern but not the same bug." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are different model stacks; no shared code-path fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer versus VisualBert; not a duplicate." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and different refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; only the generic output-tracing migration matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different models; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are separate code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are different models; not the same fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are different models; same refactor pattern only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 versus GPT-J/CodeGen; not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different models." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM versus LongT5; not the same code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different models; same refactor theme only." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model stacks." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are not the same bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different models; same tracing modernization is too broad." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different models; not a duplicate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are separate code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different code paths; they only share the output-tracing refactor style." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change set; 44722 appears to be a later duplicate/iteration of the same fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file; they plausibly collapse into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; no shared concrete code path." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet are different model families; not a duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different models; same refactor pattern only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are unrelated code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model implementations; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about cross-model similarity. The true duplicate calls that are accepted are supported by shared file/code-path evidence (GPT-J/CodeGen and GPT-Neo), and the many false calls avoid overstating duplicates across different model families. Canonical PR selection is also defensible from the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "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": "313f2f39a9b78d3cd52fe722adb5f7b75c595582b9d3bf613f651510e8fc36bd", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13070, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are related to the same broader theme\u2014migrating different model implementations to standardized output tracing\u2014but they are model-specific refactors, not duplicates of the same bug or change. None of the soft pairs should be merged as one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the best representative of the cluster: it is a clean, focused standardized-output-tracing refactor and is central to the similarity graph with other model migrations.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the strongest standalone representative if one PR must be kept for the cluster, because it is self-contained and most broadly similar to the other output-tracing refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different model families and different code paths (VisualBert vs TextNet); not mergeable as one concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both modernize output tracing, but they target different implementations (MPNet vs VisualBert) with model-specific internals; not a duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different forward/output-capture wiring; shared pattern is too broad to \u0441\u0447\u0438\u0442\u0430\u0442\u044c the same PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; these are parallel migrations, not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output handling, but on different architectures and different concrete layers; they should remain separate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "2955fd414985f8ded760317aa502ad5b769d8bec14a5b9d8b1c98c1d15597c03", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is thematically similar (output-tracing refactors), but the PRs target different model implementations and code paths, so they are not duplicates and should remain separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items are distinct model-specific refactors, not one shared bug or change.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the closest broad representative because it spans two related depth-anything files, but it still is not a safe duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model implementations (timm_backbone vs vision_text_dual_encoder); not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families (timm_backbone vs univnet); only a shared output-tracing pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; not one underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone is unrelated to the mamba/falcon_mamba output-tracing changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (timm_backbone vs rwkv); same broad refactor theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are separate model code paths; 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same refactor motif only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "vision_text_dual_encoder is not the same concrete change as mamba/falcon_mamba." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; only a broad output-tracing cleanup theme." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are distinct code paths and not the same bug fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "univnet and mamba/falcon_mamba are separate model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different targets (univnet vs depth_anything/prompt_depth_anything); not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "upernet and rwkv are unrelated concrete model paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; same high-level refactor wording is insufficient." