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"tests/models/gemma3/test_modeling_gemma3.py", + "tests/models/gemma3n/test_modeling_gemma3n.py", + "tests/test_modeling_common.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/gemma3/test_modeling_gemma3.py", + "left_ranges": [ + [ + 77, + 84 + ], + [ + 163, + 168 + ], + [ + 180, + 186 + ] + ], + "right_ranges": [ + [ + 518, + 524 + ], + [ + 588, + 598 + ], + [ + 633, + 640 + ], + [ + 708, + 717 + ], + [ + 756, + 762 + ], + [ + 813, + 819 + ] + ] + }, + { + "filename": "tests/models/gemma3n/test_modeling_gemma3n.py", + "left_ranges": [ + [ + 560, + 565 + ] + ], + "right_ranges": [ + [ + 994, + 1000 + ], + [ + 1079, + 1085 + ], + [ + 1107, + 1113 + ], + [ + 1150, + 1156 + ], + [ + 1196, + 1202 + ], + [ + 1228, + 1234 + ] + ] + }, + { + "filename": "tests/test_modeling_common.py", "left_ranges": [ [ - 1, - 15 + 5729, + 5974 + ], + [ + 6089, + 6118 ] ], "right_ranges": [ [ - 1, - 1734 + 117, + 123 + ], + [ + 3434, + 3443 ] ] } ] + }, + { + "left_pr_number": 47175, + "right_pr_number": 47294, + "code_similarity": 0.008, + "size_similarity": 0.032, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47175, + "right_pr_number": 47298, + "code_similarity": 0.019, + "size_similarity": 0.043, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.067, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47294, + "right_pr_number": 47298, + "code_similarity": 0.153, + "size_similarity": 0.734, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.044, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -2654,7 +4641,7 @@ "cluster_id": "cluster-47039-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #47039.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 47039, "canonical_pr_number": 47291, "issue_numbers": [ @@ -2665,8 +4652,7 @@ 47415 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -2769,6 +4755,56 @@ } ] }, + { + "cluster_id": "cluster-47355-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47355.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 47355, + "canonical_pr_number": 47398, + "issue_numbers": [ + 47355 + ], + "pr_numbers": [ + 47398, + 47409 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 47398, + "right_pr_number": 47409, + "code_similarity": 0.286, + "size_similarity": 0.136, + "file_overlap": 0.25, + "area_overlap": 0.5, + "patch_similarity": 0.059, + "shared_filenames": [ + "src/transformers/models/glm_moe_dsa/configuration_glm_moe_dsa.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/glm_moe_dsa/configuration_glm_moe_dsa.py", + "left_ranges": [ + [ + 159, + 173 + ] + ], + "right_ranges": [ + [ + 158, + 166 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-46305-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", @@ -3004,139 +5040,29 @@ ] }, { - "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": 47143, - "issue_numbers": [], - "pr_numbers": [ - 45157, - 47143 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "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", + "cluster_id": "cluster-46658-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47301, + "canonical_pr_number": 46658, "issue_numbers": [], "pr_numbers": [ - 47301, - 47367 + 46658, + 47399 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47301, - "right_pr_number": 47367, - "code_similarity": 0.11, - "size_similarity": 0.492, + "left_pr_number": 46658, + "right_pr_number": 47399, + "code_similarity": 0.002, + "size_similarity": 0.006, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.077, + "patch_similarity": 0.005, "shared_filenames": [], "shared_file_areas": [] } @@ -3272,6 +5198,35 @@ } ] }, + { + "cluster_id": "cluster-47304-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47367, + "issue_numbers": [], + "pr_numbers": [ + 47304, + 47367 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47304, + "right_pr_number": 47367, + "code_similarity": 0.155, + "size_similarity": 0.738, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.048, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3550,14 +5505,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-9", + "cluster_id": "cluster-46894-7", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ 46897, - 46901, - 47394 + 46901 ], - "reason": "Issues in cluster-46894-9 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -3569,16 +5523,6 @@ } ], "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, @@ -3597,6 +5541,27 @@ "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-43451-15", + "canonical_pr_number": 47322, + "duplicate_pr_numbers": [ + 43451, + 45157, + 46196, + 46509, + 47003, + 47096, + 47143, + 47163, + 47210, + 47216, + 47301, + 47383, + 47387 + ], + "target_issue_number": 47321, + "reason": "PRs in cluster-43451-15 are treated as duplicates because they converge on issue #47321 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -3641,15 +5606,6 @@ "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, @@ -3686,15 +5642,6 @@ "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, @@ -3705,17 +5652,13 @@ "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, + "cluster_id": "cluster-46658-2", + "canonical_pr_number": 46658, "duplicate_pr_numbers": [ - 46658, - 47298, - 47398, - 47399, - 47409 + 47399 ], - "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." + "target_issue_number": null, + "reason": "PRs in cluster-46658-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -3727,16 +5670,26 @@ "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", + "cluster_id": "cluster-46894-7", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, 46958, - 47090, - 47395 + 47090 ], "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." + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46912-4", + "canonical_pr_number": 47298, + "duplicate_pr_numbers": [ + 46912, + 47175, + 47294 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46912-4 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47039-3", @@ -3745,7 +5698,7 @@ 47415 ], "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." + "reason": "PRs in cluster-47039-3 are treated as duplicates because they converge on issue #47039 with closing_reference evidence." }, { "cluster_id": "cluster-47123-2", @@ -3765,16 +5718,6 @@ "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, @@ -3785,13 +5728,22 @@ "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, + "cluster_id": "cluster-47304-2", + "canonical_pr_number": 47367, "duplicate_pr_numbers": [ - 47367 + 47304 ], "target_issue_number": null, - "reason": "PRs in cluster-47301-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47304-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47355-3", + "canonical_pr_number": 47398, + "duplicate_pr_numbers": [ + 47409 + ], + "target_issue_number": 47355, + "reason": "PRs in cluster-47355-3 are treated as duplicates because they converge on issue #47355 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-47405-3", @@ -3804,15 +5756,15 @@ } ], "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 + "cluster_id": "cluster-43451-15", + "issue_number": 47321, + "reason": "Issue #47321 is the strongest global issue candidate because it is open, belongs to a cluster with 15 artifacts, and carries 1 discussion comments plus 2 inbound references.", + "score": 254.0 }, "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 + "cluster_id": "cluster-43451-15", + "pr_number": 47322, + "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 15 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 278.986 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 887c0cee3dffc7c4586332d1a7c04604038b9afd..9abaa35229977259ae99f301f7600d38bc013eae 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260719T180031Z", - "generated_at": "2026-07-19T18:11:18Z", + "snapshot_id": "20260720T060031Z", + "generated_at": "2026-07-20T06:11:52Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 66, "status": "reviewed", @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:24643", "issue:30277", @@ -79,9 +79,9 @@ "issue:35545|issue:41720", "issue:45901|issue:46015", "issue:35545|issue:36010", - "issue:44509|issue:44512", "issue:44918|issue:46165", "issue:46165|issue:46869", + "issue:44509|issue:44512", "issue:44805|issue:45823", "issue:43638|issue:44805", "issue:43638|issue:46165", @@ -95,8 +95,8 @@ "issue:43596|issue:43638", "issue:43039|issue:45161", "issue:43975|issue:44457", - "issue:44292|issue:44457", "issue:34928|issue:35308", + "issue:44292|issue:44457", "issue:44841|issue:46661", "issue:24643|issue:30277", "issue:43716|issue:46869", @@ -112,8 +112,8 @@ "issue:39290|issue:45081", "issue:45800|issue:46515", "issue:45823|issue:45874", - "issue:43425|issue:44292", "issue:34928|issue:41720", + "issue:43425|issue:44292", "issue:43828|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", @@ -125,20 +125,20 @@ "issue:43039|issue:44918", "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "05c19d91ea504e2618f3a0deff119e218b58181f857234950fae9afc0af276e3", + "prepared_review_unit_hash": "5b0e995748dcb3116cfee86812399b77023de94874209f2b7ba489a1565f79b1", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 56, - "serialized_chars": 44520, + "serialized_chars": 44519, "estimated_input_tokens": 11130, "estimated_eval_tokens": 22516 }, @@ -147,348 +147,354 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This set is mostly heterogeneous, with only two clear duplicate pairs: the Deepspeed ZeRO-3/Bert index-0 crash and the torch 2.4.1 incompatibility reports. Everything else looks like separate bugs or unrelated docs/model-specific regressions.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "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_issue_reason": "issue:43596 is the strongest duplicate anchor in the set because issue:43638 describes the same Deepspeed ZeRO-3 / Bert index-out-of-bounds failure with only a minor variation in reproduction details.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config attribute during model loading vs chat/completions streaming error." + "reason": "Different models and failures: Qwen3.5 config attribute error vs streaming chat/completions inference issue." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime problems: AMD GPU failure vs MPS histogram op not implemented." + "reason": "Both mention GPU/runtime problems, but one is GPT-OSS on AMD GPUs and the other is an MPS histogram op limitation; different bugs." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different concrete bugs and models; only broad model/GPU context overlaps." + "reason": "Different root causes: dtype mismatch in Mistral-3 preprocessing vs GPT-OSS failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different symptoms and code paths: autocast dtype mismatch vs AMD GPU incompatibility." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same issue as GPT-OSS failing on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated model/example failures; same broad hardware/runtime area is not enough." + "reason": "One is an AMD GPU compatibility failure, the other is a broken Nemotron example; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific bugs: AMD GPU issue vs invalid method call in GraniteMoEHybrid." + "reason": "Different model families and symptoms; GPT-OSS on AMD GPUs is not the same as GraniteMoEHybrid calling an invalid method." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different failure modes and subsystems: ZeRO3 collective mismatch vs ONNX export error." + "reason": "DeepSpeed collective mismatch for Jamba is unrelated to ModernBERT ONNX export errors." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and errors; no shared concrete bug." + "reason": "Different model/export path and different failure mode; ModernBERT ONNX export is not Qwen3MoE FP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different issues: ONNX export vs auto device-map cudaErrorAssert." + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping on A800 are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "One is a task crash, the other is outdated RAG docs; not the same bug." + "reason": "Table QA crash and outdated RAG examples are separate documentation/runtime issues." }, { "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." + "reason": "ONNX export failure is unrelated to the GenerationMixin import error." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different features and failures: TRL SFT embedding unpacking vs training resume with trust_remote_code." + "reason": "TRL SFT embedding unpacking and training resume with local model/trust-remote-code are different problems." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different bug reports; only a vague multi-GPU/model-loading theme overlaps." + "reason": "Different scopes: resume-training remote-code issue vs YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they concern different removed commands/tasks and are not the same underlying change." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different runtime errors: mask shape mismatch vs device mismatch during forward." + "reason": "Mask shape mismatch during indexing is not the same as Gemma4 PLE device mismatch under auto device_map." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are runtime errors, but the concrete failure modes and code paths differ." + "reason": "Both are IndexError-shaped reports, but the Bert/ZeRO-3 zero-size tensor crash is different from a mask-vs-tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different model-loading/training problems; no same underlying bug." + "reason": "Different reproductions and symptoms; Bert/ZeRO-3 loading crash is unrelated to local-model resume/trust-remote-code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different tensor-shape failures in different code paths." + "reason": "Both are IndexErrors, but they hit different code paths and have different mismatch patterns." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal shape issues; not the same bug." + "reason": "Mask-shape indexing error and Qwen3.5 video token/features mismatch are different multimodal bugs." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Unrelated issues: resume/trust_remote_code vs broken official example." + "reason": "Resume-training problem and broken official Nemotron example are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic indexing mismatch is not the same as GPT-OSS MoE-only tensor-parallel bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different features and errors; no duplicate evidence." + "reason": "Video chat template StopIteration and resume-training remote-code issues are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different components entirely: BarkProcessor vs ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve training/distributed setups, but the concrete bugs are different." + "reason": "Collective mismatch in Jamba/ZeRO-3 is not the same bug as Bert/ZeRO-3 zero-size index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying bug: ZeRO-3/Bert index-0 out-of-bounds during initialization/loading." + "reason": "Same underlying ZeRO-3/Bert crash: both report index 0 out of bounds from a zero-sized tensor during model loading." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different problems: Liger kernel cross-entropy path vs GPT-OSS tensor-parallel failure." + "reason": "Liger kernel cross-entropy routing and GPT-OSS only-TP failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA save/load inconsistency." + "reason": "Incorrect detokenization in v5 and LoRA merge/reload output mismatch are different model-output bugs." }, { - "left": "issue:44292", - "right": "issue:44457", + "left": "issue:34928", + "right": "issue:35308", "accept": false, - "reason": "Different model/runtime issues with no shared concrete code path." + "reason": "Activation checkpointing with FSDP/accelerate is unrelated to iterable-dataset length crashes in multi-GPU training." }, { - "left": "issue:34928", - "right": "issue:35308", + "left": "issue:44292", + "right": "issue:44457", "accept": false, - "reason": "Different distributed training failures: activation checkpointing/FSDP mismatch vs iterable dataset length crash." + "reason": "Qwen-3-8B NVFP4 runtime failure and LoRA save/reload mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure vs remote-code model_class/config_class AttributeError are different bugs." + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class attribute errors." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed training crashes, but the concrete failures and triggers differ." + "reason": "DeepSpeed training weight-dimension error and collective mismatch are different failure modes." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model families and errors: dtype mismatch vs auto device-map failure." + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map auto failure are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Different tensor mismatch bugs in different training setups." + "reason": "FSDP checkpoint recomputation mismatch is not the same as mask/tensor shape indexing mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "Different hardware/runtime bugs; no same underlying issue." + "reason": "MPS histogram op limitation is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Different training failures: checkpointing/FSDP mismatch vs custom trainer signature breakage." + "reason": "Activation checkpointing/FSDP error is unrelated to CustomTrainer compute_loss signature drift." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same underlying Qwen3_5MoeTextRotaryEmbedding device/materialization bug family, both centered on inv_freq/offload handling." + "accept": false, + "reason": "Both touch Qwen3.5Moe rotary embedding, but one is CPU offload incompatibility and the other is uninitialized-memory after materialization; not the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different bugs and model families." + "reason": "Bert/ZeRO-3 zero-size index crash is unrelated to GPT-OSS tensor-parallel-only failure." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different errors and code paths." + "reason": "Different models and code paths; Bert/ZeRO-3 loading crash is not GPT-OSS MoE tensor-parallel behavior." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific runtime problems." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models and failure modes; no duplicate evidence." + "reason": "Qwen-3-8B NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/runtime issues." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Different multimodal/model behaviors: reverse embedding lookup vs video token/feature mismatch." + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are different multimodal regressions." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different components: Gemma3 config/vLLM vs tokenizer regex patch crash." + "reason": "Gemma3 sliding_window_pattern missing in vLLM and Mistral regex patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same underlying incompatibility report: torch 2.4.1 vs transformers 5.8.0." + "reason": "Same underlying compatibility problem around torch 2.4.1; one report adds the transformers 5.8.0 context but the failure is the same." }, { "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." + "reason": "Device mismatch with auto device_map and expensive reverse embedding lookup are different Gemma4 bugs." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Different bugs: version incompatibility vs Qwen-3-8B-NVFP4 runtime error." + "reason": "FSDP checkpointing mismatch is unrelated to Qwen3 auto device mapping on A800." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Different distributed-training and device-map failures." + "reason": "Torch 2.10 incompatibility and Qwen-3-8B NVFP4 failure are not the same underlying issue." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime issues; only a broad MoE/theme overlap." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Different failures: torch dynamo grouped_mm tracing vs dtype mismatch." + "reason": "Mixtral grouped_mm tracing failure is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and error mechanisms." + "reason": "Different models and failure modes: autocast dtype mismatch vs NVFP4 runtime error." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different device/runtime failures on unrelated models." + "reason": "Mistral-3 preprocessing dtype mismatch is unrelated to the MPS histogram_int limitation." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Different invalid-method vs MPS histogram implementation problems." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram operator limitation." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Different model failures; no same underlying bug." + "reason": "Qwen NVFP4 runtime failure and TRL SFT embedding unpacking are different bugs." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model-specific runtime errors." + "reason": "Mistral-3 dtype mismatch and Qwen NVFP4 runtime failure are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Different trainer/input-embedding issue vs GPT-OSS tensor-parallel issue." + "reason": "TRL SFT input embedding unpacking and GPT-OSS tensor-parallel-only failure are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Different bugs in different training paths; not duplicates." + "reason": "Liger kernel cross-entropy routing and TRL SFT embedding unpacking are different issues." }, { "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." + "reason": "Both are ZeRO-3 loading failures, but Gemma3 and Bert have different code paths and root causes; not the same 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." + "feedback": "The verdicts are conservative and grounded in the packet. The two accepted pairs are well supported by the issue titles, and the remaining soft-edge rejections avoid overclaiming similarity. The summary stays appropriately cautious about the rest of the set being heterogeneous." }, "evaluator_used": true, "retried": false, @@ -499,7 +505,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 2, "review_unit_count": 66, "status": "reviewed", @@ -507,7 +513,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:30277", "issue:34928", @@ -572,258 +578,258 @@ "issue:41762|issue:43596", "issue:45237|issue:45901", "issue:44589|issue:46304", - "issue:43901|issue:44512", "issue:43039|issue:44560", + "issue:43901|issue:44512", "issue:44841|issue:45823", "issue:45823|issue:46294", "issue:43975|issue:46015", - "issue:43866|issue:46772", "issue:45020|issue:46304", + "issue:43866|issue:46772", "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:46901|issue:47394", "issue:39290|issue:43531", + "issue:44292|issue:46015", "issue:43866|issue:44863", "issue:41093|issue:43638", "issue:43792|issue:45901", - "issue:43854|issue:43866", - "issue:43425|issue:45070" + "issue:43425|issue:45070", + "issue:43854|issue:43866" ], - "prepared_review_unit_hash": "5da48b4147f6400483602523fc35deb5a15b018fb1b1bb3c5a0a70a9e4e4e87c", + "prepared_review_unit_hash": "69dcfe21129a97612058ce52e1be5419afd65085f3858d476688208db6a52fcb", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36959, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "serialized_chars": 36952, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 }, "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, + "summary": "The cluster is heterogeneous, with only one soft pair that looks like a true duplicate/regression family. Most other pairs are same-subsystem or same-error-shape at best, but not the same concrete bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45920 is the broadest and clearest representative of the tokenizer regression family: it describes wrong token IDs across multiple model families and frames it as a v5 regression.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45920 is the best global issue candidate because it captures the widest symptom set and the clearest underlying bug (silent AutoTokenizer token-ID regression across many models).", "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." + "reason": "Both are docs regressions after v5 removals, but they target different outdated examples/pages and do not read like the same concrete fix." }, { "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." + "reason": "Different failures: autocast dtype mismatch vs MPS int histogram support." }, { "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." + "reason": "Liger Kernel cross-entropy dispatch is unrelated to the autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Deepspeed collective mismatch and a CustomTrainer signature change are unrelated bugs." + "reason": "Different training/runtime bugs: distributed collective mismatch vs custom trainer signature change." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is unrelated to the GenerationMixin import error." + "reason": "Activation-checkpoint/FSDP recomputation issue is unrelated to the GenerationMixin import break." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." + "reason": "GPU backend/model compatibility issue vs outdated RAG documentation." }, { "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." + "reason": "Different code paths: Liger Kernel cross_entropy vs 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." + "reason": "Both are version-compatibility complaints, but they concern different incompatibilities and different breakages." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and distributed build support are unrelated issues." + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to the USE_DISTRIBUTED=0 PyTorch support break." }, { "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." + "reason": "Different model/runtime failures: missing sliding_window_pattern vs cudaErrorAssert on auto device mapping." }, { "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." + "reason": "Checkpoint corruption and missing checkpoint weights are different model-loading failures." }, { "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." + "accept": false, + "reason": "Both involve ZeRO-3 and index errors, but the affected models and likely code paths are different enough to avoid merging." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support for GPT-OSS and table-question-answering task crashes are unrelated." + "reason": "Different product areas: AMD GPU support vs table-question-answering task crash." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 breakage." + "reason": "Storage-object lookup failure is unrelated to distributed-support regression." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "These are separate docs issues: return_all_scores behavior vs removed run command references." + "reason": "Liger Kernel cross-entropy invocation is unrelated to Qwen3-vl video input/template matching." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Liger/cross_entropy dispatch has nothing to do with the Qwen3-vl video StopIteration error." + "reason": "TextClassificationPipeline docs and transformers run-command docs are separate documentation problems." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-map mismatch are different multimodal/model-loading problems." + "reason": "Processor failure for Voxtral and device-map mismatch for Gemma4 are different bugs." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 PLE device placement and Qwen3.5 video token/feature mismatch are different multimodal bugs." + "reason": "Both touch multimodal/model-loading behavior, but one is a device-map forward bug and the other is a video-token/template mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "A detokenization regression and outdated RAG examples are unrelated." + "reason": "Detokenization regression and outdated RAG examples are unrelated." }, { - "left": "issue:43866", - "right": "issue:46772", + "left": "issue:45020", + "right": "issue:46304", "accept": false, - "reason": "Checkpoint corruption and ModelOpt/NVFP4 compatibility are not the same issue." + "reason": "Remote-code breakage and distributed-off build support are different compatibility issues." }, { - "left": "issue:45020", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:46772", "accept": false, - "reason": "Remote_code regression and USE_DISTRIBUTED=0 support breakage are different root causes." + "reason": "Checkpoint corruption is not the same as NVFP4 compatibility work." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated docs about RAG are unrelated." + "reason": "NemotronH checkpoint loading and RAG docs 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." + "reason": "Both are multi-GPU failures, but they are different concrete problems and not one shared bug." }, { "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." + "reason": "Both describe the same underlying AutoTokenizer wrong-token-IDs regression in v5; 45920 is just the broader multi-model report." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to distributed support being broken." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-support regression." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:46901", + "right": "issue:47394", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and outdated RAG examples are unrelated." + "reason": "Both mention training-loss shifting, but the symptoms and model-specific fixes are different enough that they are not clearly the same bug." }, { "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." + "reason": "Different Qwen/Gemma sliding-window problems with different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 model execution failure is unrelated to RAG documentation." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are not the same bug." + "reason": "Corrupted checkpoint vs model weights not loaded are different loading failures." }, { "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." + "reason": "Mask-shape IndexError and ZeRO-3 zero-size IndexError are superficially similar but not the same concrete bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper-large-v2 failing to run and table-question-answering crashing are unrelated." + "reason": "Whisper model execution failure is unrelated to table-question-answering crashes." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:43425", + "right": "issue:45070", "accept": false, - "reason": "GLM-4.7 unit-test loading problems and Ovis2 checkpoint corruption are different failures." + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are different issues." }, { - "left": "issue:43425", - "right": "issue:45070", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig field regression are unrelated compatibility issues." + "reason": "Unit-test model-load failure and checkpoint corruption are not the same underlying problem." } ] }, "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." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft pairs. The choice of issue:45920 as the canonical/global issue is well supported by its broader multi-model AutoTokenizer regression scope, and the single accepted duplicate pair (issue:45812 \u2194 issue:45920) is a clear match. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -834,7 +840,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 3, "review_unit_count": 66, "status": "reviewed", @@ -842,7 +848,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:36010", "issue:39186", @@ -898,8 +904,8 @@ "issue:43596|issue:45800", "issue:43792|issue:45070", "issue:43975|issue:45901", - "issue:45362|issue:45464", "issue:43541|issue:46869", + "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", "issue:45464|issue:45685", @@ -909,8 +915,8 @@ "issue:44841|issue:45084", "issue:45507|issue:46869", "issue:43404|issue:43866", - "issue:41093|issue:41762", "issue:45399|issue:46661", + "issue:41093|issue:41762", "issue:43572|issue:45070", "issue:45800|issue:45823", "issue:43872|issue:47228", @@ -931,291 +937,291 @@ "issue:43054|issue:43994", "issue:46468|issue:46869", "issue:43596|issue:46165", - "issue:46640|issue:46661", "issue:45759|issue:45902", + "issue:46640|issue:46661", "issue:39186|issue:44918", "issue:43716|issue:44918" ], - "prepared_review_unit_hash": "73cc3b7e2876602ac709cf9af84eb6f974340318831d9001f5cbd4cf07adeb55", + "prepared_review_unit_hash": "59c56ff20818af9323d26c2a032b77dcb6c321796a51a517ed9b24c5ab9a94dc", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39841, - "estimated_input_tokens": 9961, - "estimated_eval_tokens": 20178 + "serialized_chars": 39847, + "estimated_input_tokens": 9962, + "estimated_eval_tokens": 20180 }, "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.", + "summary": "This cluster is mostly heterogeneous and not a duplicate set. The only plausible duplicate-like pair is the SigLIP2 text-output regression; the rest are separate bugs across unrelated models, loading paths, and runtime environments.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43994 is the clearer canonical for the SigLIP2 regression: it names the exact checkpoint and shows bad results through standard AutoModel/pipeline usage, while issue:43054 is a broader quality complaint about the same symptom.", "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_issue_reason": "issue:43994 is the best single representative issue in this cluster because it is concrete, reproducible, and points at the same SigLIP2 text-embedding/output defect as the paired report.", "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." + "reason": "Both are compilation/tracing regressions, but they affect different models and failure points (grouped_mm vs bf16 compilation), so they are not the same bug." }, { "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." + "reason": "One is a DeepSpeed ZeRO-3 zero-size index error during BertModel loading; the other is a broad torch/transformers compatibility complaint." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and a PretrainedConfig/pydantic regression are unrelated code paths." + "reason": "Whisper runtime failure and a PretrainedConfig/pydantic breakage are unrelated symptoms and code paths." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug for DeepSeek Coder is unrelated to a table-question-answering crash." + "reason": "Incorrect detokenization for DeepSeek Coder is a different defect than table-question-answering crashing." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43541", + "right": "issue:46869", "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." + "reason": "Torch dynamo grouped_mm tracing failure and YOLO multi-GPU device-map failure are different model/runtime issues." }, { - "left": "issue:43541", - "right": "issue:46869", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Mixtral torch-dynamo tracing and YOLO multi-GPU device-map issues are different models and different failure paths." + "reason": "Both mention Qwen3.5/chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure; not the same concrete bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 loading/runtime error is not the same as a table QA task crash." + "reason": "NVFP4 load errors and table QA crashes do not share a specific failure mechanism." }, { "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." + "reason": "Gemma3 sliding_window_pattern missing in vLLM and Gemma4 PLE device mismatch are separate model/config bugs." }, { "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." + "reason": "Qwen3.5 streaming inference failure and an MPS int histogram kernel error are unrelated runtime problems." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config attribute errors are different import/config issues." + "reason": "An import error for GenerationMixin is unrelated to a Gemma3 config attribute regression." }, { "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." + "reason": "Torch compile tracing on Mixtral and an MPS integer-kernel limitation are different failure modes." }, { "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." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are distinct bugs, even though both involve model execution." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and a template-node compilation error are unrelated." + "reason": "Voxtral processor failure and a template-node compilation error are different subsystems and symptoms." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid-method calls and YOLO multi-GPU loading are different model-specific bugs." + "reason": "GraniteMoE invalid method calls are unrelated to YOLO multi-GPU device-map failures." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 tied-weight bug and Ovis2 checkpoint corruption are not the same underlying issue." + "reason": "A tied lm_head weight bug in Mistral3 is unrelated to a supposedly corrupted Ovis2 checkpoint." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:45399", + "right": "issue:46661", "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." + "reason": "Flash-attn fallback gating and remote-code model_class/config_class errors are separate loader-path issues." }, { - "left": "issue:45399", - "right": "issue:46661", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Flash-attn2 fallback gating and remote-code config_class errors are unrelated." + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is an empty-dimension load failure with ZeRO-3." }, { "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." + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic PretrainedConfig field regression are not the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility and Gemma4 device mismatch are different regressions." + "reason": "Torch/version incompatibility and Gemma4 device-map mismatch are unrelated regressions." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "Bitsandbytes _is_hf_initialized incompatibility is unrelated to the Sam3 compilation regression." + "reason": "bitsandbytes _is_hf_initialized incompatibility and a bf16 compilation regression are different compatibility problems." }, { "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." + "reason": "Both are shape/embedding-related crashes, but the reported failure contexts differ: mask indexing vs TRL SFT unpacking of Qwen3.5 embeddings." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to a Sam3 bf16 compilation regression." }, { "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." + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are different 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." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are separate model-support requests/issues." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss architecture support does not match a Qwen3.5 streaming inference bug." + "reason": "GGUF architecture support and a Qwen3.5 streaming failure do not describe the same defect." }, { "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." + "reason": "Unexpected _is_hf_initialized in init_empty_weights and pydantic PretrainedConfig breakage are related only at a very broad version level, not as one concrete bug." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and the PretrainedConfig pydantic breakage are unrelated." + "reason": "Qwen3-MoE sliding_window handling and a generic v5.4.0 PretrainedConfig regression 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." + "reason": "YOLO device-map failures and Sam3 compilation regressions are different 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." + "reason": "Int4 OOM under reserved memory changes and tied-weights translation-model issues are separate regressions." }, { "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." + "reason": "Remote-code breakage and torch/transformers incompatibility are too broad and not the same concrete bug." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid method dispatch errors and Sam3 compilation regressions are unrelated." + "reason": "GraniteMoE invalid-method calls and Sam3 bf16 compilation regressions do not match." }, { "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." + "reason": "Both involve multimodal Qwen/Mistral-style input handling, but one is a Mistral-3 dtype mismatch while the other is a Qwen3.5 video token/template mismatch." }, { "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." + "reason": "Two different ZeRO-3 IndexErrors, but the reported tensors and failure conditions are not the same." }, { "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." + "reason": "The former is a broad v5.3.0 video-input regression across several Qwen model families; the latter is a specific Qwen3.5 chat-template video token mismatch. They may be adjacent, but not clearly the same concrete bug." }, { "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." + "reason": "Both report bad SigLIP2 text-side outputs for the same checkpoint; one frames it as worse-than-SigLIP embeddings, the other as nonsensical results in standard HF APIs." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO multi-GPU device-map failures are unrelated." + "reason": "Broken official Nemotron example and YOLO multi-GPU device-map failure 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." + "reason": "ZeRO-3 loading failure with BertModel is unrelated to resuming training with locally downloaded remote-code models." }, { - "left": "issue:46640", - "right": "issue:46661", + "left": "issue:45759", + "right": "issue:45902", "accept": false, - "reason": "Flash Attention 2 issue and remote-code config_class errors are different problems." + "reason": "Composite Qwen 3.5/3.6 config unwrapping and Qwen3_5Moe rotary embedding memory initialization are different bugs." }, { - "left": "issue:45759", - "right": "issue:45902", + "left": "issue:46640", + "right": "issue:46661", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are distinct bugs." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class errors are separate loader/runtime problems." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and TRL embedding unpacking failure are not the same code path." + "reason": "FSDP weight-shape errors and Qwen3.5 embedding unpacking failures are different failures." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking in TRL are different failures." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking are not the same code-path problem." } ] }, "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." + "feedback": "The cluster summary is well grounded in the packet and stays conservative. The only accepted duplicate-like pair, issue:43054 and issue:43994, is supported by the titles and the cluster evidence, and the remaining soft-edge rejections are phrased cautiously without overclaiming. No PR mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -1226,7 +1232,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 4, "review_unit_count": 66, "status": "reviewed", @@ -1234,7 +1240,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:33666", "issue:35308", @@ -1289,11 +1295,11 @@ "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:45632|issue:45698", "issue:43873|issue:45005", "issue:35308|issue:36331", + "issue:44360|issue:44512", "issue:44492|issue:44512", "issue:44918|issue:45507", "issue:44530|issue:45005", @@ -1305,27 +1311,27 @@ "issue:46489|issue:46491", "issue:43950|issue:44534", "issue:36331|issue:41762", - "issue:43644|issue:43950", "issue:33666|issue:35308", + "issue:43644|issue:43950", "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:45920|issue:46489", "issue:47332|issue:47333", + "issue:38175|issue:43054", "issue:43828|issue:44928", "issue:45987|issue:46858", "issue:43950|issue:45902" ], - "prepared_review_unit_hash": "36deb6ce3bc02ee5f6d98357e9ee41057dc074dc2c8df2216f4b81d0519fe785", + "prepared_review_unit_hash": "810e3a092d51fd5eaf989f57fdc01df117d309e64124a34779ffef2770de6aa9", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, @@ -1340,90 +1346,90 @@ "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.", + "summary": "This cluster is mostly a heterogeneous mix of unrelated model-specific regressions, tokenizer/docs issues, and cache/quantization bugs. The only clear duplicate families are the offloading save failure, non-persistent buffer regression, static-cache seq-length contract regression, Mamba2 recurrence regression, and Gemma4 quantized embedder dtype cast bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:47333 is the best canonical issue because it cleanly captures the shared offloading-save failure mode and is the more general, active report in the only exact duplicate pair.", "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_issue_reason": "issue:47333 is the strongest representative of the cluster\u2019s clearest duplicate family; it describes the same disk-offloaded save bug as 47332 with broader wording and more follow-up activity.", "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." + "reason": "Different bugs: custom-model initialization in notebooks vs flash-attn2 fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Both are perplexity-related, but on different models and likely different root causes." + "reason": "Different models and failure modes; both are perplexity/behavior reports, not the same bug." }, { "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." + "reason": "Qwen3Moe FP8 loading vs flash-attn2 fallback checks are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they affect different model families and code paths." + "reason": "Related to weight tying, but one is a specific Mistral3 bug and the other is a broader v5 translation-model report." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:45632", + "right": "issue:45698", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to a docs command-removal issue." + "reason": "Both concern remote/custom model loading, but they describe different failure points: cache path collision vs wrong module after save/load." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weights bugs." + "reason": "Quantization/offloading behavior vs tied-weights regression; not the same code-path." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "IterableDataset multi-GPU crash is unrelated to the compute_loss signature change." + "reason": "Multi-GPU iterable-dataset crash is unrelated to the custom trainer compute_loss signature error." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to a documentation typo." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is unrelated to outdated docs mentioning a removed command." + "reason": "Cache-strategy typo and removed run-command docs issue are different documentation bugs." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different failures in different model stacks; no shared concrete bug." + "reason": "TRL SFT embedding unpacking vs GraniteMoEHybrid invalid method are different model/trainer failures." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to tied-weights translation models." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization regression and Qwen-3 NVFP4 runtime error are different bugs." + "reason": "Different tokenizer/runtime failures for different models." }, { "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." + "reason": "Both are validation/error-message issues, but they target different paths and look like separate bugs." }, { "left": "issue:44863", @@ -1435,109 +1441,109 @@ "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Multi-GPU IterableDataset crash and FineGrainedFP8Config failure are unrelated." + "reason": "Both mention multi-GPU or model training, but the underlying bugs are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs-example mistakes are unrelated to model-quality/token-embedding regression." + "reason": "Docs example errors vs embedding quality regression are not the same issue." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions affecting different models and symptoms." + "reason": "Both are tokenizer regressions, but they affect different model families and different concrete 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." + "reason": "Same underlying regression: v5/from_pretrained mishandles non-persistent buffers." }, { "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." + "reason": "Trainer signature mismatch vs ZeRO-3 loading IndexError are unrelated." }, { "left": "issue:33666", "right": "issue:35308", "accept": false, - "reason": "Both mention multi-GPU training, but they describe different failure modes." + "reason": "Both involve multi-GPU training, but one is Qwen2-VL model-specific and the other is an IterableDataset length issue." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer regression; one report is the generic junk-buffer symptom and the other is the from_pretrained corruption variant." }, { "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." + "accept": true, + "reason": "Same Mamba2 recurrence bug manifested in a related NemotronH mixer path; a single fix could plausibly cover both." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different bitsandbytes/storage incompatibility errors." + "reason": "Different quantization/storage incompatibilities with different error signatures." }, { "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." + "reason": "Clear duplicate: both report the same quantized Gemma4 vision/audio embedder dtype-casting bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality issue is unrelated to a version-dependent tokenization change." + "reason": "SigLIP2 embedding quality issue vs version-dependent tokenization change are different bugs." }, { - "left": "issue:38175", - "right": "issue:43054", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "Both involve SigLIP2, but one is zero probabilities and the other is degraded text embeddings; not the same bug." + "reason": "Both are tokenizer regressions, but 45920 is a broad multi-model token-ID issue while 46489 is a specific DeepSeek-Coder v1 gap." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Same offloading/save failure for disk-offloaded Qwen3 VL/Qwen3 A3B models." + "reason": "Near-exact duplicate reports of the same disk-offloaded Qwen3 save failure." + }, + { + "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 clearly the same bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and RLHF NaN explosion are different failures." + "reason": "Autocast dtype mismatch and RLHF gradient explosion from 3D position_ids 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." + "reason": "Same cache.get_seq_length contract regression: both report tensor-return behavior where an int is expected." }, { "left": "issue:43950", - "right": "issue:44534", - "accept": true, - "reason": "Same underlying bug: Transformers v5 corrupts non-persistent buffers; both titles describe the same regression." + "right": "issue:45902", + "accept": false, + "reason": "Both involve non-persistent buffers, but 45902 is a specific to_empty materialization bug and not clearly the same as the from_pretrained 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." + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts stay conservative. The accepted duplicate pairs are strongly supported by titles and issue text, and the rejected pairs avoid overclaiming when the evidence is only superficial similarity." }, "evaluator_used": true, "retried": false, @@ -1548,7 +1554,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 5, "review_unit_count": 66, "status": "reviewed", @@ -1556,7 +1562,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:24643", "issue:28530", @@ -1620,17 +1626,17 @@ "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:45081|issue:45399", + "issue:43824|issue:43872", "issue:45020|issue:45823", + "issue:41553|issue:43883", "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:41553|issue:43881", "issue:43872|issue:46869", "issue:45759|issue:46661", "issue:45715|issue:46315", @@ -1640,20 +1646,20 @@ "issue:43827|issue:44509", "issue:43881|issue:43883" ], - "prepared_review_unit_hash": "84e9c8205e99410f0265ef2f4cd1187e7a43559696e9bf7879dc4b1595edbca7", + "prepared_review_unit_hash": "f67647ababd50fedc5bc8af73b4d3af8bc53699c3b19b375aa1989888f8bfa88", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37490, + "serialized_chars": 37491, "estimated_input_tokens": 9373, "estimated_eval_tokens": 19002 }, @@ -1662,204 +1668,204 @@ "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.", + "summary": "This cluster is mostly a grab-bag of unrelated transformer regressions. Only the docs issues about removed pipeline tasks look like a true duplicate pair; the rest are too model- or bug-specific to merge safely.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set (remote_code loading regressions) and is the closest thing to a cluster anchor, though most items here are not duplicates of it.", "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_issue_reason": "45020 is the best representative issue to anchor triage because it has the widest scope and overlaps conceptually with several loading-related reports, even if the cluster is not a single duplicate family.", "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." + "reason": "Same model family area, but one is a text-embedding quality complaint and the other is a broader HF-vs-JAX discrepancy; 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." + "reason": "Different failures: Flash Attention packed-sequence handling vs CPU offload compatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 KeyError vs Qwen3_5Moe rotary embedding materialization bug; unrelated models and failure modes." + "reason": "Both touch model internals, but one is an FSDP2 KeyError in Gemma4 attention and the other is uninitialized rotary embedding memory in Qwen3 MoE." }, { "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." + "reason": "Generic loading noise vs a specific inability to load ScandiBERT; too little evidence of 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." + "reason": "Gradient checkpointing/LoRA behavior and int4 memory regression are different code paths and symptoms." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and early stopping metric lookup are unrelated training issues." + "reason": "Completely different topics: DeepSpeed training weight shape error vs early-stopping metric lookup." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization bug vs AMD GPU model failure; no shared concrete code path." + "reason": "Tokenizer detokenization bug and AMD GPU model-loading failure are unrelated." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and Qwen3Moe FineGrainedFP8 failure are distinct model/config regressions." + "reason": "Gemma3 ZeRO-3 loading IndexError and Qwen3Moe FP8 failure are different model/runtime bugs." }, { "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." + "reason": "Both are load failures, but they affect different models and the titles do not indicate the same root cause." }, { "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." + "reason": "Both involve remote_code, but one is missing fields from AutoConfig and the other is a broader breakage report; not the same concrete bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for est-roberta vs flash-attn2 fallback blocking; unrelated." + "reason": "Tokenizer loading failure for est-roberta and flash-attn fallback gating are 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." + "reason": "LoRA gradient checkpointing effectiveness and Qwen3 MoE memory usage are distinct issues." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "ImportError for missing Qwen2_5_VL class and bitsandbytes Int8Params constructor incompatibility are unrelated." + "reason": "MPS histogram kernel type support and Gemma4 device mismatch are separate problems." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash vs flash-attn2 fallback selection logic; different subsystems." + "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are unrelated." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "MPS histogram type error in MoE and Gemma4 device mismatch under device_map=auto are different issues." + "reason": "Import error for a Qwen2.5 VL class and a bitsandbytes Int8Params keyword regression are not the same bug." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:45020", + "right": "issue:45823", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on Molmo are not the same bug." + "reason": "Remote_code loading regressions and Gemma4 PLE device mismatch are different failure classes." }, { - "left": "issue:45020", - "right": "issue:45823", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Remote-code loading regressions and Gemma4 PLE device placement mismatch are different failure modes." + "reason": "Bad error message for Voxtral AutoTokenizer and missing all_tied_weights_keys on Molmo are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." + "reason": "Qwen3VL weight_only failure and a generic GLM5 issue do not match on concrete behavior or code path." }, { "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." + "reason": "Tokenizer mapping failure in add-new-model-like is a different code path from the broader remote_code breakage report." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device mismatch are separate runtime problems." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device mapping mismatch are different runtime errors." }, { "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." + "reason": "Generic remote_code breakage and Kimi-K2.5 tokenizer codec regression are not the same concrete defect." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Voxtral tokenizer error-message issue and glm-4v-9b load failure are unrelated." + "reason": "LoRA compatibility across HF versions and a tie_word_embeddings warning are not the same issue." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "LoRA compatibility across hf4.x/hf5.x and a warning about tie_word_embeddings are not the same defect." + "reason": "Different models and different failures: bad Voxtral error message vs glm-4v-9b loading failure." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes constructor incompatibility vs YOLO multi-GPU device-map failure; different code paths." + "reason": "bitsandbytes parameter construction error and YOLO multi-GPU device-map failure are unrelated." }, { "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." + "reason": "Composite Qwen multimodal config handling and remote-code model_class/config_class attribute handling are separate loading 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." + "reason": "Both are tokenizer performance regressions, but they affect different methods and code paths." }, { "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." + "reason": "Both mention remote-code models, but one is broad breakage and the other is a specific config_class AttributeError; not enough to merge." }, { "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." + "reason": "Both are DeepSeek tokenizer regressions, but the titles point to different families and different failure mechanisms." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying bug and non-persistent buffer corruption are separate model-state handling regressions." + "reason": "Untied lm_head weights and non-persistent buffer corruption are different initialization/loading bugs." }, { "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." + "reason": "Same docs regression: both report stale documentation still referencing pipeline tasks removed in v5." }, { "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." + "reason": "Both are load failures, but they involve different models and distinct root-cause hints." } ] }, "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. " + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly unrelated regressions and only accepts the docs pair that clearly shares the same v5 pipeline-removal regression. The rejected soft edges also look appropriately cautious given the titles and evidence." }, "evaluator_used": true, "retried": false, @@ -1870,7 +1876,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 6, "review_unit_count": 66, "status": "reviewed", @@ -1878,7 +1884,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:24643", "issue:30064", @@ -1936,21 +1942,21 @@ "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:43854|issue:44863", "issue:41093|issue:44805", "issue:43366|issue:43828", - "issue:44928|issue:45588", "issue:43716|issue:46468", + "issue:44928|issue:45588", "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:43366|issue:44589", "issue:43638|issue:46515", + "issue:41553|issue:44991", "issue:43716|issue:44560", "issue:45663|issue:45823", "issue:42915|issue:43957", @@ -1961,220 +1967,220 @@ "issue:43950|issue:45834", "issue:44560|issue:44918" ], - "prepared_review_unit_hash": "986c275c397c21b70b5d48f2276a04564c96251f6ac6b3c4818a976b9701777d", + "prepared_review_unit_hash": "f6300a6ddfe90be025cdc9573463ad7a3c989f4aa0e8d4c15d98c6991379240e", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36763, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "serialized_chars": 36766, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 }, "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.", + "summary": "This cluster is mostly a collection of unrelated model/training bugs. The only clear duplicate-style pair is the two training-loss double-shift reports (CohereASR and Florence2), which appear to describe the same underlying trainer bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46894 is the best canonical issue: it is the current open tracker for the shared training-loss double-shift bug and explicitly points to the same Moonshine pattern, making it the most reusable representative of the duplicate pair.", "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_issue_reason": "Issue 46894 is the strongest global issue candidate because it is the clearest, open, and most general description of the shared bug; the other items in the set are mostly distinct regressions.", "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." + "reason": "Both involve audio/Whisper-related failures, but the titles point to different code paths: model loading vs fbank feature extraction." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different failures: unexpected compute_loss kwarg vs a tensor/mask shape mismatch." + "reason": "These are different failures: a Trainer API keyword mismatch versus a mask/index 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." + "reason": "Both mention DeepSpeed, but one is about Qwen3 MoE weight conversion and the other is about gradient averaging with loss kwargs; different bugs." }, { "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." + "reason": "Both reports describe the same training-loss double-shift bug pattern across different models, and could plausibly be fixed by one trainer-side change." }, { "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." + "reason": "One is a PEFT/LoRA gradient-checkpointing effectiveness problem, the other is a missing model flag on a trust_remote_code variant." }, { "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." + "reason": "Both are ZeRO-3 weight-loading failures, but they affect different Qwen variants and the symptoms are not specific enough to treat as the same bug." }, { "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." + "reason": "Completely different areas: DeepSpeed training weight shape error versus 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." + "reason": "Both are video-related regressions, but one is a broad multi-model regression and the other is a specific StopIteration in Qwen3-vl-embedding; not clearly the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no clear shared code-path from the titles alone." }, { "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." + "accept": false, + "reason": "The error strings are similar, but the reported shapes and surrounding context are different enough that this is not a safe duplicate match." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF support for gpt-oss is unrelated to a Phi-tiny-MoE autocast dtype mismatch." + "reason": "GGUF architecture support and a torch.autocast dtype mismatch are unrelated issues." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:43716", + "right": "issue:46468", "accept": false, - "reason": "Different code paths: RLHF gradient explosion from 3D position_ids/SDPA fallback vs a flash-attention crash on s_aux=None." + "reason": "Different model families and different failure modes: image-preprocessor dtype mismatch versus a broken example." }, { - "left": "issue:43716", - "right": "issue:46468", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "A model/preprocessor dtype mismatch is not the same as the broken Nemotron example loading issue." + "reason": "A Qwen3.5 RLHF NaN/SDPA fallback issue is not the same bug as a flash_attention AttributeError on sink-less models." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are different problems." + "reason": "GGUF support and Qwen3-MoE sliding-window behavior are separate changes/bugs." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache linear_attention support on Qwen3.5 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." + "reason": "A Zero3/BertModel index error is not the same as a torch version incompatibility report." }, { "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." + "reason": "Different models and different loader problems; no evidence of a shared underlying defect." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Tokenizer error-message quality for Voxtral is unrelated to a tokenizer loading failure for est-roberta." + "reason": "Both touch rotary/position-related logic, but they affect different models and different failure mechanisms." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "gpt-oss GGUF support and a Float8 storage lookup error are different issues." + "reason": "GGUF architecture support and a missing Float8 storage type are unrelated." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and uninitialized inv_freq after meta->to_empty materialization are distinct bugs." + "reason": "A Zero3 index-out-of-bounds training bug is not the same as a torch 2.4.1 compatibility issue." }, { - "left": "issue:43638", - "right": "issue:46515", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "The BertModel ZeRO-3 index error is unrelated to a torch 2.4.1 compatibility complaint." + "reason": "Both concern tokenizer loading, but one is a bad error message and the other is an actual loading failure for a different model." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different failure modes: image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + "reason": "Image preprocessor dtype mismatch and video StopIteration are different media-processing regressions." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 KeyError in attention is unrelated to a PLE device mismatch during forward." + "reason": "Same model family but different code paths: FSDP2 training KeyError versus device-map forward mismatch." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading regressions are not the same root problem." + "reason": "Fine-grained FP8 configuration failure and meta-device loading regression are different issues." }, { "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." + "reason": "Both are audio-generation issues, but one is a token/embedding leak across tracks and the other is an empty-transcription special-token bug." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "A missing exported Qwen2_5_VL class is different from meta-device loading breakage." + "reason": "An import/export symbol issue is not the same as a meta-device loading regression." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + "reason": "3D parallel execution failure and GGUF model support are unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video StopIteration and an MPS histogram implementation error are unrelated." + "reason": "Video StopIteration in Qwen3-VL embedding and an MPS histogram kernel limitation 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." + "reason": "Non-persistent buffer corruption and a long-OCR index error are different bugs." }, { "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." + "reason": "Different failure modes and different subsystems: video processing versus TRL SFT embedding unpacking." } ] }, "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." + "feedback": "The summary is well-grounded in the packet. The canonical issue choice is supported by the open status and the shared Moonshine-style double-shift title, and the soft-edge rejections stay conservative by relying on distinct titles/code paths rather than assuming duplicates from superficial similarity. The 46894/46897 match also looks reasonable as the one clear same-bug pair." }, "evaluator_used": true, "retried": false, @@ -2185,7 +2191,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 7, "review_unit_count": 66, "status": "reviewed", @@ -2193,7 +2199,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:36010", "issue:38175", @@ -2245,44 +2251,44 @@ ], "soft_pairs": [ "issue:44683|issue:46515", - "issue:41553|issue:44488", - "issue:43645|issue:43646", "issue:36010|issue:42915", + "issue:43645|issue:43646", + "issue:41553|issue:44488", "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:45812|issue:46489", "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:38175|issue:43994", "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:43317|issue:44756", "issue:42915|issue:44756", + "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:42491|issue:45276", - "issue:44451|issue:44488", "issue:44960|issue:44977", + "issue:44451|issue:44488", "issue:45507|issue:46468", - "issue:44863|issue:46846", - "issue:45313|issue:45357" + "issue:45313|issue:45357", + "issue:44863|issue:46846" ], - "prepared_review_unit_hash": "aa399fce53bf217c258c95da0c3eed93c9159323f44bc05b6a2f5cc9e4c355a5", + "prepared_review_unit_hash": "b3380757b44fa96ed17746557e010607f9a1192bcc4894865b6c61e7ceecfe04", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 47, @@ -2297,201 +2303,201 @@ "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.", + "summary": "The cluster splits into a handful of distinct bug families, with a few plausible duplicate pairs inside each family. The strongest matches are the SigLIP2 reports, the Transformers v5 custom-model initialization reports, the non-persistent buffer regression, and the Gemma4 multimodal 4-bit quantization reports.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue spans the full set; the items separate into several unrelated regressions across different models and code paths, with only a few clear duplicate pairs inside each subgroup.", "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_issue_reason": "issue:43994 is the best representative for the SigLIP2 subgroup because its title covers the broader AutoModel/pipeline symptom, while issue:38175 reads like a narrower manifestation of the same failure family.", "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." + "reason": "Both mention torch/version compatibility, but the titles point to different version contexts and different failure modes, so they do not look like the same bug." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Both are model-loading complaints, but they involve different models and different reported failures; no clear shared root cause." + "reason": "Different model families and different symptoms: a GenerationMixin import error versus a Qwen3Moe FP8 loading failure." }, { "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." + "reason": "These appear to be the same Transformers v5 custom-model initialization regression; the notebook report looks like a more specific repro of the broader custom-model init breakage." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." + "reason": "Both are loading-related, but they involve different models and different symptom descriptions, so they do not clearly match the same underlying issue." }, { "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." + "reason": "Both touch attention/cache behavior, but the titles describe different paths: Qwen3.5 flash-attention crashes versus a static-cache arithmetic issue 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." + "reason": "Different models and different attention paths; the titles do not suggest the same concrete bug." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Device-map mismatch on Gemma4 is not the same as a torch-version incompatibility." + "reason": "A device-mapping forward mismatch and a torch version incompatibility report are too different to treat as the same bug from the titles alone." }, { "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." + "reason": "Both involve PEFT and checkpointing, but one is about ineffective gradient checkpointing and the other is a ZeRO-3 checkpoint error; those look like different problems." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and are described as different fixes/regressions." + "reason": "Tokenizer mapping logic and Gemma4 device-mismatch behavior are unrelated from the evidence provided." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "Tokenizer mapping utility bug and Gemma4 device mismatch are unrelated." + "reason": "Both are tokenizer regressions, but they affect different model families and the titles point to separate bugs rather than one shared failure." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Both are index/mask errors, but the model, input path, and failure mechanism are different." + "reason": "Different symptom classes and different model contexts; the titles do not provide enough evidence of a shared root cause." }, { "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." + "reason": "Both involve config validation, but the model/config targets differ and the titles suggest separate validation failures." }, { "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." + "reason": "A DeepSpeed zero3/Bert initialization IndexError and a tokenizer-mapping bug are unrelated code paths." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failure domains: ZeRO-3 initialization vs tokenizer-mapping logic." + "reason": "These describe different failures: zero3 init IndexError versus tokenizer-mapping regression." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping failure is unrelated to the mask-shape indexing error." + "reason": "Tokenizer mapping and mask/indexing errors are different problem areas." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both reports point to a SigLIP2 bad-output failure family; 43994 is the broader AutoModel/pipeline report, while 38175 looks like a narrower manifestation involving zero probabilities." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/packing changes, but they are on different models and different mechanisms." + "reason": "The titles describe different model/runtime scenarios and do not indicate the same underlying bug." }, { "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." + "reason": "These look like the same Gemma4 multimodal 4-bit quantization bug; one report highlights audio/vision failures and the other points to unsafe dtype casting in the multimodal 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." + "reason": "Different regressions: an `_is_hf_initialized` breakage versus an OCR index error in Kosmos2.5." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and Qwen3Moe FineGrainedFP8Config failure are different problems." + "reason": "Same broad model family, but the concrete failures differ: device-mapping assert versus FineGrainedFP8 loading." }, { - "left": "issue:38175", - "right": "issue:39692", + "left": "issue:43317", + "right": "issue:44756", "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." + "reason": "Different problems: dequantized-model offload loading versus mmap-related OOM." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 loading and Strix Halo mmap OOM are unrelated." + "reason": "The titles describe unrelated scenarios and different failure surfaces." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is an inference/output bug and the other is a documentation example with model/processor mismatch and quantization errors." }, { "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." + "reason": "The titles describe the same Transformers v5 non-persistent-buffer regression; this looks like an exact duplicate." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3Moe LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + "reason": "Different model families and different behavior; the titles do not suggest a shared bug." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both are load failures for different BERT models, but there is not enough evidence they share one root cause." + "reason": "Different models and different failure modes; not enough evidence for a duplicate match." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "Different models and different failure descriptions; no sign of a shared bug." + "reason": "Both are model-loading failures, but they reference different checkpoints and the titles do not indicate the same root cause." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." + "reason": "Different model implementations and different failure surfaces." }, { - "left": "issue:44863", - "right": "issue:46846", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan OOM/shape errors are different code paths." + "reason": "Same model family, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization; those are different bugs." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:44863", + "right": "issue:46846", "accept": false, - "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect saved visual encoder keys; different regressions." + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel-plan issues are unrelated from the title evidence." } ] }, "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." + "accept": false, + "feedback": "The overall clustering is plausible, but the response overstates evidence in places. In particular, `best_issue_reason` says issue:43994 is \"specific\" and \"reproducible,\" which is not supported by the packet metadata alone. A few accepted soft-edge matches also read a bit too strong for title-only evidence; they should be phrased more cautiously as likely duplicates rather than confirmed same-bug reports. Please soften unsupported claims and keep the verdicts strictly grounded in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2499,7 +2505,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 8, "review_unit_count": 66, "status": "reviewed", @@ -2507,7 +2513,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:39692", "issue:41720", @@ -2560,28 +2566,28 @@ ], "soft_pairs": [ "issue:46459|issue:46512", - "issue:44488|issue:44991", "issue:39692|issue:43994", + "issue:44488|issue:44991", "issue:43644|issue:43645", "issue:43257|issue:43854", - "issue:42491|issue:45335", "issue:43856|issue:43873", + "issue:42491|issue:45335", "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:43708|issue:44075", "issue:45276|issue:45335", - "issue:45362|issue:45406", "issue:43425|issue:43957", "issue:44291|issue:44756", - "issue:44402|issue:44488", + "issue:45362|issue:45406", "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:39692|issue:44960", "issue:44910|issue:45588", + "issue:44402|issue:44488", "issue:46897|issue:46901", "issue:43404|issue:43454", "issue:43873|issue:44387", @@ -2591,14 +2597,14 @@ "issue:43957|issue:44756", "issue:44079|issue:46829" ], - "prepared_review_unit_hash": "46ee4387ecdc5fc52a608b4823f14a5608d963ca69dc15558e956b9658fe092c", + "prepared_review_unit_hash": "caec79bf29787abaedbfc1c1480aeacaba05995aae38961c1b03bbcc0d9f906c", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, @@ -2613,198 +2619,198 @@ "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.", + "summary": "This set is mostly a loose collection of unrelated bug reports. The soft pairs are topic-similar but not the same underlying code-path issue, so none are safe duplicate merges. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43873 is the most central standalone report here by activity and inbound references, but the overall set is too heterogeneous for a true duplicate canonical.", "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_issue_reason": "Issue 43873 is the strongest global representative: it is active, broadly scoped, and has the most downstream references, even though it is not a duplicate hub.", "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." + "reason": "Both involve dtype handling, but one is about AutoModelForCausalLM loading composite checkpoints and the other about from_config leaving config.dtype stale. Different failure modes." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Both are load failures, but they affect different tokenizer/model setups and appear to be separate incompatibilities." + "reason": "Both mention SigLIP2, but one is a docs/model-processor mismatch plus quantization failure, while the other is wrong inference results with AutoModel/pipeline. Not the same bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "SigLIP2 doc/example errors vs. a model inference regression on siglip2-base; same family, different failure modes and code paths." + "reason": "Both are tokenizer/loading regressions, but for different models and symptoms. No clear shared concrete code path." }, { "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." + "reason": "One is about non-persistent buffers being filled with junk; the other is a Jupyter/custom-model initialization issue. Distinct regressions." }, { "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." + "reason": "Both concern Qwen3 loading, but one is a hf4.x vs hf5.x LoRA compatibility issue and the other is a unit-test model loading failure. Different problems." }, { - "left": "issue:42491", - "right": "issue:45335", + "left": "issue:43856", + "right": "issue:43873", "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." + "reason": "Both touch memory and quantization-adjacent behavior, but one is Qwen3 MoE training memory usage and the other is offloading not working with quantization. Not the same bug." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:42491", + "right": "issue:45335", "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." + "reason": "These are unrelated model-specific bugs: LoRA compatibility across versions versus resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "The LoRA/Qwen3 MoE issue is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Same as above; the second issue is about output embeddings not updating after resize_token_embeddings, not LoRA/model-version compatibility." }, { "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." + "reason": "Different models and different loading failures: GLM-4.7-Flash unit-test loading vs Qwen3-VL weight shape mismatch." }, { "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." + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument incompatibility are separate loading issues." }, { "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." + "reason": "Both mention memory/OOM, but one is training memory usage in Qwen3 MoE and the other is increased reserved memory under int4 quantization. Not the same fix." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behavior. Too broad to merge." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading and quantized save/load corruption are different bugs affecting different code paths." + "reason": "GLM5 loading and sinq save/load breakage are unrelated issues." }, { - "left": "issue:45276", - "right": "issue:45335", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Both are resize_token_embeddings complaints, but they target different architectures and different missing embedding updates." + "reason": "Trainer checkpoint resumption math and SGD args not being used are unrelated Trainer/optimizer bugs." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:45276", + "right": "issue:45335", "accept": false, - "reason": "One is Qwen3.5 chat crash, the other is Gemma4Processor missing _tokenizer in serve; not the same defect." + "reason": "Both are about resize_token_embeddings propagation, but they hit different model implementations and different target modules. Similar pattern, not same bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading failures are separate issues." + "reason": "Torch version compatibility and meta-device model loading are separate incompatibility reports." }, { "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." + "reason": "Unexpected _is_hf_initialized with init_empty_weights is unrelated to mmap-induced OOM on Strix Halo." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "One is tokenizer vocab size mismatch, the other is a model loading regression for a specific checkpoint; not the same bug." + "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are different model/processor issues." }, { "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." + "reason": "cudaErrorAssert on Qwen3 auto device mapping and AudioFlamingo3 track leakage are unrelated failures." }, { "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." + "reason": "Gemma-4 FSDP2 shared_kv_states and composite Qwen text_config unwrapping are different code paths." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc/example problems are unrelated to GLM5 loading." + "reason": "SigLIP2 docs/inference issues and GLM5 loading are unrelated." }, { "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." + "reason": "One is a Qwen3.5 Flash Attention position_ids crash; the other is an s_aux=None crash in sink-less models. Different causes." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer/vocab concerns, but they are different models with different loading failures." }, { "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." + "reason": "Both are training-loss double-shift reports, but on different model code paths and with no evidence of a shared 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." + "reason": "Both mention untied lm_head weights, but they are model-specific reports with no proof of the same concrete code path." }, { "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." + "reason": "Quantization/offloading memory problems are related only at a high level; these are distinct symptoms and likely different fixes." }, { "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." + "reason": "Gradient checkpointing/LoRA effectiveness and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3.5MoeTextRotaryEmbedding CPU-offload incompatibility are separate issues." + "reason": "FSDP2 shared_kv_states and 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'." + "reason": "AudioFlamingo3 batching leakage and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and mmap-induced OOM on Strix Halo are different problems." + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different issues." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment bug and VideoPrism output field mispopulation are different output-structure issues." + "reason": "ModelOutput key assignment and VideoPrism hidden_states output mismatch are not the same bug." } ] }, @@ -2818,7 +2824,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 9, "review_unit_count": 66, "status": "reviewed", @@ -2826,7 +2832,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:36010", "issue:39404", @@ -2834,6 +2840,7 @@ "issue:43335", "issue:43381", "issue:43425", + "issue:43611", "issue:43645", "issue:43646", "issue:43708", @@ -2864,7 +2871,6 @@ "issue:45663", "issue:45684", "issue:45698", - "issue:45701", "issue:45812", "issue:45823", "issue:46315", @@ -2878,208 +2884,202 @@ "issue:47332" ], "soft_pairs": [ - "issue:43335|issue:45663", "issue:44863|issue:46468", + "issue:43335|issue:45663", "issue:44479|issue:44877", - "issue:36010|issue:39404", "issue:44387|issue:44756", + "issue:36010|issue:39404", "issue:45276|issue:45292", "issue:44292|issue:44912", + "issue:44164|issue:44756", "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:43425|issue:47228", + "issue:42796|issue:46326", "issue:44589|issue:44756", - "issue:45292|issue:45335", "issue:43425|issue:43828", - "issue:44402|issue:44451", + "issue:45292|issue:45335", + "issue:43854|issue:45216", "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:45684|issue:45698", "issue:43425|issue:46869", - "issue:46894|issue:46901", "issue:44683|issue:45823", "issue:43425|issue:43716", + "issue:46894|issue:46901", "issue:45812|issue:46315", "issue:46315|issue:46491", "issue:44530|issue:45084", - "issue:39404|issue:45701" + "issue:43611|issue:43645" ], - "prepared_review_unit_hash": "cf5bc5c16b553f2f248a6a9d79f729e0347a53618ca380e6c35d0c20c6baea3c", + "prepared_review_unit_hash": "ac9b4e5b1f8d80ec5b3c6f2c1b240f4d7522732e30ff526a4bdb586e3d87bbb6", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36283, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 36317, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "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.", + "summary": "These items are mostly distinct bug reports that only overlap at the subsystem level. I\u2019d only merge the resize_token_embeddings/output_embeddings reports and the training-loss double-shift reports; the rest are too different to treat as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue #45292 is the best canonical anchor among the true duplicates: it states the generic resize_token_embeddings/output_embeddings bug and cleanly subsumes the Gemma4/T5Gemma-specific variants.", "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_issue_reason": "#45292 is the broadest, most reusable issue for the resize_token_embeddings family; it describes the underlying API regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:44863", + "right": "issue:46468", "accept": false, - "reason": "Different bugs: sparse-layer creation in SwitchTransformers config vs Gemma4 FSDP2 shared_kv_states rebuild during attention." + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is an example-script breakage; different code paths." }, { - "left": "issue:44863", - "right": "issue:46468", + "left": "issue:43335", + "right": "issue:45663", "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." + "reason": "Different bugs: sparse-layer creation in SwitchTransformers vs Gemma4 FSDP shared_kv_states rebuilding." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Qwen VL video-input regression and granite_speech strict-config loading are unrelated failure modes." + "reason": "Video-input regression and strict-config loading are separate failures, not the same underlying bug." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are distinct issues." + "reason": "Int4 quantization OOM and mmap-related Strix Halo OOM are different resource issues." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:36010", + "right": "issue:39404", "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." + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression; unrelated symptoms." }, { "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." + "reason": "Same resize_token_embeddings bug: both report output embedding tables not being updated, with #45276 as a model-specific manifestation." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/load problems: Qwen-3-8B-NVFP4 error vs MXFP4 fallback to bf16." + "reason": "Different models, different quantization formats, and different failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM." }, { "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." + "reason": "Meta-device loading breakage and disk-offloaded save failure are separate load/save paths." }, { "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." + "reason": "Gradient checkpointing in eval mode and RLHF NaN from 3D position_ids are not the same bug." }, { "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." + "reason": "Flash-attention crash on s_aux=None is different from Gemma4 FSDP shared_kv_states handling." }, { "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." + "reason": "Custom model initialization in Jupyter and extra_state save/load are unrelated regressions." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:43425", + "right": "issue:47228", "accept": false, - "reason": "GLM-4.7 test loading issue and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Generic torch 2.10 incompatibility is broader than the Sam3 bf16 compilation regression; not the same concrete issue." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:42796", + "right": "issue:46326", "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." + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer bugs." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is unrelated to disabling mmap to avoid OOM." + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility and autocast dtype mismatch are different code-path problems." }, { "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." + "reason": "Same resize_token_embeddings regression: #45335 is the decoder.embed_tokens variant of the same missing update." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issue and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to the autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Custom model initialization breakage and Trainer resume_from_checkpoint max_steps miscalculation are distinct behaviors." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size inconsistency and ScandiBERT load failure are different issues." + "reason": "Tokenizer vocab-size mismatch for pad/unk tokens is not the same as ScandiBERT load failure." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer resume_from_checkpoint max_steps miscalculation are unrelated." + "reason": "Read-only permission propagation and wrong custom-module loading after save_pretrained are different save/load bugs." }, { "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." + "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different underlying issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention failure on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + "reason": "Compiled flex_attention on torch >=2.9 and Gemma4 PLE device mismatch are separate failures." }, { "left": "issue:43425", @@ -3087,35 +3087,41 @@ "accept": false, "reason": "Torch 2.10 incompatibility is not the same as the Mistral-3 image-preprocessor dtype mismatch." }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug, just on different model families." + }, { "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." + "reason": "Wrong token IDs and slow convert_tokens_to_ids are different tokenizer regressions." }, { "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." + "reason": "Performance regression in token conversion and a leading-space round-trip bug are not the same issue." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are different failures." + "reason": "PagedAttentionCache invalid group type and non-template-node compilation errors are unrelated." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Whisper pipeline return_language regression and tokenizer version-change behavior are not the same issue." + "reason": "Both involve Transformers 5 custom-model breakage, but one is base_model_prefix loading and the other is Jupyter notebook initialization; too different to merge." } ] }, "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." + "feedback": "The assessment is grounded in the packet and stays conservative overall. The accepted duplicate pairs are strongly supported by the issue titles and similarity scores, and the rejected pairs are generally kept separate by distinct failure modes or code paths. I don\u2019t see overstatement of evidence in the summary." }, "evaluator_used": true, "retried": false, @@ -3126,7 +3132,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 10, "review_unit_count": 66, "status": "reviewed", @@ -3134,7 +3140,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:36032", "issue:39404", @@ -3143,11 +3149,11 @@ "issue:42915", "issue:43404", "issue:43452", + "issue:43541", "issue:43596", "issue:43611", "issue:43632", "issue:43644", - "issue:43645", "issue:43716", "issue:43746", "issue:43856", @@ -3162,6 +3168,7 @@ "issue:44509", "issue:44530", "issue:44589", + "issue:44661", "issue:44671", "issue:44683", "issue:44756", @@ -3172,259 +3179,259 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45479", + "issue:45701", "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:39404|issue:45701", "issue:44479|issue:44805", "issue:44589|issue:45084", - "issue:39404|issue:46665", "issue:44164|issue:45759", + "issue:39404|issue:46665", "issue:43994|issue:44079", "issue:40990|issue:47331", "issue:36032|issue:43452", - "issue:43901|issue:44509", "issue:44265|issue:44898", + "issue:43901|issue:44509", "issue:44991|issue:45081", "issue:46050|issue:46326", - "issue:43906|issue:46326", "issue:44671|issue:44991", + "issue:43906|issue:46326", "issue:43906|issue:44530", - "issue:39404|issue:44912", "issue:45823|issue:46899", "issue:43596|issue:44683", + "issue:39404|issue:44912", "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:44488|issue:44987", "issue:36032|issue:42915", + "issue:44488|issue:45081", "issue:43716|issue:45084", - "issue:42796|issue:43404", - "issue:45479|issue:46894", "issue:43746|issue:47331", - "issue:43611|issue:43644" + "issue:44661|issue:44683", + "issue:42796|issue:43404", + "issue:43611|issue:43644", + "issue:43541|issue:45084" ], - "prepared_review_unit_hash": "085d1a0e7b12e81356a9eacc4d2342b44f4a57a7d12278e1606c6e77a73d92fe", + "prepared_review_unit_hash": "6f7d740f763d4829b7ecbcd97c62d4f84f446894191f6865aaa87230140ebe32", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37018, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 31, + "serialized_chars": 37231, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 }, "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.", + "summary": "The set is a grab bag of unrelated regression reports, mostly tokenizer/model-loading bugs plus a few docs and quantization issues. No strong duplicate cluster emerges from the titles alone; the closest common thread is broad Transformers v5 breakage, but the specific failure modes differ too much to merge together.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the broadest, most version-centric loading regression in the set and is a reasonable anchor for a v5 breakage cluster, even though the other issues are not true duplicates of it.", "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_issue_reason": "Issue 43611 is the best single representative because it describes a clear, user-facing Transformers v5 loading failure with a general impact on model initialization and is more central than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:45701", "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." + "reason": "One is a Whisper pipeline regression about return_language; the other is a generic tokenization-change report. Different models, different behavior, not the same bug." }, { "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." + "reason": "Video-input regression for specific Qwen VL models vs a mask-shape IndexError. Symptoms and code paths do not match." }, { "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." + "reason": "Float8 storage lookup failure vs a template-node compilation error. Completely different failure mechanisms." }, { "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." + "reason": "extra_state save/from_pretrained handling is unrelated to from_config not unwrapping text_config." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression and from_pretrained inside Python classes are unrelated issues." }, { "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." + "reason": "Siglip2 bad outputs with AutoModel/pipeline vs ModelOutput key assignment semantics. Different layers and different bugs." }, { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "Unrelated: perplexity anomaly on gpt-oss versus MetalConfig batched quantized generation corruption." + "reason": "Perplexity on gpt-oss-20b and MetalConfig batched quantized generation corruption are unrelated." }, { "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." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file handling breakage are different loading problems." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Both are docs issues, but they cover different pipeline-task deprecations and different documentation sections." + "reason": "torch.export failure due to torch_compilable_check is not the same as Perceiver non-default-resolution interpolation failure." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolation behavior." + "reason": "Both are docs issues, but they concern different pages/tasks and different obsolete pipeline behavior; not the same underlying change." }, { "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." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta and a Mistral regex patch crash are distinct tokenizer bugs." }, { "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." + "reason": "Quantized save/load corruption with sinq is unrelated to continue_final_message support for mistral_common tokenizers." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Incorrect CamemBERT masked-LM predictions and est-roberta tokenizer loading are different bugs." + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for est-roberta do not share the same concrete bug." }, { "left": "issue:43906", - "right": "issue:44530", + "right": "issue:46326", "accept": false, - "reason": "These are unrelated subsystems: a reproduction issue versus a paged-attention cache crash on Qwen3.5." + "reason": "An isolated reproduction of a prior issue is not the same as the mistral_common continue_final_message bug." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." + "reason": "Isolated reproduction of issue 38071 and PagedAttentionCache linear_attention crash 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." + "reason": "Both involve Gemma4, but one is a device_map forwarding mismatch and the other is a 4-bit quantization dtype-cast bug; different code paths." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "deepspeed zero3/BertModel index error is unrelated to compiled flex_attention on torch>=2.9." + "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention failure on torch>=2.9 are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression has nothing to do with MXFP4 quantization fallback for git-oss-20b." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling and TimesFM window_size AttributeError are distinct problems." + "reason": "extra_state save/load handling and TimesFM window_size attribute errors are unrelated." }, { "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." + "reason": "Avoiding mmap OOM on Strix Halo is not the same as saving a disk-offloaded Qwen3 model." }, { "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." + "reason": "Qwen3 MoE memory inefficiency during training and Strix Halo mmap OOM are different memory issues with different causes." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:43632", + "right": "issue:47050", "accept": false, - "reason": "Unrelated tokenizer-load failures with different model families and causes." + "reason": "_is_hf_initialized flag breakage and CanineModel fp16 ONNX attention dtype mismatch are unrelated." }, { - "left": "issue:43632", - "right": "issue:47050", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "_is_hf_initialized breakage and ONNX fp16 attention dtype mismatch are unrelated." + "reason": "Both are loading regressions, but they affect different models and likely different regressions; not one underlying bug." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "T5 tokenizer special-tokens conflict and Qwen3Moe FineGrainedFP8Config failure do not share a code path." + "reason": "Loading cjvt/sleng-bert and Mistral regex patch failure are separate tokenizer issues." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch in multimodal preprocessing is unrelated to template compilation errors." + "reason": "Mistral-3 image preprocessor dtype mismatch and template-node compilation error are unrelated." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:43746", + "right": "issue:47331", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different Mistral3 issues." + "reason": "GraniteSpeech PEFT checkpoint loading and MetalConfig batched quantization corruption are different subsystems and bugs." }, { - "left": "issue:45479", - "right": "issue:46894", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "A sequence-classification zero-loss bug and an ASR training-loss double-shift bug are not the same defect." + "reason": "add-new-model-like failing on TOKENIZER_MAPPING_NAMES is unrelated to compiled flex_attention on torch>=2.9." }, { - "left": "issue:43746", - "right": "issue:47331", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "PEFT local-checkpoint loading and MetalConfig batch corruption are unrelated." + "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head tying are distinct issues, even if model-family-adjacent." }, { "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." + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; too different to deduplicate." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and non-template-node compilation failure are different compiler/runtime problems." } ] }, @@ -3438,7 +3445,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 11, "review_unit_count": 66, "status": "reviewed", @@ -3446,7 +3453,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:34567", "issue:36032", @@ -3455,34 +3462,29 @@ "issue:40990", "issue:42175", "issue:42915", + "issue:43208", "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:43792", "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", @@ -3490,262 +3492,259 @@ "issue:45859", "issue:46178", "issue:46285", + "issue:46304", "issue:46326", "issue:46402", "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", "issue:46897", + "issue:47013", "issue:47312", "issue:47331" ], "soft_pairs": [ - "issue:44661|issue:44683", + "issue:45479|issue:46894", "issue:44462|issue:46489", - "issue:43299|issue:43931", "issue:46285|issue:46402", - "issue:43541|issue:45084", + "issue:43299|issue:43931", + "issue:42915|issue:44530", "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:44530|issue:46304", "issue:36032|issue:43645", - "issue:40444|issue:46326", + "issue:40990|issue:43421", "issue:44737|issue:45859", + "issue:40444|issue:46326", "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:39404|issue:44671", + "issue:44206|issue:44220", + "issue:44987|issue:44991", "issue:43452|issue:43482", "issue:43482|issue:47312", - "issue:43746|issue:46326", - "issue:43582|issue:47331", "issue:44811|issue:45584", - "issue:44403|issue:45081" + "issue:43582|issue:47331", + "issue:43208|issue:47013", + "issue:43645|issue:46661", + "issue:43792|issue:46869", + "issue:42915|issue:45084" ], - "prepared_review_unit_hash": "bb207be8ec0ce9a014bfdb9faa1608f8cb07d8ac238bd2fd46135ad1aa3e5529", + "prepared_review_unit_hash": "7994e706fc536160ab973e8f672da563a5c2568f6da17f12cb6d95da5dfec03e", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36123, - "estimated_input_tokens": 9031, - "estimated_eval_tokens": 18318 + "soft_pair_count": 29, + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "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.", + "summary": "No soft-edge pair is strong enough to merge as a duplicate; most are same-subsystem, different-bug regressions. The broadest and most canonical issue here is the gguf_file auto-loading regression (#43452).", + "confidence": 0.84, + "canonical_issue_reason": "Issue #43452 is the broadest, most general repro in the set: it describes a concrete GGUF loading breakage across AutoTokenizer and AutoModelForCausalLM, making it a good umbrella representative.", "canonical_pr_reason": null, - "best_issue_reason": "#43452 best captures the shared concrete failure mode without narrowing it to one model name.", + "best_issue_reason": "#43452 is the best issue to keep as the main reference because it is specific enough to reproduce yet broad enough to cover the related GGUF-loading reports more cleanly than the model-specific variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:45479", + "right": "issue:46894", "accept": false, - "reason": "Different bugs: tokenizer mapping failure vs torch.compile flex_attention failure." + "reason": "Both mention training loss, but one is a generic zero-loss classification issue and the other is an ASR double-shift bug; different failure modes." }, { "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." + "reason": "Both affect tokenization, but one ignores tokenizer.json while the other is a DeepSeek-Coder output regression; not the same bug." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:46285", + "right": "issue:46402", "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." + "reason": "Different models and symptoms: CLIP text-model structure inconsistency vs Sam3 text-encoder weights not loading." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Different model classes and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." + "reason": "Same model family, but one is a Qwen3VL-MoE load failure and the other is a specific weight-shape mismatch; not a single concrete bug." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Unrelated failures: torch dynamo grouped_mm tracing error vs template compilation TypeError." + "reason": "Quantization config failure vs PagedAttention cache crash; related area, but different code paths and symptoms." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different training-loss bugs on different model families; only a vague pattern match." + "reason": "Same as the other 45479 pair: generic classification zero-loss vs ASR double-shift training loss bug." }, { "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)." + "reason": "Both are model-loading failures, but they target unrelated checkpoints and don\u2019t point to the same underlying change." }, { "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." + "reason": "Both involve quantization/offloading, but one is a generic offloading issue and the other is Metal batch corruption in affine_qmm_t." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:44530", + "right": "issue:46304", "accept": false, - "reason": "Different areas: AutoConfig trust_remote_code field loss vs Qwen3.5 cache group-type crash." + "reason": "Qwen3.5 cache crash vs a build/install regression with USE_DISTRIBUTED=0; different layers of the stack." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer method-name conflict is unrelated to custom-model initialization in notebooks." + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization are unrelated bugs." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Different functionality and code paths: multimodal iterable finetuning vs mistral_common continue_final_message handling." + "reason": "Perplexity regression on one model vs runtime special-token post-processing not updating; different behavior." }, { "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." + "reason": "XLNet CPU device-placement bug vs Qwen3_5Moe CPU-offload incompatibility; same theme, different bug." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Completely unrelated: TrainerState token counter vs multimodal iterable dataset failure." + "reason": "Multimodal iterable-dataset failure vs mistral_common continue_final_message bug; no shared concrete code path." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Whisper pipeline language return regression is unrelated to CamemBERT masked-LM prediction errors." + "reason": "TrainerState token-count tracking and Qwen2.5-VL multi-image training are unrelated." }, { "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." + "reason": "Packaging/backends inclusion problem vs invalid backend-mapping entry; not the same issue." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Different bugs: non-persistent buffer initialization vs generic custom model initialization breakage." + "reason": "Both are v5 initialization regressions, but one is specifically non-persistent buffers and the other is broader custom-model init behavior." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both are model-specific tokenizer loading failures, but not the same model or concrete failure mode." + "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; unrelated bugs." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Audio feature-extraction related, but one is an unsupported argument crash and the other is a different helper-function issue." + "reason": "AppleSilicon allocator TypeError vs _is_hf_initialized flag regression; different code paths." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Unrelated: template compilation error vs GraniteMoEHybrid invalid method call." + "reason": "Whisper return_language pipeline regression vs CamemBERT masked-LM prediction bug; different models and failures." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature extraction regressions, but the titles point to different symptoms and there isn\u2019t enough evidence they are the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different regressions." + "reason": "Different checkpoint-loading failures; they share the v5 backdrop but not the same defect." }, { "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." + "accept": false, + "reason": "Both are GGUF/v5 loading failures, but one is a broad API breakage and the other is a model-specific report; not enough to treat as one bug." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "PEFT adapter loading and Whisper/mistral_common message continuation are unrelated." + "reason": "Whisper decoding skip_special_tokens vs empty-transcription failure after align_special_tokens; related area, different issue." }, { - "left": "issue:43482", - "right": "issue:47312", + "left": "issue:43582", + "right": "issue:47331", "accept": false, - "reason": "Qwen2.5-GGUF loading and kernel-version incompatibility are unrelated." + "reason": "AppleSilicon warmup TypeError vs Metal quantized batch corruption; same hardware ecosystem, different defects." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "PEFT adapter loading and Whisper/mistral_common message continuation are unrelated." + "reason": "A broad multi-bug xLSTM report and a specific return_last_states unpacking crash are not the same underlying issue." }, { - "left": "issue:43582", - "right": "issue:47331", + "left": "issue:43645", + "right": "issue:46661", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to Metal quantized batched-generation corruption." + "reason": "Custom model initialization in notebooks vs remote-code model_class.config_class AttributeError; related theme, but not the same bug." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43792", + "right": "issue:46869", "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." + "reason": "Whisper load failure and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43873", + "right": "issue:47331", "accept": false, - "reason": "Different tokenizer-loading concerns: general load noise vs a specific mistral regex patch crash." + "reason": "General offloading/quantization expectations vs a specific Metal batch corruption bug; too different to merge." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 12, "review_unit_count": 66, "status": "reviewed", @@ -3753,15 +3752,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:28530", "issue:34567", "issue:36032", "issue:41720", "issue:42915", - "issue:43208", + "issue:43089", "issue:43262", + "issue:43296", "issue:43317", "issue:43322", "issue:43377", @@ -3770,14 +3770,15 @@ "issue:43482", "issue:43531", "issue:43540", - "issue:43645", + "issue:43632", "issue:43646", "issue:43742", - "issue:43792", + "issue:43746", "issue:43819", "issue:43994", "issue:44008", "issue:44062", + "issue:44220", "issue:44265", "issue:44291", "issue:44403", @@ -3788,247 +3789,260 @@ "issue:44534", "issue:44589", "issue:44610", + "issue:44683", "issue:44849", "issue:44877", "issue:44987", "issue:45081", - "issue:45084", "issue:45325", "issue:45923", "issue:45987", - "issue:46661", - "issue:46869", + "issue:46326", + "issue:46821", "issue:46899", - "issue:47013", "issue:47254", "issue:47331" ], "soft_pairs": [ - "issue:43792|issue:46869", - "issue:43208|issue:47013", "issue:43262|issue:47331", + "issue:43746|issue:46326", + "issue:44403|issue:45081", "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:44987|issue:45081", "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:28530|issue:34567", + "issue:43994|issue:44610", "issue:43531|issue:44877", - "issue:36032|issue:41720", - "issue:44265|issue:44610", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:43404|issue:44466", "issue:44008|issue:46899", - "issue:43322|issue:43540", + "issue:44265|issue:44610", + "issue:36032|issue:41720", + "issue:44849|issue:45325", "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:44464|issue:45987", "issue:43425|issue:44403", + "issue:43322|issue:43540", + "issue:43296|issue:43531", "issue:45923|issue:47254", - "issue:44464|issue:45987" + "issue:44220|issue:44683" ], - "prepared_review_unit_hash": "834272c0261fb12b78a79ccd314b5f1d78df9b7753750aa3b508cf7fe3bbde03", + "prepared_review_unit_hash": "2dbbbfd4c18f9f5174cf0a5305a7ebf09d783ee746b690e41cd3dd149df651fd", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35812, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36914, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "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, + "summary": "This set is not a true duplicate cluster: the items span many unrelated bugs across loading, generation, multimodal processors, quantization, and tokenizer/model-init regressions. I rejected all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the issues are heterogeneous and do not share one underlying bug or code path.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to pick the broadest representative, issue 43646 is the most umbrella-like v5 regression description, but it still does not unify the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43262", + "right": "issue:47331", "accept": false, - "reason": "Different models and failure modes: Whisper can\u2019t run vs YOLO device-map multi-GPU failure." + "reason": "Audio processor sampling-rate default bug vs Metal quantization batched-generate corruption; unrelated code paths." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Same xLSTM family, but 43208 is a multi-bug meta report while 47013 is a specific train-mode unpacking crash." + "reason": "PEFT adapter local-checkpoint loading vs Mistral-common continue_final_message behavior; different subsystems." }, { - "left": "issue:43262", - "right": "issue:47331", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs Metal quantization batched-generate corruption are unrelated." + "reason": "Generic loading noise vs _patch_mistral_regex backend_tokenizer crash; not the same failure." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different code paths: dequantized device_map offload loading vs Qwen2.5-GGUF/v5 loading regression." + "reason": "device_map=auto dequantized offload failure vs Qwen2.5-GGUF v5 loading; both loading issues but different paths." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "FineGrainedFP8Config failure and template compilation error are unrelated bugs." + "reason": "Custom model initialization breakage vs non-persistent buffer junk fill; both v5-related, but distinct bugs." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Both involve custom/remote-code loading, but the concrete breakages differ (Jupyter init vs missing config_class in AutoModel)." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs init_empty_weights/_is_hf_initialized argument error; different root causes." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failures: loading a specific model vs Mistral tokenizer regex patch crash." + "reason": "Loading physical-intelligence/fast fails vs Mistral regex patch crash; unrelated models and code paths." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Custom model initialization regression vs non-persistent buffer serialization junk are different issues." + "reason": "Sampling-rate default mismatch vs MIMI batched-vs-single padding-mask bug; both audio, not the same defect." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Quantization config bug vs init_empty_weights unexpected-argument bug; no shared fix path." + "reason": "T5Tokenizer add_special_tokens conflict vs MobileLLM key error; unrelated failures." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug vs DAC from_latents/STE mismatch; different models and implementations." + }, + { + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Both audio-related, but one is processor sampling-rate handling and the other is MIMI padding-mask batching." + "reason": "Qwen3Moe FP8 config issue vs Float8 storage-object lookup error; not the same bug." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Trainer early-stopping metric handling and num_input_tokens_seen updates are separate trainer bugs." + "reason": "Early-stopping metric selection vs TrainerState token-count tracking; unrelated trainer features." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer method-name conflict vs MobileLLM key error are different loading failures." + "reason": "Siglip2 bad outputs vs OmDet processor resolution mismatch; different model/processor problems." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to the physical-intelligence/fast loading failure." + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config loading; unrelated issues." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Both audio models, but batched-vs-single padding-mask bug is not the same as DAC from_latents/STE mismatch." + "reason": "AddedToken special-arg conflict vs loading physical-intelligence/fast; different failure modes." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT load failure and Mistral regex-patching crash are distinct tokenizer/model bugs." + "reason": "ScandiBERT loading failure vs Mistral regex patch crash; not the same underlying bug." }, { "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." + "reason": "lm_head tying bug in Mistral3ForConditionalGeneration vs device-dependent serialization of tied weights; related theme, different code paths." }, { - "left": "issue:43994", + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 3n variable-name collision vs Gemma4 4-bit dtype-cast quantization bug; same family, different defect." + }, + { + "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Different subsystems: SigLIP2 model/pipeline output corruption vs OmDet-Turbo processor size mismatch." + "reason": "torch.export/torch_compilable_check failure vs OmDet processor input-size mismatch; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute conflict vs Qwen3 auto device mapping CUDA assert; different subsystems." }, { "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." + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; both vision/model-family adjacent, but not the same issue." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Both mention quantization/float8, but they are different concrete breakages and would need different fixes." + "reason": "v5.3.0 video-input regression across Qwen VL models vs still-image temporal position-id scaling; different concrete bugs." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and strict granite_speech config loading are unrelated." + "reason": "_is_hf_initialized regression vs TimesFM window_size AttributeError; unrelated." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Tokenizer load conflict vs Qwen3 auto device-map cuda assert are completely different issues." + "reason": "Generation sync/dispatch overhead vs StaticCache seq-length return-type bug; different performance vs API issues." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Chunked generation inconsistency with compiled forward vs cache length return contract; not the same code path." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Different Gemma models and different bugs: variable-name collision vs unsafe dtype cast in multimodal embedders." + "reason": "Torch 2.10 incompatibility vs loading noise; unrelated." }, { "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." + "reason": "Llava-Next load segfault vs Qwen3OmniMoe video-input ValueError; both multimodal, but different bugs." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Torch version compatibility and load-time noise are not the same underlying bug." + "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; unrelated." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Gradient-checkpointing flag omission and PEFT/DeepSpeed checkpoint error are unrelated training issues." + "reason": "Missing supports_gradient_checkpointing flag vs PEFT+ZeRO-3 checkpoint error; both mention checkpointing, but different problems." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is unrelated to StaticCache.get_seq_length() returning the wrong type." + "reason": "_torch_extract_fbank_features issue vs compiled flex_attention failure on torch>=2.9; unrelated." } ] }, @@ -4042,7 +4056,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 13, "review_unit_count": 66, "status": "reviewed", @@ -4050,7 +4064,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:33666", "issue:35707", @@ -4059,7 +4073,6 @@ "issue:41720", "issue:42175", "issue:42796", - "issue:43089", "issue:43296", "issue:43381", "issue:43421", @@ -4074,288 +4087,290 @@ "issue:43872", "issue:43883", "issue:44079", - "issue:44220", + "issue:44265", "issue:44291", + "issue:44387", "issue:44403", "issue:44488", "issue:44534", "issue:44568", "issue:44589", - "issue:44683", "issue:44756", "issue:44811", "issue:44991", + "issue:45072", "issue:45081", "issue:45216", "issue:45325", "issue:45357", + "issue:45538", "issue:45542", "issue:45663", "issue:45812", "issue:45923", - "issue:45987", "issue:46315", "issue:46491", "issue:46710", "issue:46821", - "issue:46899" + "issue:46899", + "issue:47404" ], "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:43883|issue:44488", "issue:44991|issue:46315", + "issue:44403|issue:44991", "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:42796|issue:43746", "issue:33666|issue:40444", "issue:43632|issue:44756", "issue:40990|issue:44811", - "issue:42796|issue:46710", + "issue:43381|issue:45923", "issue:43531|issue:44291", "issue:35707|issue:40444", "issue:44079|issue:45663", - "issue:43883|issue:44991", + "issue:42796|issue:46710", "issue:41720|issue:45081", "issue:43482|issue:43525", - "issue:43421|issue:44568", + "issue:43883|issue:44991", "issue:43296|issue:46821", "issue:42175|issue:43296", - "issue:42175|issue:45542" + "issue:44387|issue:47404", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:44265|issue:45072" ], - "prepared_review_unit_hash": "da1be9ef66da007307e8d13c3066145afcd2d6d0acc1b89862b5bfac7c347833", + "prepared_review_unit_hash": "b6af0e9f12ff7a788c62c8b8d8089af32a57e258f5db22e0b72298c2b93ffc4a", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36575, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "serialized_chars": 37296, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 }, "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.", + "summary": "The cluster is mostly unrelated issue reports. I found two likely duplicate pairs: the Transformers v5 `_is_hf_initialized` / `init_empty_weights` regression, and the Qwen3.5 `save_pretrained` checkpoint regression. The rest look like separate bugs or model-specific failures.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44291 is the clearest, most general report of the shared `_is_hf_initialized` / `init_empty_weights` failure mode in Transformers v5, making it the best canonical issue for that duplicate set.", "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_issue_reason": "issue:44291 is the strongest representative issue overall because it states the root cause directly and matches the related bitsandbytes report most closely.", "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." + "reason": "Both are Qwen2.5-VL issues, but one is finetuning/multi-image batching and the other is a rope-index/position-id regression; different bugs." }, { "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." + "reason": "Same underlying Transformers v5 `_is_hf_initialized` regression causing model-loading failures; 43872 is a bitsandbytes-specific manifestation of the same bug." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal-related, but the titles indicate different stages and different bugs." + "reason": "Both involve multimodal dtype problems, but they affect different models and different code paths (Mistral-3 image preprocessing vs Gemma4 audio/vision embedders)." }, { "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." + "reason": "One is about `base_model_prefix` model loading, the other about non-persistent buffers being filled with junk; unrelated regressions." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Unnecessary loading noise and a tokenizer load failure for a specific model are not the same bug." + "reason": "Different failures: missing `all_tied_weights_keys` for Molmo vs a tokenizer loading problem for `cjvt/sleng-bert`." }, { "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." + "reason": "Both concern tokenizers in v5, but one is a load failure for a specific model and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise on loading a transformer is not the same as a tokenizer load failure for EMBEDDIA/est-roberta." }, { "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." + "reason": "Same Qwen3.5 `save_pretrained` regression: both say the saved checkpoint is incorrect, with 45357 narrowing it to visual encoder keys." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument and missing Float8 storage lookup are different failure mechanisms." + "reason": "`_is_hf_initialized` / `init_empty_weights` is a different failure than missing `Float8_e4m3fnStorage`; they likely stem from different serialization/runtime paths." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: Granite token IDs vs CodeLlama leading-space round-trip." + "reason": "Both are tokenizer regressions, but one changes Granite token IDs broadly while the other is a CodeLlama leading-space round-trip issue." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error do not look like the same bug." + "reason": "Whisper runtime failure and missing Float8 storage object are unrelated errors." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and a missing `supports_gradient_checkpointing` flag are distinct issues." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are separate issues." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training-related, but the titles indicate different bugs." + "reason": "Different Qwen variants and different problems: multi-GPU training vs multi-image IterableDataset finetuning failure." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "`_is_hf_initialized` regression and mmap/OOM on Strix Halo are unrelated." + "reason": "One is an `_is_hf_initialized`-related Transformers v5 regression; the other is mmap/OOM behavior on Strix Halo." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "GPT-OSS perplexity regression and Whisper `batch_decode` special-token handling are unrelated." + "reason": "Perplexity on gpt-oss-20b and Whisper `batch_decode` skipping special tokens are unrelated bugs." }, { - "left": "issue:42796", - "right": "issue:46710", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Tokenizer BPE-marker bug and a downstream accuracy regression are too far apart to treat as the same bug." + "reason": "Eval-mode gradient checkpointing and a missing `supports_gradient_checkpointing` flag are related conceptually but not the same concrete 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." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the `init_empty_weights` / `_is_hf_initialized` regression." }, { "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." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is a different generation-path bug than Qwen2.5-VL multi-image finetuning." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared-kv-state issue are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared KV state rebuilding are different code-path bugs." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Different models and different loading problems." + "reason": "Tokenizer BPE-marker handling for Ministral and DeepSeek accuracy regression are not the same issue." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert on device mapping and a tokenizer regex patch crash are different code paths." + "reason": "Qwen3 device-map cuda assert and Mistral regex patch crashes are unrelated failures." }, { "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." + "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are separate model-loading problems." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Runtime special-token updates in TokenizersBackend and a specific BOS/EOS `add_special_tokens` regression are different bugs." + "reason": "Missing `all_tied_weights_keys` and tokenizer load failure for est-roberta are different issues." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure and TimesFM `window_size` AttributeError are unrelated." + "reason": "PaddleOCR-VL load failure in vLLM and TimesFM `window_size` attribute errors are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency issue vs model loading failure." + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading are different problems." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization CUDA reserved memory and the other is device-map conversion-op transients; different root causes." }, { "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." + "reason": "Both are TensorFlow/backend packaging issues, but one is missing TF in `.[torch]` and the other is tensorboard-only installing without TensorFlow; related area, not same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and `add_special_tokens=True` not adding BOS/EOS for a specific tokenizer are different behaviors." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length issue are separate bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with `torch_compilable_check` and dtype mismatches in bfloat16 inference are different problems." } ] }, "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." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the issue titles: the `_is_hf_initialized` / `init_empty_weights` regression and the Qwen3.5 `save_pretrained` regression. The rejected pairs are mostly justified by distinct model/code-path differences, and I don\u2019t see clear overstatement in the representative or canonical issue selection." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4363,7 +4378,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 14, "review_unit_count": 66, "status": "reviewed", @@ -4371,45 +4386,45 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ + "issue:34634", + "issue:35707", "issue:40444", "issue:40990", + "issue:41720", "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:43819", "issue:43828", "issue:43856", "issue:43873", "issue:43994", "issue:44079", + "issue:44186", "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", @@ -4419,249 +4434,258 @@ "issue:46697", "issue:46821", "issue:46909", - "issue:47217", - "issue:47404" + "issue:47217" ], "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:43317|issue:43856", + "issue:45325|issue:45834", "issue:44509|issue:46909", - "issue:44265|issue:45072", + "issue:44291|issue:44877", "issue:40444|issue:45381", - "issue:45325|issue:45834", - "issue:43377|issue:45491", "issue:43644|issue:44079", - "issue:44291|issue:44877", + "issue:43377|issue:45491", "issue:45325|issue:45381", "issue:43994|issue:44898", "issue:40444|issue:47217", "issue:43454|issue:44466", "issue:43818|issue:46402", + "issue:45325|issue:46697", "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:42796|issue:45381", "issue:43828|issue:46821", + "issue:44829|issue:45479", "issue:40990|issue:45584", - "issue:43262|issue:43746" + "issue:43262|issue:43746", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "78ee1b163bbad23afa4fb9e43307ff2ac710112e7714e2765c5ef418e4091e1c", + "prepared_review_unit_hash": "7f7975d2b68b3d1845fa950c6e9e2c066c7f93d5fa07659bd15ba74130e90e16", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36486, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "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.", + "summary": "This cluster is mostly a loose set of unrelated HF bug reports; only two soft pairs look like true duplicates: an AutoTokenizer/tokenizer.json regression and a Qwen2.5-VL position-id regression.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45812 is the strongest canonical issue: it describes a broad, concrete v4\u2192v5 tokenizer regression with clear user impact, and it aligns with the accepted tokenizer duplicate pair.", "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_issue_reason": "Issue 45812 is the best representative of the cluster because it is specific, high-signal, and most likely to anchor a single fixable code-path regression.", "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." + "accept": true, + "reason": "Same underlying tokenizer-loading regression: AutoTokenizer ignoring repository tokenizer.json can plausibly produce the wrong Granite token IDs." }, { - "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", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Unrelated tokenizer/model-loading issue versus CLIPTokenizer model_max_length behavior; no shared bug." + "reason": "Both mention v5 breakage, but one is about loading via base_model_prefix and the other about custom model initialization; different concrete failure modes." }, { "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." + "reason": "Different bugs: quantized model offload/load failure versus MoE training memory inefficiency." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:45325", + "right": "issue:45834", "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." + "reason": "Different models and code paths: Qwen2.5-VL rope/position scaling versus Kosmos2.5 OCR long-input indexing." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related, but they cover different docs problems and different examples." + "reason": "Both are documentation-related, but they concern different docs problems and different artifacts." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Different issues: init_empty_weights argument mismatch versus strict config blocking granite_speech loading." }, { "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", + "right": "issue:47217", "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)." + "reason": "Both involve VL/image placeholders, but one is multi-image finetuning with IterableDataset and the other is placeholder placement in user text." }, { "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." + "reason": "Unrelated: non-persistent buffer serialization bug versus ModelOutput key assignment behavior." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43377", + "right": "issue:45491", "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." + "reason": "Different model-specific batching bugs with different symptoms and causes." }, { "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." + "accept": true, + "reason": "Same Qwen2.5-VL position-id/rope_index regression affecting still-image and video inputs; likely one fixable code path." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model inference failures with no shared codepath indicated." + "reason": "Different models and tasks: Siglip2 nonsensical AutoModel/pipeline output versus Perceiver non-default-resolution classification failure." }, { - "left": "issue:40444", - "right": "issue:47217", + "left": "issue:43873", + "right": "issue:45701", "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." + "reason": "Quantization/offloading behavior and tokenization changes are unrelated." }, { "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." + "reason": "Different bugs: lm_head weight tying on AyaVision versus inconsistent tokenizer/model serialization for Granite." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different multimodal models and failures: Video-LLaVA tower architecture versus Sam3Model text-encoder loading." + "reason": "Video-LLaVA architecture/weight-sharing issue is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different subsystems: Qwen2.5-VL position ids versus Swin2SR image processor padding." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both are multimodal serialization/loading issues, but the models and concrete failures differ completely." + "reason": "Different issues in different models: Video-LLaVA tower setup versus Qwen3.5 visual-encoder save_pretrained regression." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to tokenization changes." + "reason": "Offloading/quantization and tokenization version regression are not the same bug." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Qwen2.5-VL position-id scaling and Swin2SR image over-padding are unrelated image-processing bugs." + "reason": "Bark CPU-offload device mismatch and torch.export torch_compilable_check failure are unrelated." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44479", + "right": "issue:45823", "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." + "reason": "Qwen VL video-input regression and Gemma4 PLE device mismatch are distinct model-specific failures." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL vision position IDs." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id computation." }, { - "left": "issue:43606", + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are different code paths." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degeneration versus zero-loss classification behavior." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug and GraniteSpeech PEFT checkpoint loading are separate issues." + }, + { + "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export torch_compilable_check failure are different problems." + "reason": "Tokenizer padding/truncation crash is unrelated to torch.export failures with torch_compilable_check." }, { - "left": "issue:44479", + "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different regressions: Qwen VL video input positions versus Gemma4 device_map forward mismatch." + "reason": "Different models and symptoms: Qwen3 cudaErrorAssert on A800 versus Gemma4 PLE forward device mismatch." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping failure." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Perplexity on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + "reason": "BarkProcessor voice_preset and progressive generation are unrelated bugs." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + "reason": "Both mention audio models, but CPU offload device mismatch and DAC.from_latents/STE mismatch are different concrete problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative. The two accepted soft pairs are plausibly the same bug paths, and the rejected pairs are appropriately separated by model/code-path differences." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 15, "review_unit_count": 66, "status": "reviewed", @@ -4669,10 +4693,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:34634", - "issue:35707", "issue:36331", "issue:40990", "issue:41553", @@ -4690,22 +4712,24 @@ "issue:43550", "issue:43572", "issue:43582", - "issue:43606", "issue:43720", "issue:43749", - "issue:43819", "issue:43873", "issue:44186", - "issue:44265", "issue:44387", + "issue:44466", "issue:44534", "issue:44568", "issue:44610", + "issue:44756", "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", + "issue:45325", + "issue:45357", + "issue:45685", "issue:45701", "issue:45704", "issue:45759", @@ -4714,283 +4738,272 @@ "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:45823|issue:46821", + "issue:43454|issue:43550", "issue:40990|issue:42947", - "issue:44568|issue:45920", + "issue:43257|issue:45923", "issue:43454|issue:45072", - "issue:43377|issue:44610", "issue:47404|issue:47405", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:42796|issue:46209", "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:41720|issue:43322", "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:41553|issue:43582", "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:43572|issue:45759", + "issue:45325|issue:46315", + "issue:41720|issue:44977", "issue:40990|issue:45701", + "issue:43322|issue:46050", "issue:44387|issue:45704", - "issue:43450|issue:45701" + "issue:43450|issue:45701", + "issue:45685|issue:46821", + "issue:43873|issue:44756", + "issue:44466|issue:45357", + "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "42b173e7b851035b015ab9fb134c6f6cbe7c2497f0f6a586b34c43a347c6e74f", + "prepared_review_unit_hash": "ee7c6916deacb6cdea09f839d648ffe2a05797f392a92795c52f99cace1925e9", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37351, - "estimated_input_tokens": 9338, - "estimated_eval_tokens": 18932 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "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.", + "summary": "This cluster is highly heterogeneous: tokenizer regressions, device-map/offloading issues, multimodal serialization bugs, quantization/load failures, and unrelated model-specific problems. Under a strict same-code-path standard, none of the soft pairs look like true duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the broadest and most central loading/offloading/quantization report in the set, with the most discussion and inbound references; it\u2019s the best umbrella candidate even though the surrounding items are not actually duplicates.", "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_issue_reason": "issue:47405 is the clearest high-severity, actionable bug: the wrong Auto class silently skips conversion and produces randomly initialized weights that still appear to work.", "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", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Weight tying/generation corruption and torch.compile+SDPA failure are unrelated." + "reason": "Different failures: 3d_parallel.py runtime setup vs FineGrainedFP8Config on Qwen3-MoE. No shared code path." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are separate model-specific issues." + "reason": "Gemma4 device mismatch in forward is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Running 3d_parallel.py and Qwen3Moe FineGrainedFP8Config failures do not share a concrete bug." + "reason": "AyaVision lm_head tying/serialization bug and Bamba torch.compile+SDPA failure are different problems." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + "reason": "High perplexity on GPT-OSS and gradient checkpointing with LoRA are unrelated issues." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate/deepspeed MOE weight conversion and a missing gradient_checkpointing flag are different issues." + "reason": "Different model-loading paths: Qwen3 MoE weight conversion under accelerate/deepspeed vs missing supports_gradient_checkpointing on a trust_remote_code variant." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "High perplexity on a model and ineffective gradient checkpointing are not the same underlying defect." + "reason": "One is tied-weight serialization, the other is a dtype mismatch in bfloat16 inference." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:47404", + "right": "issue:47405", "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." + "reason": "Both involve loading/converted checkpoints, but the concrete bugs differ: transient OOM during conversion ops vs silent skip on model_type mismatch." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "lm_head tying/generation corruption and bfloat16 dtype mismatch in CI are unrelated." + "reason": "Both are tokenizer regressions, but one is special-token insertion for a specific tokenizer while the other is wrong token IDs across several models." }, { "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." + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to video processor output shapes." }, { - "left": "issue:47404", - "right": "issue:47405", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Destination-GPU OOM during conversion and silent model_type mismatch conversion skip are distinct load-time problems." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer signature incompatibility and a script execution failure are unrelated." + "reason": "compute_loss keyword regression is unrelated to a 3d_parallel.py execution failure." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading for est-roberta are different failures, even if both happen in v5 loading code." + }, + { + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Tokenizer error messaging for Voxtral and Apple Silicon allocator TypeError are unrelated." + "reason": "CustomTrainer.compute_loss signature regression is unrelated to Qwen3-MoE FP8 loading." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-map CUDA assert and Llava Next segmentation fault are different failures." + "reason": "Qwen3 device-map cudaErrorAssert and Llava Next segfault are different model/path failures." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and unwrapping text_config in composite Qwen configs are separate config-loading bugs." + "reason": "FSDP CPU-efficient loading breakage and non-persistent buffer junk are separate loader issues." }, { "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." + "reason": "AyaVision tied-weights bug is not the same as BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer initialization are related to loading, but not the same concrete bug." + "reason": "Tokenizer error-message quality and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "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." + "accept": false, + "reason": "Both mention offload/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading regression; not the same concrete bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batched-vs-single MIMI encoder outputs and Perceiver resolution handling are different model behaviors." + "reason": "MIMI padding-mask batching bug and Perceiver non-default-resolution failure are unrelated." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Sliding-window mask off-by-one and tokenizer conversion slowdown are unrelated." + "reason": "Different models and failure modes: cudaErrorAssert on Qwen3 vs 3d_parallel.py execution failure." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Llava Next load crash and sinq save/load breakage are different model-loading issues." + "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config for composite Qwen multimodal configs are different config-loading issues." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:45325", + "right": "issue:46315", "accept": false, - "reason": "Auto device mapping CUDA assert and flash-attention generation failure are not the same bug." + "reason": "Qwen2.5-VL rope index scaling bug is unrelated to slow convert_tokens_to_ids regression." }, { "left": "issue:41720", - "right": "issue:42617", + "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device mapping and a 3d_parallel.py runtime failure do not match." + "reason": "Auto device mapping cuda assert and flash-attention generation bug are different Qwen3-family issues." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity anomaly and tokenization behavior changes across versions are different symptoms." + "reason": "A perplexity regression and a generic tokenizer-change complaint are not the same underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load segfault and sinq save/load corruption are different issues." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM and apex FusedRMSNorm memory leak are unrelated." + "reason": "int4 quantization memory growth/OOM and T5 apex RMSNorm 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, + "reason": "Video processor batched-shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram on Int and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "General offloading/quantization regressions and Strix Halo mmap OOM are not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one concerns lm_head.weight tying and the other visual-encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and bfloat16 dtype mismatches are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 16, "review_unit_count": 66, "status": "reviewed", @@ -4998,10 +5011,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:26413", "issue:28530", + "issue:30064", "issue:33666", "issue:41720", "issue:42915", @@ -5009,6 +5023,7 @@ "issue:43295", "issue:43317", "issue:43404", + "issue:43441", "issue:43531", "issue:43550", "issue:43572", @@ -5016,23 +5031,21 @@ "issue:43606", "issue:43646", "issue:43708", + "issue:43716", "issue:43720", - "issue:43873", "issue:43881", "issue:44008", "issue:44186", + "issue:44361", "issue:44423", "issue:44451", - "issue:44466", "issue:44488", "issue:44610", - "issue:44756", + "issue:44734", "issue:44898", - "issue:45072", "issue:45161", "issue:45357", "issue:45406", - "issue:45685", "issue:45701", "issue:45704", "issue:45823", @@ -5046,227 +5059,235 @@ "issue:46897", "issue:47020", "issue:47317", + "issue:47337", "issue:47404" ], "soft_pairs": [ - "issue:43873|issue:44756", - "issue:45685|issue:46821", - "issue:44466|issue:45357", "issue:26413|issue:28530", + "issue:43295|issue:45701", "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:46612|issue:46858", + "issue:44186|issue:44610", "issue:46821|issue:46869", - "issue:42915|issue:43317", + "issue:43646|issue:46665", + "issue:43577|issue:43708", + "issue:46897|issue:47317", "issue:41720|issue:45161", + "issue:44008|issue:45823", "issue:44423|issue:45406", + "issue:42915|issue:43317", "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:43404|issue:45357", "issue:43531|issue:43572", - "issue:45704|issue:47404" + "issue:45704|issue:47404", + "issue:43881|issue:44488", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:43441|issue:47337", + "issue:44186|issue:44361", + "issue:44734|issue:46858" ], - "prepared_review_unit_hash": "eafc853fae8e555932bcd44fd426cbb2bf2204b1062578e8090418ede272abb1", + "prepared_review_unit_hash": "c5dc8831708e3263daa24cc0be1dc34c77f561f21228e1e895665bbdcb793e8f", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35336, - "estimated_input_tokens": 8834, - "estimated_eval_tokens": 17924 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36163, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "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.", + "summary": "All proposed soft edges look like false positives: the issues cover unrelated bugs across training, tokenizers, multimodal serving, device mapping, quantization, and cache logic.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits: the cluster is heterogeneous, so there is no true duplicate anchor.", "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_issue_reason": "issue:45701 is the broadest and most referenced report here, but only as a weak representative, not a duplicate target.", "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", + "left": "issue:26413", + "right": "issue:28530", "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." + "reason": "Resume-from-checkpoint epoch handling is unrelated to early-stopping metric resolution." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Trainer bugs, but unrelated ones: checkpoint resume epoch iteration failure vs early stopping/metric_for_best_model handling." + "reason": "Processor.tokenizer regression is unrelated to tokenization changing across versions." }, { "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." + "reason": "Different tokenizer load failures: ScandiBERT model load vs XLMRoberta Unigram vocab type error." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Different models and code paths: LayoutLMv2 tokenizer padding/NER crash vs dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "Sam3PixelDecoder dummy conv is unrelated to Sam3 text encoder weight loading." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Same broad Sam3 area, but different concrete problems: a dummy Conv2d in the pixel decoder vs text encoder weights not loading." + "reason": "Bamba SDPA/torch.compile failure is unrelated to BitNet packed-weight unpacking during load." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43606", "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." + "reason": "Different failures: Bamba compile path vs Bark CPU-offload device mismatch." }, { "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." + "reason": "Both involve cache logic, but beam-search reorder and static-cache seq-length arithmetic are different bugs." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Completely different bugs: torch.compile/SDPA failure in Bamba vs packed-weight unpacking during accelerate loading in BitNet." + "reason": "Tokenizer NER/padding crash is unrelated to OmDet processor output-size mismatch." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Different image/model handling bugs: tokenizer crash on NER/batching vs processor output size mismatch for OmDet-Turbo." + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device_map loading." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization regression is related in theme, but not the same concrete from_pretrained bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", "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." + "reason": "Blip2 dtype propagation and Trainer max_steps recalculation are unrelated." }, { "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." + "reason": "Both mention training loss, but they are model-specific bugs with no shared code path." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "One is about dtype propagation when loading BLIP2; the other is about checkpoint resume max_steps computation after changing batch size." + "reason": "Qwen3 auto device-map cuda assert is unrelated to GPT-OSS MoE tensor-parallel behavior." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Both mention custom loading/init behavior, but the concrete problems differ: custom model initialization regression vs from_pretrained inside Python classes." + "reason": "Gemma3n variable collision in forward is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Unrelated failures: a TimesFM window_size AttributeError vs YOLO multi-GPU device_map loading problems." + "reason": "Both hit serve/multimodal paths, but the AttributeErrors arise from different processors and code paths." }, { "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." + "reason": "FineGrainedFP8Config failure and dequantized model offload failure are different loading bugs." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Different distributed/model-parallel issues: Qwen3 auto device mapping assert vs GPT-OSS MoE tensor-parallel behavior." + "reason": "Different size-handling bugs in different vision models; not the same underlying issue." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:28530", + "right": "issue:33666", "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." + "reason": "Early-stopping metric lookup is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Different models and different bugs: OmDet processor image-size mismatch vs Perceiver non-default-resolution failure." + "reason": "Quantized Qwen3Moe loading and kernels import/version validation are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different model families and different serialization/tie-weight issues; not the same underlying bug." + "reason": "Untied lm_head weights and incorrect visual-encoder keys are separate model-serialization bugs." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43531", + "right": "issue:43572", "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." + "reason": "Sliding-window MoE behavior is unrelated to StableLmConfig pad_token_idx regression." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:45704", + "right": "issue:47404", "accept": false, - "reason": "Trainer early-stopping/metric handling is unrelated to Qwen2-VL multi-GPU training behavior." + "reason": "Both are memory-related, but apex RMSNorm leak and device-map OOM from transient copies are different causes." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Quantization config failure vs kernels version/revision import failure; different subsystems and fixes." + "reason": "Different model loading failures for unrelated models." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "Both are model loading failures, but they involve different models and distinct causes." + "reason": "Image-preprocessor dtype mismatch is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "One is a Qwen3-MoE sliding_window issue, the other is a StableLmConfig pad_token_idx regression; unrelated." + "reason": "Early stopping config and void segmentation-map processing are unrelated." }, { - "left": "issue:45704", - "right": "issue:47404", + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 is unrelated to bbox coordinate test flakiness." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes, but on different tokenizer classes and different task flows." + }, + { + "left": "issue:44734", + "right": "issue:46858", "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." + "reason": "Serve KV-cache continuation indexing and static-cache seq-length arithmetic are different cache bugs." } ] }, @@ -5280,7 +5301,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 17, "review_unit_count": 66, "status": "reviewed", @@ -5288,9 +5309,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:28530", "issue:29159", "issue:29925", "issue:30064", @@ -5299,30 +5319,33 @@ "issue:35707", "issue:36032", "issue:41720", + "issue:42490", "issue:42915", "issue:43257", "issue:43316", "issue:43322", - "issue:43441", + "issue:43329", "issue:43452", "issue:43531", "issue:43540", "issue:43550", + "issue:43606", "issue:43653", - "issue:43716", + "issue:43720", "issue:43746", "issue:43782", "issue:43873", "issue:43881", - "issue:44186", - "issue:44361", + "issue:44387", "issue:44464", "issue:44534", + "issue:44589", "issue:44671", - "issue:44734", "issue:44743", "issue:44913", "issue:44991", + "issue:45406", + "issue:45464", "issue:45479", "issue:45632", "issue:45684", @@ -5334,223 +5357,222 @@ "issue:46858", "issue:46894", "issue:47020", - "issue:47145", "issue:47254", - "issue:47317", - "issue:47337" + "issue:47317" ], "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:43316|issue:44913", "issue:43452|issue:47020", - "issue:45632|issue:45684", + "issue:44671|issue:44743", "issue:29159|issue:36032", "issue:42915|issue:43322", - "issue:45701|issue:47145", + "issue:45479|issue:47317", + "issue:44387|issue:45701", "issue:43540|issue:43782", - "issue:33357|issue:35707", "issue:43873|issue:45704", "issue:43531|issue:45759", - "issue:43881|issue:44991", + "issue:33357|issue:35707", + "issue:45632|issue:45684", "issue:43550|issue:43653", "issue:41720|issue:43746", "issue:44534|issue:46665", "issue:46894|issue:47317", + "issue:43881|issue:44991", + "issue:43531|issue:46821", "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:43531|issue:44589", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:42490|issue:43329", "issue:29159|issue:29925" ], - "prepared_review_unit_hash": "a1b03ff2bc577fc41dc96f54ab9cb210a27d2b094fab28fedb07233c7fe376ff", + "prepared_review_unit_hash": "9457a90d9ae06a18a7b662545f9c3f53514f66c8f8608a7d60f77b563a980280", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35365, - "estimated_input_tokens": 8842, - "estimated_eval_tokens": 17940 + "soft_pair_count": 27, + "serialized_chars": 35766, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "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.", + "summary": "This cluster is heterogeneous: most items are tokenizer/loading/config/quantization issues that only share vague wording, not a common bug or fix. I would not consolidate any of the soft edges into duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:47337", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Different failures and code paths: FlashAttention/model loading vs a flaky bbox-range test." + "reason": "Both involve generation/caching, but one is compiled chunked generation output drift and the other is static-cache seq-length arithmetic on non-CUDA backends; different code paths." }, { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Unrelated areas: image preprocessor dtype mismatch vs TimesFM window_size attribute handling." + "reason": "Unrelated domains: segmentation-map processing versus Bark voice preset handling." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and different failure modes; not the same underlying defect." + "reason": "Both are config-related, but one is an API shape mismatch in Gemma3TextConfig and the other is rotary_pct not persisting in GPTNeoXConfig reloads." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:43452", + "right": "issue:47020", "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." + "reason": "Both touch tokenizer/model loading, but one is gguf_file handling in from_pretrained and the other is XLMRobertaTokenizer passing the wrong type into Unigram." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Early stopping metric selection and void segmentation map processing are unrelated." + "reason": "Different models and failures: CamemBERT MLM prediction changes versus Qwen3.5 recurrent state reset with cache." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Both mention compiled generation/cache behavior, but the concrete bugs are different: inconsistent chunked outputs vs device-tensor seq-length arithmetic." + "reason": "One is a generic slow/fast tokenizer inconsistency; the other is a T5 tokenizer attribute/method name conflict during load." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:42915", + "right": "issue:43322", "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." + "reason": "Quantization config failure for Qwen3MoE versus a Llava Next loading segmentation fault; no shared bug mechanism." }, { "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." + "reason": "Both are training-loss reports, but they concern different models and different loss bugs; not the same concrete issue." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "Image segmentation map processing and BarkProcessor voice_preset handling are unrelated." + "reason": "Memory/OOM regression under int4 quantization is unrelated to a tokenizer behavior change." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "One is about gguf_file support in auto loaders; the other is a tokenizer constructor type mismatch." + "reason": "Different Qwen multimodal paths: video input processing versus weight_only loading failure." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Different concerns: cache-path collisions for trust_remote_code versus permission propagation in save_pretrained." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are separate problems." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43531", + "right": "issue:45759", "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." + "reason": "Same broad Qwen family, but one is sliding-window behavior in MoE and the other is text_config unwrapping for multimodal config creation." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Different symptoms and layers: FineGrainedFP8Config failure vs a segmentation fault while loading Llava Next models." + "reason": "A MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:45701", - "right": "issue:47145", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Version-dependent tokenization changes and FP8 weight_scale corruption are unrelated bugs." + "reason": "Different failure modes: local cache-path collisions versus permissions propagation in save_pretrained." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is video-input processing and the other is weight_only loading for Qwen3VL." + "reason": "Bamba torch.compile/SDPA failure is not the same as BigBirdTokenizer mask-token registration." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "MacOS bus error in CLIP loading and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Auto device-mapping cuda assert and GraniteSpeech local checkpoint loading with PEFT adapters are unrelated." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different code paths and fixes." + "reason": "Non-persistent buffer initialization junk in v5 is a different issue from from_pretrained behaving inconsistently inside Python classes." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:46894", + "right": "issue:47317", "accept": false, - "reason": "Both involve Qwen3 models, but sliding_window handling and composite-config text_config unwrapping are separate issues." + "reason": "Training-loss bugs, but on different models with no evidence they share the same underlying double-shift defect." }, { "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." + "reason": "GLM-4V loading failure and est-roberta tokenizer loading failure are different model/load paths." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "One is torch.compile/SDPA model execution, the other is BigBirdTokenizer special-token registration." + "reason": "Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are not the same bug." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43257", + "right": "issue:47254", "accept": false, - "reason": "A800 device-mapping cudaErrorAssert and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "One is MOE weight conversion under accelerate+deepspeed, the other is a checkpointing/PEFT ZeRO-3 error." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Non-persistent buffer initialization corruption and from_pretrained behavior inside Python classes do not share the same bug." + "reason": "CPU offload device mismatch in Bark-small is different from BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:46894", - "right": "issue:47317", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Both mention training loss, but they are model-specific reports without evidence of a shared implementation defect." + "reason": "Gemma4Processor missing _tokenizer is a processor attribute bug, not the Qwen3.5 streaming chat/completions failure." }, { - "left": "issue:43257", - "right": "issue:47254", + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "DeepSpeed/accelerate MOE weight conversion and ZeRO-3 checkpointing errors are distinct failure modes." + "reason": "Local-path trailing-slash import warnings do not match an undefined-variable bug in multimodal token counting." }, { "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." + "reason": "The first is a general slow-vs-fast tokenizer inconsistency; the second is a SigLIP-specific use_fast enforcement issue." } ] }, @@ -5564,7 +5586,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 18, "review_unit_count": 66, "status": "reviewed", @@ -5572,33 +5594,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ + "issue:30064", "issue:34567", - "issue:34634", "issue:35707", + "issue:36010", "issue:39692", - "issue:41720", - "issue:42490", - "issue:43329", + "issue:42886", "issue:43388", + "issue:43421", "issue:43526", - "issue:43531", "issue:43540", "issue:43606", "issue:43644", "issue:43653", - "issue:43720", "issue:43746", + "issue:43873", "issue:43883", + "issue:43927", "issue:44062", "issue:44077", "issue:44451", "issue:44492", "issue:44509", - "issue:44589", + "issue:44514", + "issue:44545", "issue:44610", "issue:44625", + "issue:44843", "issue:44898", "issue:44918", "issue:44936", @@ -5608,8 +5632,6 @@ "issue:45059", "issue:45072", "issue:45357", - "issue:45406", - "issue:45464", "issue:45479", "issue:45704", "issue:45759", @@ -5618,237 +5640,232 @@ "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:44492|issue:44509", + "issue:43526|issue:43883", "issue:43606|issue:43653", - "issue:44451|issue:44991", "issue:45759|issue:45859", + "issue:44451|issue:44991", "issue:43540|issue:46858", - "issue:43388|issue:45059", "issue:45704|issue:47405", + "issue:43388|issue:45059", "issue:44987|issue:45042", - "issue:44077|issue:44625", "issue:43644|issue:46665", - "issue:45357|issue:46402", + "issue:44077|issue:44625", "issue:45923|issue:47333", - "issue:44062|issue:44451", - "issue:44918|issue:44936", + "issue:45357|issue:46402", "issue:44898|issue:45072", + "issue:44062|issue:44451", "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:30064|issue:36010", + "issue:43421|issue:43927", + "issue:42886|issue:44843", + "issue:43746|issue:43873", "issue:44625|issue:45479", - "issue:43746|issue:46050" + "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "22e13ea3bb123950e84b365dee4f02394f0aa88858295b024c467172566f1686", + "prepared_review_unit_hash": "79d0c45ffaffb59b829133fbfe9909d4d7918f2235f6ae98e2db2cd0fbf8ebf6", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35813, - "estimated_input_tokens": 8954, - "estimated_eval_tokens": 18164 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34971, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 }, "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.", + "summary": "The cluster is mostly unrelated pairwise; the only clear duplicate is the Qwen2_5_VLProcessor batched `apply_chat_template(..., padding=False)` crash pair (#44514/#44545).", + "confidence": 0.8, + "canonical_issue_reason": "Issue #44514 is the better canonical report because it was opened earlier and has the fuller body for the same batched `apply_chat_template` crash with `padding=False`. #44545 appears to be the same bug, but #44514 is the cleaner anchor based on the metadata available.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44514 is the strongest issue candidate because it clearly names the failing code path and most completely describes the duplicate bug in the pair.", + "best_pr_reason": null, "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", + "left": "issue:34567", + "right": "issue:35707", "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." + "reason": "Different subsystems and failures: token counting in trainer state vs generation with `inputs_embeds`/`past_key_values`." }, { "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." + "reason": "One is a typo in cache strategy docs; the other is a broader docs update about removed pipeline tasks." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda asserts are different model/runtime bugs." + "reason": "Different model components and bugs: Beit label reduction vs Molmo missing `all_tied_weights_keys`." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated trainer behaviors." + "reason": "Both are CI/model loading issues, but the concrete failures differ: CPU offload device mismatch vs tokenizer special-token registration." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to BigBirdTokenizer special-token decoding." + "reason": "Both involve Qwen 3.5/3.6 multimodal internals, but one is `from_config` unwrapping and the other is CPU-offload rotary embedding compatibility." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both involve loading models/tokenizers, but they affect different checkpoints and failure modes." + "reason": "Both are tokenizer load regressions, but the affected models and described failure modes are not clearly the same code-path bug." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Qwen multimodal config unwrapping and Qwen3_5Moe rotary embedding CPU-offload compatibility are different bugs." + "reason": "Different areas: Qwen3Omni video-input validation vs static-cache sequence-length tensor arithmetic under torch.compile." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:45704", + "right": "issue:47405", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to static-cache slice arithmetic on non-CUDA backends." + "reason": "Memory leak in T5 RMSNorm is unrelated to silent model-type mismatch during checkpoint conversion/loading." }, { "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." + "reason": "Trainer metric-label trimming bug vs SAM3 PCS text/bbox interaction bug; no shared concrete failure." }, { - "left": "issue:45704", - "right": "issue:47405", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "T5 apex RMSNorm memory leak and silent wrong Auto-class conversion are not the same bug." + "reason": "Different breakages: loading a specific model vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43644", + "right": "issue:46665", "accept": false, - "reason": "A model-loading regression for physical-intelligence/fast is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "Non-persistent buffer initialization bug is not the same as `from_pretrained` behaving inconsistently inside Python classes." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + "reason": "PatchTSMixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated model/config issues." }, { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:45923", + "right": "issue:47333", "accept": false, - "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to inconsistent from_pretrained behavior inside Python classes." + "reason": "One is a missing gradient-checkpointing flag; the other is inability to save a disk-offloaded model." }, { "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." + "reason": "Both affect SAM3-related loading/saving, but one is wrong visual encoder keys on save and the other is missing text encoder weights on load." }, { - "left": "issue:45923", - "right": "issue:47333", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Missing supports_gradient_checkpointing and disk-offloaded model save failure are different problems." + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are different code-path failures." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to ScandiBERT loading failure." + "reason": "AddedToken constructor conflict is a tokenizer API bug, not the same as a specific model failing to load." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are unrelated to OmDet-Turbo processor image-size mismatch." }, { "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()." + "reason": "TRL SFT input-embedding unpacking and `trainer.evaluate()` after `trainer.train()` are different trainer behaviors." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Perceiver image-resolution interpolation and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "PEFT adapter local-checkpoint loading and sinq quantization round-trip failures are not the same bug." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor/model size mismatch are different issues." + "reason": "Void segmentation map processing and `GenerationMixin` import failure are unrelated." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates and DiaConfig custom token ID persistence are different tokenizer/config issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and zero-loss single-label classification across models are distinct bugs." + "reason": "Both mention offline tokenizer behavior, but one is cache loading on HF_HUB_OFFLINE and the other is an unconditional `model_info()` call in Mistral regex patching; not clearly the same defect." }, { "left": "issue:43746", - "right": "issue:46050", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading for PEFT adapters is distinct from quantization/offloading behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "GraniteSpeech PEFT local checkpoint loading and sinq quantized save/load breakage are not the same defect." + "reason": "Qwen3.5 `num_labels` propagation and single-label classification zero-loss behavior are different configuration/training bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: identical title, same batched `apply_chat_template` crash with `padding=False`, and the reports describe the same failure path." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise judgments are generally conservative, and the 44514/44545 duplicate call is plausible. However, the canonicalization rationale overstates the evidence: the packet supports that #44514 is earlier and has a clearer/longer body, but not that it has \"more discussion/context\"\u2014#44545 has higher discussion activity and more inbound references. Also, the claim about an exact reproducer is not evidenced in the packet metadata. Please soften those points." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 19, "review_unit_count": 66, "status": "reviewed", @@ -5856,42 +5873,41 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:30064", - "issue:36010", + "issue:36331", "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:44062", "issue:44186", "issue:44220", "issue:44368", "issue:44464", - "issue:44514", - "issue:44545", + "issue:44488", + "issue:44661", "issue:44671", - "issue:44843", + "issue:44821", "issue:44857", "issue:44995", + "issue:45072", "issue:45081", + "issue:45084", "issue:45356", "issue:45357", "issue:45381", @@ -5903,259 +5919,264 @@ "issue:46655", "issue:46693", "issue:46858", + "issue:47020", "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:44995|issue:46858", "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:43421|issue:43653", + "issue:43673|issue:47337", + "issue:45081|issue:45356", + "issue:43782|issue:45381", "issue:44368|issue:45357", - "issue:43994|issue:44671", - "issue:43421|issue:44186", "issue:46032|issue:46463", - "issue:45356|issue:45907", + "issue:43421|issue:44186", "issue:44857|issue:47050", - "issue:39692|issue:43873", + "issue:43994|issue:44671", "issue:39692|issue:47050", + "issue:39692|issue:43873", + "issue:45356|issue:45907", "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" + "issue:43295|issue:45834", + "issue:44821|issue:45084", + "issue:44220|issue:44661", + "issue:44488|issue:47020", + "issue:44062|issue:44488", + "issue:30064|issue:36331", + "issue:45072|issue:47050", + "issue:43653|issue:43720" ], - "prepared_review_unit_hash": "ef2ac6531a64bbb204d22a115cde22a753646c4f0a03609b4365c14269a0a152", + "prepared_review_unit_hash": "f43a4d89be480a7d5e21371e92beb990418ee453f14589e8393acf12958ddaf2", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36221, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "soft_pair_count": 30, + "serialized_chars": 36420, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 }, "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.", + "summary": "The cluster is highly heterogeneous: it spans tokenizer/processor regressions, generation/cache bugs, quantization/offloading, vision/video models, and unrelated training/CI issues. I found no soft pair that looks like the same underlying bug, so all candidate merges are rejected.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43873 has the broadest user impact and the strongest discussion/reference activity, making it the most reasonable representative issue for this mixed cluster.", "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_issue_reason": "issue:43873 is the most central triage candidate here because it is active, broadly scoped, and likely to attract related reports in the same area.", "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." + "reason": "Video processor padding bug and FA2 long-context performance regression are different code paths and symptoms." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:44995", + "right": "issue:46858", "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." + "reason": "Both mention cache/index behavior, but one is a stale indexer cache on second forward while the other is a device-tensor seq-length arithmetic issue in static cache + torch.compile." }, { "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." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated training/runtime problems." }, { "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." + "reason": "A documentation example error is not the same bug as a HF-vs-JAX SigLIP2 implementation discrepancy." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:44464", + "right": "issue:47050", "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." + "reason": "Chunked generation with compiled forward and ONNX export dtype mismatch are distinct failure modes." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43421", + "right": "issue:43653", "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." + "reason": "Runtime post-processor refresh for modified special tokens is a different issue from BigBirdTokenizer missing mask-token registration." }, { "left": "issue:43673", "right": "issue:47337", "accept": false, - "reason": "Completely unrelated: generation cache/missing `GenerationMixin` behavior vs a flaky bbox range test." + "reason": "Generation cache missing in chunked_prefill is unrelated to a bbox-range flaky test." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Different model families and failure modes: Qwen3VL weight-only loading vs Qwen2.5-VL video position IDs." + "reason": "Both involve tokenizer regex handling, but one crashes on a backend_tokenizer attribute and the other reports codec handling/regression warnings in a different model path." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Chunked generation inconsistency under compilation and ONNX export dtype mismatch are unrelated code paths." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different model-specific bugs." }, { "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." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Both are model-output correctness problems, but they affect different architectures and code paths (SigLIP2 vs CamemBERT)." + "reason": "Quantization/offloading behavior and a T5 decoder-input validation error are unrelated." }, { "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." + "reason": "Special-token post-processing updates and LayoutLMv2 NER padding/truncation crashes do not share the same underlying bug." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:44857", + "right": "issue:47050", "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." + "reason": "AMP loss crash and fp16 ONNX attention dtype mismatch are different precision/export paths." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Tokenizer regression vs repository listing API forwarding bug in CI; no shared underlying code path." + "reason": "Different models and different symptoms: SigLIP2 pipeline outputs versus CamemBERT masked-LM predictions." }, { - "left": "issue:44857", + "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different failures: image loss crashes under AMP/CUDA vs ONNX export attention dtype mismatch." + "reason": "Documentation/model mismatch is not the same as an fp16 ONNX 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." + "reason": "SigLIP2 doc/model issues and quantization offloading problems are not the same code-path bug." }, { - "left": "issue:39692", - "right": "issue:47050", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Unrelated models and failures: SigLIP2 example regressions vs Canine ONNX attention dtype mismatch." + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "BertModel under ZeRO-3 init and `_torch_extract_fbank_features()` are separate failures." + "reason": "BertModel under ZeRO-3 init and audio fbank extraction failure are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC STE mismatch are unrelated model-specific bugs." + "reason": "Packed-weight loading in BitNet and DAC from_latents vs forward mismatch are different model 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." + "reason": "Both are video-input reports, but they affect different Qwen models and different stages (processor vs chat template)." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DiaConfig custom-token persistence." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different models and failure mechanisms: compile+SDPA vs missing STE behavior." + "reason": "No shared code path: Bamba compile+SDPA versus DAC latent reconstruction." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Reduce-labels truncation in BeitImageProcessorFast and glm-4v-9b loading failure are unrelated." + "reason": "Processor.tokenizer regression and Kosmos2.5 long-OCR index error are different features and failures." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading AutoImageProcessor from URL and a compiler template-node TypeError are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES add-new-model-like behavior do not share the same bug." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Loading a specific model name and passing a dict to Unigram during XLMRobertaTokenizer init are different tokenizer-loading failures." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication and a model-load failure are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation map processing and Trainer.compute_loss signature mismatch are not the same issue." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Bfloat16 inference dtype mismatches in model wrappers are distinct from fp16 ONNX export attention mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Processor/tokenizer regression with images vs long OCR index error in Kosmos2.5; similar family only, not the same issue." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated bugs." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 20, "review_unit_count": 66, "status": "reviewed", @@ -6163,15 +6184,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:30064", "issue:34634", "issue:36010", - "issue:36331", "issue:39692", "issue:41720", + "issue:43322", "issue:43335", + "issue:43526", "issue:43531", "issue:43540", "issue:43611", @@ -6179,29 +6200,31 @@ "issue:43643", "issue:43653", "issue:43697", - "issue:43720", + "issue:43716", "issue:43756", "issue:43819", + "issue:43881", "issue:44008", - "issue:44062", "issue:44186", - "issue:44220", "issue:44442", - "issue:44488", + "issue:44448", "issue:44561", - "issue:44661", - "issue:44821", + "issue:44671", + "issue:44805", "issue:44843", "issue:44877", "issue:44898", + "issue:44936", "issue:44991", "issue:45020", - "issue:45072", "issue:45081", - "issue:45084", "issue:45381", + "issue:45685", "issue:45834", "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", "issue:46650", "issue:46665", "issue:46693", @@ -6210,235 +6233,234 @@ "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:43526|issue:43881", + "issue:45381|issue:46693", + "issue:43540|issue:44008", "issue:43611|issue:46665", "issue:46829|issue:46832", - "issue:43540|issue:44008", + "issue:43653|issue:43819", "issue:44186|issue:44898", "issue:46650|issue:47405", - "issue:43653|issue:43819", + "issue:34634|issue:36010", + "issue:44008|issue:46858", "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:45987|issue:46829", "issue:39692|issue:45834", + "issue:43335|issue:43756", "issue:44186|issue:44442", "issue:45987|issue:46932", - "issue:43618|issue:43697" + "issue:44448|issue:44671", + "issue:44805|issue:44936", + "issue:43322|issue:45685", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:43618|issue:43697", + "issue:43716|issue:44008" ], - "prepared_review_unit_hash": "de1049b1bd53e85e4348ab80f7b13933cd1c5f287ac998cbb24b32e7e62560b9", + "prepared_review_unit_hash": "8b10606bf5440c207f8bf3b543f466b770be8eda5e8fb362edf146afdeb394a9", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35871, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "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.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share surface wording (tokenizers, video, remote_code, v5 regressions) but describe different code paths and fixes. I do not see a true duplicate pair or a single coherent canonical issue/PR for the set.", + "confidence": 0.95, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Qwen3-MoE sliding-window behavior and trust_remote_code config fields are unrelated failures." }, { - "left": "issue:45072", - "right": "issue:47050", + "left": "issue:41720", + "right": "issue:44991", "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." + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to a tokenizer load failure for est-roberta." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Different models and causes: Qwen3 device-mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "BEiT Fast label reduction and glm-4v-9b loading are different model components and bugs." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Image segmentation-map processing and `CustomTrainer.compute_loss` kwargs are unrelated." + "reason": "Qwen2.5-VL video position ids and FA2 long-context performance regression are not the same issue." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "AutoImageProcessor-from-URL loading and Jinja/template compilation errors are unrelated." + "reason": "Video processing error in Qwen3OmniMoe and Gemma3n variable-name collision are distinct failures." }, { "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." + "reason": "base_model_prefix loading breakage and from_pretrained behavior inside classes are different code paths." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR/VideoPrism output-shape bugs with different symptoms and locations." + "reason": "Wrong hidden_states output and RT-DETR feature-level TypeError are unrelated model bugs." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and Gemma3n variable collision in forward are distinct multimodal bugs." + "reason": "BigBirdTokenizer special-token registration and DAC.from_latents mismatch are separate tokenizer vs audio-model issues." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer batching crashes and Perceiver interpolation failure are unrelated model/tokenizer behaviors." + "reason": "LayoutLMv2 NER/padding crashes and Perceiver non-default resolution failures are different preprocessing bugs." }, { "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." + "reason": "save_pretrained reverse-rename corruption and silent model_type mismatch loading are different serialization/loading problems." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import error affect different APIs and failure modes." + }, + { + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "BigBird mask-token decoding and DAC latent reconstruction mismatch are unrelated." + "reason": "Gemma3n audio_mel_mask collision is unrelated to StaticCache sequence-length tensor semantics." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer-loading failures for different models and root causes." + "reason": "Tokenizer loading for one model and XLMRobertaTokenizer passing a dict to Unigram are not the same bug." }, { "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." + "reason": "HF offline model_info call and Mistral backend_tokenizer AttributeError come from different helper functions." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer mismatch are different model-configuration issues." + "reason": "Missing fields in trust_remote_code configs and strict granite_speech config validation are different loading issues." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Both concern config loading strictness, but they target different config objects and failure mechanisms." + "reason": "Both mention remote_code, but one is an is_torch_fx_available removal and the other is a broader recent-regression report." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache sequence-length return type and VideoPrism hidden_states output bug are unrelated." + "reason": "StaticCache.get_seq_length return type and VideoPrism hidden_states output 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", + "left": "issue:39692", + "right": "issue:45834", "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." + "reason": "SigLIP2 documentation errors and Kosmos2.5 OCR index error are different model-specific problems." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "SigLIP2 documentation errors and Kosmos2.5 long OCR index error are different issues." + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are unrelated architecture bugs." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer problems." + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing on FastSpeech2Conformer are distinct tokenizer issues." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache return-type bug and Gemma4 quantized-embedder dtype casting are different failure modes." + "reason": "StaticCache seq length tensor return and Gemma4 quantized-embedder dtype casting are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus and CamemBERT v5 output changes are separate model regressions, not one fixable code-path bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate after train are not the same underlying defect." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MPS histogram_int error affect different subsystems." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and transformers.pipelines import requiring kernels revision are unrelated dependency issues." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5-VL chat-template/video token mismatch and T5 decoder-input validation messaging are different model behaviors." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions field regression and RTDetrV2 differing outputs are unrelated model-output bugs." + "reason": "CLIPOutput attentions regression and RTDetrV2 differing outputs are distinct model output issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Gemma3n audio mask collision are separate multimodal model bugs." } ] }, @@ -6452,7 +6474,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 21, "review_unit_count": 66, "status": "reviewed", @@ -6460,13 +6482,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36331", - "issue:43322", + "issue:42175", + "issue:43388", "issue:43421", "issue:43540", "issue:43550", @@ -6475,254 +6498,259 @@ "issue:43606", "issue:43644", "issue:43645", - "issue:43716", + "issue:43720", + "issue:43742", "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:45020", "issue:45072", + "issue:45081", "issue:45183", "issue:45381", "issue:45479", "issue:45563", "issue:45584", - "issue:45685", "issue:45834", - "issue:46291", - "issue:46294", - "issue:46463", + "issue:46032", "issue:46512", "issue:46665", + "issue:46697", + "issue:46728", "issue:46752", "issue:46846", + "issue:47254", "issue:47276", + "issue:47333", "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:45584|issue:45834", "issue:43550|issue:45072", - "issue:43716|issue:44008", - "issue:43782|issue:44977", + "issue:43421|issue:44811", "issue:44479|issue:45834", + "issue:46752|issue:47337", "issue:45183|issue:45479", - "issue:43577|issue:43818", + "issue:43782|issue:44977", "issue:43644|issue:43749", - "issue:45563|issue:47276", + "issue:43577|issue:43818", "issue:43582|issue:46512", - "issue:28218|issue:29159", - "issue:43540|issue:45381", + "issue:45563|issue:47276", "issue:44610|issue:45072", - "issue:43825|issue:43994", - "issue:43931|issue:46846", "issue:43645|issue:46665", + "issue:28218|issue:29159", "issue:34634|issue:36331", - "issue:43749|issue:44291" + "issue:43720|issue:45072", + "issue:43540|issue:45381", + "issue:43749|issue:44291", + "issue:43931|issue:46846", + "issue:47276|issue:47337", + "issue:47254|issue:47333", + "issue:42175|issue:45081", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:43742|issue:45020", + "issue:46697|issue:46728" ], - "prepared_review_unit_hash": "e120c73333c09271f3f36a3ae7314027d3b9f9e60e752f0eb86bc41651a47817", + "prepared_review_unit_hash": "501630ba6949c48219bf3ed9e55322246a2c6270bc04a2d039f1d3f0343bf21e", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35720, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "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.", + "summary": "The cluster is heterogeneous: mostly unrelated Transformers bug reports that share broad loading/tokenizer/regression language but not the same concrete defect. No soft pair looks like a true duplicate; 45020 is only a weak umbrella canonical because it is the broadest cross-cutting regression report.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set, covering a general recent-version regression pattern rather than one narrow product/model-specific symptom.", "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_issue_reason": "45020 is the best available representative for the cluster, but only weakly so because the items are not true duplicates of one bug.", "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", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Segmentation fault while loading Llava Next and an MPS histogram type error are clearly different bugs." + "reason": "Different failures: CPU offload device mismatch in Bark vs bfloat16 dtype mismatches in other models." }, { "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." + "reason": "Both are runtime errors, but the code paths differ completely: Whisper empty-transcription handling vs Kosmos2.5 long-OCR indexing." }, { - "left": "issue:43606", + "left": "issue:43550", "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." + "reason": "Unrelated issues: torch.compile/SDPA failure in Bamba vs dtype mismatch warnings in SwitchTransformers/TimmWrapperModel." }, { "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." + "reason": "Both involve tokenizers/processors, but one is runtime special-token post-processing and the other is batch_decode skip_special_tokens behavior." }, { - "left": "issue:46752", - "right": "issue:47337", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Empty apply_chat_template crash and bbox-range flaky test are unrelated." + "reason": "Different multimodal regressions in different models and input paths; no shared concrete bug." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:46752", + "right": "issue:47337", "accept": false, - "reason": "torch.compile SDPA failure and bfloat16 dtype mismatch are distinct bugs." + "reason": "Both are IndexErrors, but the causes are unrelated: empty chat template input vs flaky bbox-range validation." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Image preprocessor/model dtype mismatch and Gemma3n variable-name collision are unrelated code-path issues." + "reason": "Validation/XOR error messaging vs a classification-loss bug; not the same underlying defect." }, { "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." + "reason": "Different Qwen-family failures with different triggers: weight_only loading vs flash-attention generation." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Input validation XOR error and degenerate zero-loss classification behavior are not the same bug." + "reason": "Both concern loading behavior, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading." }, { "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." + "reason": "Different model-specific problems: BLIP2 dtype propagation vs Video-LLaVA architecture/weight sharing." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Non-persistent buffer junk fill and FSDP RAM-efficient loading breakage are both loading-related, but the concrete bugs differ." + "reason": "Apple Silicon TypeError in warmup vs stale model.config.dtype after from_config; related theme, but not the same bug." }, { "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." + "reason": "Both are warning-message issues, but they refer to different warnings in different generation modes." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch vs dtype mismatch; different subsystems and symptoms." + }, + { + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and stale config dtype from from_config are separate APIs and symptoms." + "reason": "Both involve model initialization contexts, but the notebook custom-model issue is distinct from from_pretrained inside Python classes." }, { "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." + "reason": "The second is a broad slow/fast tokenizer inconsistency report; the first is a specific added-token spacing bug. Similar area, not the same defect." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and qwen2.5-vl vision_position_ids regression are different video-input bugs." + "reason": "Unrelated: BarkProcessor voice preset handling vs Trainer compute_loss signature change." }, { - "left": "issue:44610", + "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Processor output-size mismatch and dtype mismatch are not the same underlying problem." + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from dtype mismatch inference bugs." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input related, but they affect different Qwen model families and different validation/position-id logic." + }, + { + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Pipeline translation-support warning and SigLIP nonsensical outputs are unrelated." + "reason": "Different initialization/loading failures: FSDP CPU RAM efficient loading vs init_empty_weights receiving an unexpected argument." }, { "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." + "reason": "Both are Qwen3-VL load/shape issues, but one is a specific weight-shape mismatch and the other is TP-plan omissions causing OOM/shape errors." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:47276", + "right": "issue:47337", "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." + "reason": "No shared bug: a stale warning text vs a flaky bbox coordinate validation error." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:47254", + "right": "issue:47333", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Both mention memory/checkpoint/offload contexts, but the concrete failures are different and not mergeable as one fix." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Completely different domains: packaging backend selection vs a tokenizer regex patch crash." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a misleading pipeline error message; the other is a model output quality/problem-loading issue." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths entirely: metrics gathering on final batch vs Mamba cache correctness." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A single model loading KeyError is not the same underlying issue as a broad remote_code regression." + }, + { + "left": "issue:46697", + "right": "issue:46728", "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." + "reason": "Both are image-sizing/counting bugs, but they involve different processors and different calculations." } ] }, @@ -6736,7 +6764,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 22, "review_unit_count": 66, "status": "reviewed", @@ -6744,14 +6772,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:36010", "issue:36331", "issue:42175", "issue:42915", + "issue:43257", "issue:43262", - "issue:43388", + "issue:43329", + "issue:43452", "issue:43531", "issue:43550", "issue:43577", @@ -6759,267 +6789,258 @@ "issue:43638", "issue:43645", "issue:43653", - "issue:43720", - "issue:43742", "issue:43782", "issue:43819", "issue:43825", "issue:43827", + "issue:43927", + "issue:44060", + "issue:44368", "issue:44589", "issue:44671", + "issue:44821", "issue:44857", "issue:44912", "issue:44936", + "issue:44991", "issue:45003", - "issue:45020", "issue:45042", - "issue:45072", "issue:45081", "issue:45325", "issue:45372", + "issue:45406", "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:47254|issue:47332", "issue:44589|issue:45042", "issue:43782|issue:45325", + "issue:43577|issue:43582", + "issue:36010|issue:43645", "issue:43262|issue:47217", "issue:46851|issue:47337", - "issue:43653|issue:44912", "issue:43262|issue:43819", + "issue:43653|issue:44912", "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:45003|issue:46285", + "issue:45372|issue:46326", "issue:43550|issue:44912", + "issue:43638|issue:44936", "issue:42175|issue:46291", - "issue:43825|issue:43827" + "issue:43825|issue:43827", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:42915|issue:44821", + "issue:44060|issue:44368" ], - "prepared_review_unit_hash": "da417ab55b9247bc7f3862356b55364b5ab50343e2808386bd397dfe94f5fdf6", + "prepared_review_unit_hash": "cf156bcfe1016941ffcb7d4c212c5a7c0e2e051f41bf7b715c1dedcfb2baf11b", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35861, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "soft_pair_count": 27, + "serialized_chars": 35640, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "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, + "summary": "This cluster is heterogeneous: the items span unrelated bugs across tokenization, quantization, model loading, training, vision/audio processors, and docs. No duplicate group stands out as a single underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not share one concrete bug or code path; they are a grab bag of unrelated failures.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No best issue: none of these issues is a clear umbrella duplicate target for the rest.", + "best_pr_reason": "No PRs are present in this cluster.", "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", + "left": "issue:44671", + "right": "issue:45701", "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." + "reason": "Different problems: CamemBERT masked-LM prediction bug vs a version-dependent tokenization change." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:42915", + "right": "issue:47333", "accept": false, - "reason": "TensorFlow backend packaging and a Mistral tokenizer regex crash are unrelated." + "reason": "Different models and failures: Qwen3Moe FP8 config error vs disk-offloaded Qwen3-30B save issue." }, { "left": "issue:47254", - "right": "issue:47333", + "right": "issue:47332", "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." + "reason": "Different code paths: PEFT/DeepSpeed ZeRO-3 checkpointing error vs offloaded Qwen3-VL save failure." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different code paths: metric gathering label truncation vs Mamba2 cache correctness." + "reason": "Unrelated: Float8 storage lookup error vs PIL image processors requiring torchvision." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as a broad tokenization change across versions." + "reason": "Different VL bugs: Qwen3VL weight_only load error vs Qwen2.5-VL rope index scaling." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "MobileLLM key error on load and remote_code breakage are different loading failures with different causes." + "reason": "Different components: Blip2 dtype casting bug vs Apple Silicon caching warmup TypeError." }, { - "left": "issue:47254", - "right": "issue:47332", + "left": "issue:36010", + "right": "issue:43645", "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." + "reason": "Different failures: GenerationMixin import error vs Jupyter custom model initialization breakage." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:43262", + "right": "issue:47217", "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." + "reason": "Different areas: audio chat template sampling-rate default vs VL image placeholder handling." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:46851", + "right": "issue:47337", "accept": false, - "reason": "Blip2 dtype mismatch vs Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Different bugs: Qwen3.5 variable-length position_ids vs flaky bbox range assertion." }, { - "left": "issue:42915", - "right": "issue:47333", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8 failure and saving a disk-offloaded Qwen3 model are different problems." + "reason": "Different subsystems: audio processor chat template vs DAC latent reconstruction mismatch." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Missing Float8 storage and PIL backend requiring torchvision are unrelated issues." + "reason": "Different failures: BigBirdTokenizer special-token decode bug vs MXFP4 quantization fallback." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope index scaling bug are distinct model-specific failures." + "reason": "Same family, but not the same bug: Gemma4 vision embedder memory blowup vs quantized embedder dtype casting." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Audio processor sampling-rate defaults and VL image-placeholder handling are different multimodal bugs." + "reason": "Different issues: Apple Silicon warmup TypeError vs LwDetr float16 AMP crash." }, { - "left": "issue:46851", - "right": "issue:47337", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Variable-length position_ids bug for Qwen3.5 is unrelated to a flaky bbox coordinate test." + "reason": "Different API breakages: GenerationMixin import failure vs CustomTrainer.compute_loss signature mismatch." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "Different subsystems: Qwen3-MoE sliding_window bug vs torchvision dependency regression in PIL processors." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are unrelated." + "reason": "Different concerns: unsafe sys.modules access vs CLIP text model structure inconsistency." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:45372", + "right": "issue:46326", "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." + "reason": "Different tokenizer/processor bugs: missing ReasoningEffort import vs continue_final_message behavior." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom model initialization breakage are different import/initialization problems." + "reason": "Different models and paths: torch.compile SDPA failure vs MXFP4 quantization loading issue." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is not the same as CLIP model structure inconsistency." + "reason": "Different training failures: ZeRO-3 with non-pretrained Bert vs evaluate-after-train regression." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Apple Silicon warmup TypeError and LwDetrImageLoss AMP crash are unrelated runtime errors." + "reason": "Different dependency regressions: missing TensorFlow in torch install vs kernels version/revision requirement on pipelines import." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "One is a broken GenerationMixin import; the other is a Trainer compute_loss signature change." + "reason": "Related to pipeline deprecation, but one is a runtime error message and the other is documentation drift, not the same bug." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Deepspeed ZeRO-3 index error on non-pretrained Bert and trainer.evaluate() after train() are different training failures." + "reason": "Different bugs: DAC.from_latents mismatch vs DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43257", + "right": "issue:43329", "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." + "reason": "Different Qwen3 issues: accelerate+deepspeed weight conversion vs undefined video-branch helpers." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and PIL backend torchvision dependency regression are unrelated." + "reason": "Different tokenizer/model loading failures affecting different models and mechanisms." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and MXFP4 quantization fallback are different model/runtime paths." + "reason": "Different tokenizer/serve bugs: Mistral regex patch crash vs Gemma4Processor missing _tokenizer." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "TensorFlow not included in a torch extra and importing pipelines failing on kernels v0.15 are separate dependency issues." + "reason": "Unrelated: Qwen3Moe FP8 config failure vs AutoImageProcessor URL loading." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:44060", + "right": "issue:44368", "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." + "reason": "Similar warning theme, but different models and symptoms; not the same concrete bug." } ] }, @@ -7033,7 +7054,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 23, "review_unit_count": 66, "status": "reviewed", @@ -7041,7 +7062,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:28370", "issue:29159", @@ -7054,21 +7075,19 @@ "issue:43257", "issue:43262", "issue:43329", + "issue:43425", "issue:43450", - "issue:43452", + "issue:43525", "issue:43526", "issue:43643", "issue:43696", "issue:43697", "issue:43742", "issue:43746", - "issue:43819", "issue:43854", "issue:43906", - "issue:43927", - "issue:44060", + "issue:43931", "issue:44291", - "issue:44368", "issue:44387", "issue:44479", "issue:44554", @@ -7079,266 +7098,267 @@ "issue:44821", "issue:44912", "issue:44977", - "issue:44991", + "issue:44987", "issue:45042", "issue:45081", "issue:45084", - "issue:45406", "issue:45538", "issue:45600", "issue:45759", "issue:45859", "issue:46209", + "issue:46291", + "issue:47020", "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:43854|issue:44977", "issue:43746|issue:44811", + "issue:45084|issue:45538", + "issue:45859|issue:47050", + "issue:28370|issue:29159", + "issue:43906|issue:46209", "issue:38175|issue:44610", + "issue:42915|issue:43742", "issue:43643|issue:45759", - "issue:45859|issue:47050", - "issue:42490|issue:43257", + "issue:44291|issue:45042", "issue:43262|issue:44811", "issue:43329|issue:44479", + "issue:42490|issue:43257", "issue:43329|issue:45600", - "issue:44291|issue:45042", - "issue:42915|issue:43742", "issue:43526|issue:44554", + "issue:34567|issue:40990", "issue:39692|issue:44912", "issue:43329|issue:43450", - "issue:34567|issue:40990", "issue:44387|issue:44617", "issue:44589|issue:47333", - "issue:29159|issue:34567" + "issue:45081|issue:47020", + "issue:29159|issue:34567", + "issue:43257|issue:43931", + "issue:43425|issue:46291", + "issue:44987|issue:45538", + "issue:44291|issue:44821", + "issue:43525|issue:46291" ], - "prepared_review_unit_hash": "011f981fbdc05d08c5e4ee663b02bbf85a7f21f22233ab435a36948feeccf25b", + "prepared_review_unit_hash": "bd6d67a0b3e01a3dad2358775f739046db8f5f21ddaa9a813af6047b0a475db9", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36661, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "serialized_chars": 35880, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 }, "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.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, multimodal/video, quantization, model-loading, training-state, and OOM issues. All soft-edge pairs should be rejected as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are about different code paths and failure modes, so there is no safe duplicate anchor.", "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_issue_reason": "Issue 29159 is the broadest/tokenizer-related entry, but it still does not represent the rest of the cluster well enough to serve as a true global canonical.", "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." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output divergence." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43257", + "right": "issue:43696", "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." + "reason": "Qwen3 MoE weight conversion/loading issue vs a GPT-oss CUDA OOM; unrelated failures." }, { "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." + "reason": "Model loading/test failure vs flash-attention generation regression; different symptoms and code paths." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Qwen3MoE FP8 config failure and AutoImageProcessor URL loading are unrelated." + "reason": "PEFT local checkpoint loading vs Whisper batch_decode token skipping; not the same bug." }, { - "left": "issue:28370", - "right": "issue:29159", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Custom SentencePiece vocab_file handling and slow/fast tokenizer inconsistency overlap broadly but do not describe the same concrete bug." + "reason": "Template compilation error vs CLIPTokenizer max-length bug; unrelated subsystems." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Weight conversion on Qwen3 MoE and GPT-oss OOM are different failure modes and code paths." + "reason": "CPU offload rotary embedding problem vs ONNX attention dtype mismatch; different code paths." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:28370", + "right": "issue:29159", "accept": false, - "reason": "Template-node compilation errors and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "Both tokenizer-related, but one is a missing vocab_file attribute and the other is slow/fast inconsistency; not the same underlying bug." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Local PEFT adapter loading and Whisper batch_decode skip_special_tokens handling are separate issues." + "reason": "A reproduction of an earlier issue vs FP8 inference failing on B200; unrelated specific problems." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo image-size mismatch are different vision bugs." + "reason": "SigLIP2 zero-probability output vs OmDet-Turbo processor/model shape mismatch; different models and failure modes." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Missing fields from trust_remote_code config loading and text_config unwrapping for composite multimodal configs are different config-path regressions." + "reason": "Qwen3Moe FP8 config failure vs MobileLLM key error; separate loading issues." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding and Canine fp16 ONNX export dtype mismatch are unrelated." + "reason": "Missing fields from trust_remote_code AutoConfig vs composite Qwen multimodal from_config unwrapping; related API area, but different bugs." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion are unrelated." + "reason": "init_empty_weights argument handling vs PIL image processors incorrectly requiring torchvision; unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and Whisper decoding flags are different processor behaviors." + "reason": "Audio chat-template sample-rate default vs Whisper batch_decode skip_special_tokens; 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." + "reason": "Undefined helper variables in multimodal token counting vs a broader video-input regression; not enough evidence they are the same fix." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Video token counting and auto_mappings references to removed configs are unrelated CI/runtime issues." + "reason": "Local-path import warning vs Qwen3 MoE weight conversion; unrelated." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "init_empty_weights TypeError and PIL backend torchvision dependency regressions are unrelated." + "reason": "Video token counting bug vs stale auto_mappings config references; different areas." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Qwen3MoE FP8 failure and MobileLLM loading key error are distinct model-loading bugs." + "reason": "Beit label reduction bug vs MPS attention correctness issue; unrelated." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "BEiT label reduction and MPS attention correctness under mismatched head dims are unrelated." + "reason": "TrainerState token counter not updating vs high perplexity on gpt-oss; different problem domains." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc-example errors and gpt-oss MXFP4 quantization fallback are different issues." + "reason": "SigLIP2 documentation example errors vs MXFP4 quantization fallback; unrelated." }, { "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." + "reason": "Undefined multimodal-token video helpers vs batched video processor shape bug; both video-related but different defects." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Int4 quantization reserved-memory growth and Sam3Video OOM are different memory issues with different causes." + "reason": "Quantization memory reservation/OOM regression vs Sam3Video OOM; same symptom class, but not the same underlying bug." }, { "left": "issue:44589", "right": "issue:47333", "accept": false, - "reason": "Missing Float8 storage support and disk-offloaded Qwen3-30B save failure are unrelated." + "reason": "Missing Float8 storage type vs saving a disk-offloaded Qwen3 model; unrelated loading/offload issues." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash vs XLMRobertaTokenizer Unigram sequence mismatch; both tokenizer bugs, but different root causes." }, { "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, + "reason": "Tokenizer inconsistency vs TrainerState token counting; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate+deepspeed vs Qwen3-VL weight-shape mismatch; different model-loading failures." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels package import requirement; separate dependency issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast under transformers>=5.1 vs CLIPTokenizer max_length misuse; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights TypeError vs AutoImageProcessor URL loading failure; different APIs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs kernels import version/revision requirement; 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, + "component_count": 28, "review_unit_index": 24, "review_unit_count": 66, "status": "reviewed", @@ -7346,10 +7366,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:24643", "issue:28282", + "issue:29127", "issue:29159", "issue:29870", "issue:33357", @@ -7357,20 +7378,19 @@ "issue:34689", "issue:42175", "issue:42915", - "issue:43257", "issue:43404", - "issue:43425", "issue:43454", - "issue:43525", + "issue:43531", "issue:43540", "issue:43577", + "issue:43582", "issue:43650", "issue:43697", "issue:43742", "issue:43749", "issue:43824", "issue:43906", - "issue:43931", + "issue:44062", "issue:44291", "issue:44479", "issue:44568", @@ -7379,230 +7399,236 @@ "issue:44821", "issue:44912", "issue:44936", - "issue:44987", - "issue:45081", + "issue:44991", "issue:45127", "issue:45356", "issue:45357", "issue:45459", + "issue:45488", "issue:45538", "issue:45803", - "issue:46291", "issue:46421", "issue:46424", "issue:46693", "issue:46701", "issue:46821", - "issue:47020", + "issue:46869", "issue:47145", + "issue:47254", "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:43742|issue:44291", "issue:43454|issue:43577", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:28282|issue:29870", "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:43650|issue:43906", "issue:42175|issue:43824", - "issue:44936|issue:46821", - "issue:44479|issue:46693", - "issue:43404|issue:45127", "issue:44589|issue:47332", + "issue:43531|issue:44821", + "issue:44568|issue:45356", "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:44936|issue:46821", + "issue:24643|issue:29159", + "issue:43404|issue:45127", + "issue:43582|issue:47254", + "issue:44568|issue:45488", "issue:43697|issue:45357", - "issue:24643|issue:29159" + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:28282|issue:29127" ], - "prepared_review_unit_hash": "d955a202cea5ba2135f6c23638ac8e2d51715c09432d1d5f16a54951fcfe85a3", + "prepared_review_unit_hash": "2605807bc42e51e29b6ea681a4b5f2cf58426ad36891b9ffdc8cb2b9a2ce62db", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35629, - "estimated_input_tokens": 8908, - "estimated_eval_tokens": 18072 + "serialized_chars": 35595, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 }, "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.", + "summary": "This is a loose similarity cluster, not a duplicate set. The soft pairs mostly share broad themes (tokenizers, loading, quantization, training, caching) but point to different models, code paths, and fixes, so none should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is safe here: the items span unrelated bugs and regressions across tokenization, model loading, quantization, training, and offloading.", "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_issue_reason": "No issue is a strong global canonical; the soft matches look like false positives rather than one underlying defect.", "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", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Both involve Qwen loading, but they are different failures on different model families and code paths." + "reason": "Both concern error handling, but they hit different functions and different bugs: protobuf decode fallback vs a bare except swallowing interrupts in Fuyu tensor conversion." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "Unrelated dependency issues: torch compatibility versus kernels import/version requirements." + "reason": "Both are quantization/loading regressions, but one is MXFP4 falling back to bf16 and the other is FP8 frozen checkpoints skipping weight_scale; different formats and failure modes." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Different problems: loading a specific model release versus CLIP tokenizer max_length handling." + "reason": "Both are multimodal pipeline failures, but they affect different models and different processing paths (Qwen3OmniMoe video input vs DiffusionGemma image-text-to-text output)." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels import failure." + "reason": "These are unrelated load-time TypeErrors: missing MobileLLM key handling vs init_empty_weights receiving an unexpected _is_hf_initialized argument." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Both mention exception handling, but they are separate modules and separate error-suppression bugs." + "reason": "Both mention model loading behavior, but one is a missing lm_head tie in AyaVision/Mistral3 and the other is dtype propagation in BLIP-2; not the same bug." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:43749", + "right": "issue:44756", "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." + "reason": "These are different memory-related issues: FSDP CPU RAM efficient loading vs mmap causing OOM on Strix Halo." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "A vague data request is unrelated to an isolated reproduction of a separate bug." + "reason": "One is a missing PyTorch dependency ImportError, the other is a model-specific loading regression for Llama 3.2 Vision." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "Different model/pipeline failures with no shared concrete code path." + "reason": "A missing-library ImportError and a BART generate UnboundLocalError are not the same underlying problem." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to BART generate's UnboundLocalError." + "reason": "Both touch cache configuration, but one is lazy-init causing spurious recompilation and the other is max_cache_length only being honored for Quantized Cache." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Different model issues: weight tying for Mistral/AutoModelForImageTextToText versus BLIP2 dtype propagation." + "reason": "These are completely different issues: a MacOS bus error in CLIP loading vs TrainerState not updating num_input_tokens_seen." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43650", + "right": "issue:43906", "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." + "reason": "No clear shared bug is visible; one report is vague ('ADD THE DATA') and the other is an isolated reproduction of a separate issue." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different failure modes." + "reason": "Backend packaging for pip install '.[torch]' is unrelated to the missing Qwen2.5 VL import error." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44589", + "right": "issue:47332", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to TrainerState token counting not updating." + "reason": "These are different problems: missing Float8 storage type vs failure to save a disk-offloaded Qwen3-VL model." }, { - "left": "issue:44291", + "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Loading with init_empty_weights and loading AutoImageProcessor from URL are different code paths and errors." + "reason": "A Qwen3-MoE sliding_window bug and an AutoImageProcessor URL-loading problem do not share a concrete code path." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "FSDP RAM-efficient loading and Strix Halo mmap OOM are distinct memory/loading issues." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different root causes; same broad subsystem is not enough." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "A key error loading a model is unrelated to the init_empty_weights TypeError." + "reason": "A Qwen3MoE FP8 config failure and CLIPTokenizer's max_length constant are unrelated." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "TensorFlow dependency packaging and a missing Qwen2.5-VL import are unrelated." + "reason": "Both are regressions, but one is video-input breakage for Qwen VL models and the other is a long-context FA2 performance regression." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError are separate bugs." + "reason": "Trainer evaluate/train interaction and TimesFM window_size AttributeError are different failures with different code paths." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "A video-input regression across Qwen variants is not the same as an FA2 long-context performance regression." + "reason": "DeepSpeed weight-shape runtime error and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Different weight-tie issues on different architectures and failure symptoms." + "reason": "Both involve tied embeddings/lm_head, but one is a missing tie in a model class and the other is LoRA merging with extended vocab; different fix surfaces." }, { - "left": "issue:44589", - "right": "issue:47332", + "left": "issue:43582", + "right": "issue:47254", "accept": false, - "reason": "Float8 storage lookup error is unrelated to disk-offloaded model save failure." + "reason": "Apple Silicon allocator warmup TypeError and PEFT + ZeRO-3 checkpointing errors are unrelated." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Qwen3MoE FP8 config failure and CLIP tokenizer max_length bug are unrelated." + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is LlamaTokenizer overriding the tokenizer.json pre-tokenizer." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetr output drift in v5 and Qwen3.5 save_pretrained key corruption are different regressions." + "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained key corruption are different model-specific regressions." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading errors, but different concrete causes: duplicate 'special' argument vs est-roberta tokenizer loading failure." + }, + { + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training weight shape error is unrelated to slow/fast tokenizer inconsistency." + "reason": "Missing PyTorch in the environment and a LayoutLMv3 error-message clarity issue are not the same bug." } ] }, @@ -7616,7 +7642,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 25, "review_unit_count": 66, "status": "reviewed", @@ -7624,12 +7650,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:27957", "issue:28282", "issue:28370", - "issue:29127", "issue:34567", "issue:36331", "issue:38175", @@ -7639,273 +7664,267 @@ "issue:42915", "issue:43452", "issue:43493", - "issue:43531", "issue:43540", "issue:43577", "issue:43582", + "issue:43716", "issue:43742", "issue:43749", + "issue:43756", "issue:43994", "issue:44062", "issue:44479", "issue:44488", "issue:44554", "issue:44560", - "issue:44568", "issue:44589", "issue:44792", - "issue:44821", + "issue:44849", "issue:44857", "issue:44898", "issue:44964", "issue:44987", - "issue:44991", "issue:45042", "issue:45081", "issue:45137", + "issue:45325", "issue:45381", "issue:45405", - "issue:45488", - "issue:45538", + "issue:45701", + "issue:45823", "issue:45907", + "issue:46463", "issue:46512", + "issue:46701", "issue:46832", - "issue:46869", - "issue:47254", - "issue:47332" + "issue:47332", + "issue:47333" ], "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:39379|issue:44554", "issue:42915|issue:43749", - "issue:43540|issue:44479", "issue:43540|issue:44560", "issue:41720|issue:43540", - "issue:27957|issue:28282", + "issue:43540|issue:44479", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:34567|issue:36331", "issue:43452|issue:43582", + "issue:27957|issue:28282", "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:42175|issue:44488", + "issue:43742|issue:44589", "issue:38175|issue:44898", - "issue:44987|issue:45907", "issue:43493|issue:43994", - "issue:43742|issue:44589", "issue:28282|issue:28370", - "issue:44792|issue:44964" + "issue:44987|issue:45907", + "issue:44792|issue:44964", + "issue:44849|issue:45701", + "issue:43742|issue:47333", + "issue:43716|issue:46701", + "issue:43756|issue:45325", + "issue:45823|issue:46463" ], - "prepared_review_unit_hash": "0b3f002efee07f5bb033f83fbf3d6bfc1a946cf1885fd36f54e675f5ac75adc1", + "prepared_review_unit_hash": "1752ebfd3495ba3ec16d373c8edc131a8252fa46f744399979f4c1e37e3177d6", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35443, - "estimated_input_tokens": 8861, - "estimated_eval_tokens": 17978 + "soft_pair_count": 27, + "serialized_chars": 35099, + "estimated_input_tokens": 8775, + "estimated_eval_tokens": 17806 }, "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.", + "summary": "This cluster is mostly heterogeneous and contains several unrelated bug reports. I only see two true duplicate-style subclusters: Qwen2.5-VL/Qwen video-position regressions (44479 \u2194 45381) and SigLIP2 correctness discrepancies (43493 \u2194 43994).", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it splits into distinct subtopics, with most pairs clearly unrelated.", "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_issue_reason": "issue:44479 is the strongest representative issue overall because it anchors a broad, concrete Qwen video-input regression and has a close duplicate candidate in 45381.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Different problems: PyTorch import detection for AutoModel vs a LayoutLMv3 error-message/validation issue." + "reason": "DeepSpeed ZeRO3 deque failure vs a PEFT version bump; completely different problems." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44857", + "right": "issue:46832", "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." + "reason": "Both are RT-DETR-family, but one is an AMP/CUDA loss crash and the other is a backbone/feature-level mismatch in forward; not the same bug." }, { - "left": "issue:43582", - "right": "issue:47254", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Unrelated: Apple Silicon allocator warmup TypeError vs PEFT/DeepSpeed ZeRO-3 checkpointing error." + "reason": "Different models and different code paths: mllama mask handling vs MPS attention correctness." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Different bugs: DeepSpeed ZeRO3 deque underflow vs an environment/version bump for PEFT." + "reason": "FP8 config failure in Qwen3Moe vs FSDP CPU RAM-efficient loading; unrelated training/runtime issues." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Both involve video input, but the models and failure modes differ; not enough evidence of one shared underlying bug." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both are tokenizer issues, but they affect different tokenizers and different failure mechanisms; not the same bug." + "reason": "Auto device mapping CUDA assert vs video-processing ValueError; different subsystems and symptoms." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:43540", + "right": "issue:44479", "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." + "reason": "Related broad area, but the model families and reported regressions are not clearly the same concrete code-path problem." }, { "left": "issue:42915", - "right": "issue:43749", + "right": "issue:47332", "accept": false, - "reason": "Both touch training/loading efficiency, but one is FineGrainedFP8Config and the other is FSDP CPU RAM efficient loading; different bugs." + "reason": "FP8 training failure vs disk-offloaded model save failure; unrelated." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Same broad multimodal/video area, but different models and no evidence of the same concrete defect." + "reason": "Image processor torchvision dependency vs Mistral regex/tokenizer backend crash; unrelated." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different Qwen video-input failures with different symptoms and likely different branches." + "reason": "TrainerState token counting bug vs custom compute_loss signature breakage; different trainer issues." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and Qwen3OmniMoe video input ValueError are unrelated." + "reason": "Tokenizer/model loading issue vs Apple Silicon allocator TypeError; no shared bug path." }, { "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." + "reason": "Flash Attention support for XLM-Roberta vs missing PyTorch import error; unrelated." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failure paths: AddedToken construction vs Mistral regex patching." + "reason": "Different tokenizer-related failures with different root causes." }, { "left": "issue:44479", "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL/Qwen video-position-id regression in video input handling; one is the broader regression report, the other a specific manifestation." + }, + { + "left": "issue:43577", + "right": "issue:46512", "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." + "reason": "One is model/qformer dtype initialization, the other is stale config.dtype after from_config; related theme but not the same bug." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend dependency issue vs a model-loading failure; unrelated." + "reason": "Backend installation packaging issue vs a model-loading failure; unrelated." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are different trainer bugs." + "reason": "MobileLLM load key error vs Float8 storage lookup failure; different problems." }, { - "left": "issue:42915", - "right": "issue:47332", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "FineGrainedFP8Config failure and disk-offloaded save failure are different problems." + "reason": "SigLIP2 zero-probability output vs Perceiver non-default-resolution failure; unrelated model behaviors." }, { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash are unrelated." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 correctness issue: HF output disagrees with expected/original behavior and produces bad results in AutoModel/pipeline." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:28282", + "right": "issue:28370", "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." + "reason": "PyTorch import requirement vs missing vocab_file for custom SentencePiece models; unrelated." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Different vision-model bugs with different models and reproduction paths." + "reason": "Loading a specific model vs repository listing revision forwarding; unrelated." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + "reason": "Different multimodal model load/test failures with no clear shared code-path." }, { - "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:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs tokenization changes across versions; unrelated." }, { "left": "issue:43742", - "right": "issue:44589", + "right": "issue:47333", "accept": false, - "reason": "MobileLLM key error and Float8 storage lookup failure are unrelated runtime issues." + "reason": "Load-time key error vs disk-offloaded save failure; unrelated." }, { - "left": "issue:28282", - "right": "issue:28370", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "AutoModel PyTorch import error and missing vocab_file for custom SentencePiece are unrelated." + "reason": "Mistral-3 image preprocessor dtype mismatch vs DiffusionGemma pipeline failure; different models and failures." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout vs Qwen2.5-VL temporal position scaling; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Different multimodal model-loading/test failures with no shared concrete bug." + "reason": "Gemma4 device-mapping mismatch vs T5 decoder-input validation error; unrelated." } ] }, "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." + "feedback": "The evaluation is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the issue titles and descriptions: 44479 \u2194 45381 both concern Qwen video-position-id/video-input regressions, and 43493 \u2194 43994 both describe SigLIP2 correctness discrepancies. The remaining soft-edge rejections are appropriately cautious, and the cluster-level summary does not overclaim a single canonical issue." }, "evaluator_used": true, "retried": false, @@ -7916,7 +7935,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 26, "review_unit_count": 66, "status": "reviewed", @@ -7924,303 +7943,307 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:24643", "issue:29870", "issue:41762", - "issue:42796", "issue:43257", "issue:43452", "issue:43540", "issue:43577", + "issue:43653", "issue:43697", - "issue:43716", + "issue:43720", "