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "mamba/falcon_mamba and superpoint fix different code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "mamba/falcon_mamba output tracing is unrelated to CodeGen's path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and codegen are different model implementations; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "univnet and codegen are separate code paths; same refactor label only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "upernet and codegen are unrelated model-specific changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "vision_text_dual_encoder and codegen do not share the same concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "depth_anything/prompt_depth_anything and vision_encoder_decoder are different model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "depth_anything/prompt_depth_anything is unrelated to speech_encoder_decoder." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths (depth_anything vs superpoint); 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They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better canonical PR candidate because it has an explicit issue target, a narrower and well-defined scope, and a clearer link to the intended product support request.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the strongest standalone PR in the set: it is traceable to an issue and has a concrete model-specific implementation. PR #44662 is also a model-addition PR, but for a different model family and without an explicit target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. The shared files are generic auto/registration/docs plumbing, not evidence of the same underlying fix or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 33, + "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": "4eb9676f0239c5b328c69d6a4c8a16618a291d9b9bb1d92bd2d2c051528cebfe", + "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 about module fusion in Transformers, but they are not the same change: #44979 adds a generic module fusion API and tests, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration plus an example. They are related infrastructure, not duplicate fixes/features.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the cleaner canonical PR because it introduces the foundational fusion API itself in a focused, self-contained way (`module_fusion.py` plus tests).", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative of the cluster since it is the core API change; #45363 is a more specific downstream integration of that fusion machinery rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different scope and code path: #44979 creates the general module fusion framework, while #45363 wires KernelConfig into model loading for n-to-1 kernel fusion and adds an example. They are related, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 33, + "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": "f030526b8b67343864bfcb404ba4e2f370d7fc501ea373148e81326b10454f14", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same concrete bug in `_patch_mistral_regex`: accessing `tokenizer.backend_tokenizer.pre_tokenizer` causes an AttributeError, and both switch to `tokenizer.pre_tokenizer` in the same code path. PR 45317 is the more complete change because it includes tests, but the fix itself is essentially the same as 45086.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it implements the same fix as 45086 but also adds test coverage, making it the more complete representative of this bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR in the cluster because it contains the same underlying fix as 45086 plus validation tests, so it is the stronger standalone representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs fix the same AttributeError in the same `_patch_mistral_regex` code path by replacing `backend_tokenizer.pre_tokenizer` with `pre_tokenizer`; they are effectively duplicate implementations of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 33, + "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": "c2e5a6ef18765add75060317d9499017af8eca57744429400630be865e35d535", + "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 touch overlapping NemotronH code, but they are not the same underlying change: one is a refactor/inheritance and conversion-mapping update, while the other splits NemotronH into dense/sparse variants with docs and model registration changes.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more user-facing model-family change and the clearer representative of the NemotronH split; PR 45115 is narrower support/refactor work.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best standalone representative because it adds the concrete dense/sparse model variants and associated integration surface, whereas PR 45115 mainly adjusts inheritance and conversion mapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Overlap is only at the shared NemotronH core files. The changes target different outcomes: 45115 refactors inheritance/conversion mapping, while 45569 introduces dense/sparse model variants, docs, and registration. They would not plausibly merge as one same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "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": "fd01c1f49c085b62ced9810b79abf35a4e1180e8050151c55c04400ff0795c75", + "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 both typing-related PRs, but they are not the same underlying change: #45415 is a broad repo-wide type-checking pass plus pyproject typing-ignore tweaks, while #45425 is a narrower typing-helpers update centered on _typing/modeling_utils/peft. Overlap in a few files does not make them mergeable into one PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the better canonical representative because it is narrower and more self-contained; #45415 is a large sweeping typing cleanup across many files and config, not the same specific change.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the best standalone PR in this cluster to represent the underlying typing-API work, but the cluster is not a duplicate set overall.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related, but #45415 is a broad type-checking sweep across many modules and config, while #45425 adds specific typing protocols/aliases and related fixes. They touch some of the same files, but they do not fix the same concrete code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 33, + "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": "6d412c0574d3bfbf2be1b71fddf8c8700d2795f26a5c8240f2cb96f17fc4a178", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are related to expert-parallel loading, but they fix different concrete bugs: one addresses EP + DeepSpeed ZeRO-3 loading/serialization during accelerate launch, while the other fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. They are similar in subsystem, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45548 is the cleaner representative of a single, concrete bug fix: it narrowly targets EP loading under accelerate/ZeRO-3 by serializing distributed_config and exposing has_ep. It has a smaller, more focused surface area than the broader FSDP2 fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45548 is the best overall representative for the cluster because it most clearly captures one self-contained expert-parallel loading bug and is the more canonical-shaped fix among the two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: both concern EP loading, but the failure modes differ. #45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization; #45662 is about EP + FSDP2 experts being overwritten by rank-0 broadcast. Different code paths and not one underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 33, + "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": "19a705206f3a01467418051116daad0ef1d2b1a68faa9bd36312db42d49066d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging problem around patched testing utilities; one is a narrower code fix, the other adds the corresponding CI workflow handling, so they are close enough to cluster together.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete change: it includes the xdist-safe output-file logic plus the workflow update needed to read multiple captured_info shards in CI, so it better represents the full fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it covers the broader end-to-end behavior change, while 45639 is essentially the core code-path fix alone.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same captured_info xdist collision problem in testing_utils, and 45645 extends the same fix with the necessary CI artifact collection change, so they plausibly belong to one merged 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": 21, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 33, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "4224681aac05ec4a0a3127c537c32b1924406d4b64cea294ea8ab246f0c96ce8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related distributed-work PRs, but not the same concrete change: one is a focused EP/Trainer integration PR, the other is a broad distributed branch base touching many unrelated areas. I would not deduplicate them.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change centered on EP + Trainer integration; it has a clear, concrete scope and likely represents the actual feature work rather than a branch-wide baseline.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of the cluster because it targets one well-defined code path, whereas #46269 is a wide umbrella branch base with many unrelated distributed changes and is not a clean duplicate candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed files alone are not enough here. #46126 is a focused EP/Trainer integration change, while #46269 is a broad distributed branch base spanning FSDP, tensor parallel, integrations, and model-loading code; they do not appear to be the same underlying bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "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-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "ebe1334a1589965cf5413f249849cb034005c902f41bb2e681c472162f4e6128", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated workflow-maintenance PRs, plus one small subcluster around pr-ci-security-gate.yml. The security-gate PRs are similar in filename and theme, but they make different changes to different steps/permissions and should not be deduplicated.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46554 is the most substantive and central workflow-security-gate change in the cluster; it alters the gate\u2019s actual behavior and is the best representative of the related subcluster, even though the PRs are not true duplicates.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46554 is the strongest representative artifact: it contains the core security-gate logic change, while the others are either adjacent follow-ups or unrelated workflow edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behaviors: stdin handling for self-comment-ci vs security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and code paths; one updates self-comment-ci command invocation, the other changes PR security gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow change: self-comment-ci input handling vs a comment-only note in pr-ci-security-gate.yml." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different files and different changes; no shared concrete bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated logic: self-comment-ci stdin piping vs build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and distinct changes: SSH runner hardening vs benchmark dispatch trigger expansion." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and unrelated edits; no same underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner hardening is unrelated to reviewer assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Same general area (CI workflows) but different concrete changes and different files." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different code paths: SSH runner secret cleanup vs PR security gate permissions/approval flow." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes; the security-gate note does not fix the same issue as the SSH runner update." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow hardening topics and different changes; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they touch different jobs and behaviors (anti-slop permissions vs benchmark dispatch)." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different changes; no shared bug or code path." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated adjustments." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files and different functionality; not the same underlying change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Distinct workflow behaviors: reviewer checkout target vs benchmark trigger condition." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated logic changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files and different purposes; not duplicates." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow edits, but one changes benchmark dispatch, the other commit-message parsing for CI images; different code paths." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow changes in different files." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and separate fixes; not the same change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and different behavior; no duplicate bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete changes: 46554 adds gate checks/checkout, while 46558 adds permissions and success gating; these are related but not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but 46563 only adds explanatory comments about the reusable workflow; it does not implement the same security-gate behavior." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow area, but different change: 46554 adds security checks, 46716 only narrows secrets inheritance on the reusable workflow call." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the security-gate workflow, but one changes permissions/approval logic and the other adds comments; not the same underlying bug." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different concrete changes to the same workflow file; not a single duplicate fix." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification vs secrets inheritance change; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow hardening vs comment-only security notes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different files and different logic; no shared concrete bug or change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated modifications; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 33, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "bc319a8c718718a7a5504cd9ed1225ecfb4f7ee9d5867168237aecc66640cbd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4882, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4882, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs correct the same off-by-one in the right side of the sliding window mask for MoonshineStreaming. PR 47162 is the broader, more complete patch because it includes the MoonshineStreaming fix plus Gemma4 and tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the more complete change set: it contains the same MoonshineStreaming fix and also adds the related Gemma4/test updates, so it is the stronger canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the best representative because it covers the same bug with additional validation and a broader but closely related model fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying off-by-one right-window mask bug in MoonshineStreaming; 47162 is a superset patch that could plausibly absorb 46310." + } + ] + }, + "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": 33, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "034d5eeca1ac2a31c0a0fd1a6b5f5ab392af1ba51487a359ae9df3e3f9fb2ce8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open tokenizer-related PRs, but they address different bugs in different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint-to-tokenizer-class selection. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR #46574 fixes CodeLlama decode behavior, while PR #46580 fixes AutoTokenizer class selection for specific DeepSeek checkpoints.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better cluster representative because they solve unrelated issues; keep them separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and files: one changes CodeLlama decoder initialization to preserve leading spaces, the other adds checkpoint-prefix overrides in AutoTokenizer for DeepSeek models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "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-46687-2", + "nodes": [ + "pull_request:46687", + "pull_request:47412" + ], + "soft_pairs": [ + "pull_request:46687|pull_request:47412" + ], + "prepared_review_unit_hash": "2de3d71dcc2e9972475beabd4d4fd9bd8543e059fbe44d5b3d45b64216e9438d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4494, + "estimated_input_tokens": 1124, + "estimated_eval_tokens": 2504 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4494, + "estimated_input_tokens": 1124, + "estimated_eval_tokens": 2504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same Wav2Vec2PhonemeCTCTokenizer stale-phonemizer_lang issue in the same tokenizer file, but PR 46687 and PR 47412 differ in scope enough that they should be treated as related rather than duplicate/mergeable equivalents. PR 47412 remains the better representative because it includes the focused fix plus regression tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47412 is the best canonical PR because it directly fixes the stale phonemizer_lang bug and includes regression tests, making it the most complete and self-contained representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47412 is the best overall representative since it covers the same bug with tests and a narrower, finalized implementation, while PR 46687 is an earlier variant of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46687", + "right": "pull_request:47412", + "accept": false, + "reason": "Related, but not conservative duplicates: both hit the same issue target and file, yet PR 46687 updates prepare_for_tokenization and phonemize, while PR 47412 only adjusts phonemize and adds tests. That is enough to relate them, but not enough to say they are the same concrete change or clearly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict is too strong for the packet. The evidence only clearly supports that both PRs target the same issue and same tokenizer file. However, the diffs are not identical in scope: PR 46687 changes both prepare_for_tokenization and phonemize, while PR 47412 changes only phonemize and adds tests. That is enough to say they are related, but not enough to conservatively accept them as close duplicates or as clearly mergeable into a single PR for the same bugfix. The representative/canonical choice of PR 47412 is fine, but the pairwise accept should be rejected or downgraded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 33, + "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-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "3e181ec672dc9b462d936a9cfef1c2141710443844bb34d73a82399ecf36a49b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5821, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5821, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related masking fixes, but they target different failure modes: one is a batch-size-1 padding-mask omission in linear-attention models, the other is recurrent-layer masking being skipped on continued forwards/chunked prefill. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the better representative because it addresses the core masking utility behavior directly, has an explicit issue target, and describes a broader, well-scoped bug across recurrent-layer consumers rather than a model-family-specific special case.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest standalone PR in this cluster: it centralizes the fix in masking_utils, has clearer problem framing, and covers the shared continued-forward/cache-continuation masking path across multiple models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both are masking-related, but they fix different code paths and conditions. 46773 fixes padding-mask application being skipped for batch size 1 in linear-attention models, while 47087 fixes recurrent masking being skipped on continued forwards/chunked prefill. Shared filename alone is 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": 29, + "component_count": 33, + "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-47074-3", + "nodes": [ + "pull_request:47074", + "pull_request:47076", + "pull_request:47195" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47195" + ], + "prepared_review_unit_hash": "285cd7734375c32683a2e55cea213d215a54ed10620dc111a017ba3e123cc52f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: one PR fixes AnyToAnyPipeline multimodal input key normalization, one fixes Gemma4 processor placeholder validation, and one fixes generation candidate length capping. They are not the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits the cluster: the three PRs touch unrelated code paths and solve different problems.", + "best_issue_reason": null, + "best_pr_reason": "No PR is globally suitable as a duplicate representative. If forced to pick a standalone item, PR 47074 is the most mature and self-contained, but it does not match the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different subsystems and failure modes: pipeline input-key normalization vs. processor placeholder validation for Gemma4." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated changes: multimodal pipeline key mapping vs. generation candidate length-cap logic." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "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-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310", + "pull_request:47380" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47380", + "pull_request:47124|pull_request:47281", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47380", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47280|pull_request:47380", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47380", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282", + "pull_request:47310|pull_request:47380" + ], + "prepared_review_unit_hash": "89538e21b222464b42ff22ac428837ac5130926a30b0547055cdfdb65906d237", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28952, + "estimated_input_tokens": 7238, + "estimated_eval_tokens": 14732 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28952, + "estimated_input_tokens": 7238, + "estimated_eval_tokens": 14732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several generated PRs fix different model-specific integration test failures, so most soft links are not true duplicates. I only see two real duplicate subclusters: MiniMax-M3-VL load_error/offload-folder fixes, and Mamba2 OOM fixes.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "47280 is the cleanest representative of one real duplicate subcluster (MiniMax-M3-VL load_error/offload-folder fix) and is more directly tied to a concrete failure than the mixed or model-mismatched PRs.", + "best_issue_reason": null, + "best_pr_reason": "47280 is the strongest single representative among the coherent duplicate subclusters: it targets one specific load_error in one test file and matches the closely related 47123 patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different fixes; similarity is only at the generic integration-test-failure level." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different model failures (edgetam vs minimax_m3_vl); not the same concrete bug or change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model and failure mode; this is not the same underlying fix." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 is a mixed multi-fix PR; it overlaps on edgetam but also bundles unrelated changes, so it is not the same concrete change overall." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and different failure descriptions; too broad to treat as a duplicate." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error in the same test file; both add a temporary offload folder for model loading." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Same generic load_error label, but different model/test path and different concrete loading context." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and unrelated code path; not the same bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different model and failure type; output mismatch on falcon_mamba is unrelated to MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Both are output_mismatch, but they target different models and generation paths, so they are not the same change." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and different failure classes; no shared concrete fix." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model and failure mode; not the same underlying bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated fixes; generic similarity is too weak." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Both are load_error fixes, but for different models and test setups; not the same concrete bug." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model/failure context; no evidence of one shared fix." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different code paths; not a duplicate." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different implementation changes; only the failure label is similar." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model and failure mode; not the same underlying change." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model and distinct OOM/load-error handling; not the same fix." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and unrelated fixes; shared broad integration-test theme is too weak." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same Mamba2 OOM integration-test issue; both patches are aimed at making the same test run without running out of memory." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model and different failure class; output mismatch vs OOM are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes; not the same bug." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete code-path problem." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and different concrete fixes; both being output/load failures is too generic." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 33, + "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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "edc180827a4d0b9f6f74ed5c41161335ad110fa12a5273b26060a84379d2bcdb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs address the same chat CLI management-URL bug around OpenAI-style `/v1` base URLs in `src/transformers/cli/chat.py`. They differ mainly in implementation scope, not in underlying problem.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47140 is the stronger canonical candidate: it normalizes the base URL once in initialization, which is broader and covers all management calls that use `self.base_url`, rather than fixing only a single call site.", + "best_issue_reason": null, + "best_pr_reason": "PR 47140 is the best overall fit because it centralizes the service-root normalization and appears to cover the full chat CLI management URL path consistently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": true, + "reason": "Same underlying bug: chat CLI management requests should target the service root rather than a `/v1`-prefixed API base. Both PRs modify the same code path and tests; they differ in implementation detail, not problem statement." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The pair verdict is grounded: both PRs target chat CLI management URLs with `/v1` base URLs, touch the same files, and the changes look mergeable as one bugfix. The summary is conservative enough and does not overclaim beyond the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "bb507dbe6d1b352a75ad2d2aa3961f2917d26573be514b09cc8be54766b56b42", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one fixes loss scaling in training with label smoothing and gradient accumulation, while the other changes generation filtering behavior in TopHLogitsWarper.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the better representative only because it has an explicit issue target and a clear trainer bugfix; PR 47262 is a separate generation change in a different code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the most representative artifact in this cluster, but only because it is more fully tied to a tracked problem; it is not actually the same change as PR 47262.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different underlying bugs and code paths: trainer label smoothing/gradient accumulation vs TopHLogitsWarper min_tokens_to_keep in generation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 33, + "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-47408-3", + "nodes": [ + "pull_request:47408", + "pull_request:47410", + "pull_request:47411" + ], + "soft_pairs": [ + "pull_request:47408|pull_request:47411", + "pull_request:47410|pull_request:47411" + ], + "prepared_review_unit_hash": "ae93126710275c5244fc11269a492ee6b9f0540af54476c93b657d87d16fa910", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6752, + "estimated_input_tokens": 1688, + "estimated_eval_tokens": 3632 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6752, + "estimated_input_tokens": 1688, + "estimated_eval_tokens": 3632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs touch `modeling_utils.py` and add hard failures for bad checkpoint-to-model loading, but only two are close variants of the same total-mismatch fix. PR 47411 is the broadest and best representative; 47408 is a narrower version of the same idea; 47410 is a different packed-weight mapping failure mode.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47411 is the best canonical PR because it captures the broadest and most general failure condition: total weight mismatch when conversions or quantization were expected. It subsumes the narrower wrong-Auto-class case in 47408 and is more representative than the packed-weight-only fix in 47410.", + "best_issue_reason": null, + "best_pr_reason": "PR 47411 is the strongest cluster representative because it addresses the core user-visible bug with the widest applicability and the clearest guard: raise a hard error when converted or quantized checkpoints effectively match none of the model weights.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47408", + "right": "pull_request:47411", + "accept": true, + "reason": "Same underlying bug pattern: a checkpoint with registered weight conversions loads into the wrong class and matches almost none of the model weights, so both PRs implement the same hard-error safeguard; 47411 is just broader." + }, + { + "left": "pull_request:47410", + "right": "pull_request:47411", + "accept": false, + "reason": "47410 targets a different concrete failure mode: packed `_packed` weights that fail to map to unpacked counterparts. That is related to loading/mapping, but not the same total-mismatch bug as 47411." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. PR 47411 does subsume the 47408 condition (it extends the same 99%-missing hard-error check to conversions and quantization), while 47410 targets a distinct packed-weight mapping failure. The soft-edge verdicts are conservative enough for the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/manifest.json b/snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4f1022ba9f89daf5a167bde429bdf17151748b39 --- /dev/null +++ b/snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260719t180031z", + "artifacts": { + "hybrid": "snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-19T18:11:20Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260719T180031Z", + "variant": "hybrid" +} diff --git a/snapshots/20260719T180031Z/manifest.json b/snapshots/20260719T180031Z/manifest.json index 5703fa8a526b5f4dd099c6db546956c52f9ca87e..dd6e0fce94d3820d1a280a2179c984db065ed285 100644 --- a/snapshots/20260719T180031Z/manifest.json +++ b/snapshots/20260719T180031Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 303 }, "extracted_at": "2026-07-19T18:00:31Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260719t180031z", + "runs": { + "hybrid-model-20260719t180031z": { + "analysis_id": "hybrid-model-20260719t180031z", + "artifacts": { + "hybrid": "snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260719T180031Z/analysis-runs/hybrid-model-20260719t180031z/manifest.json", + "model": null, + "published_at": "2026-07-19T18:11:20Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260719T180031Z", "watermark": {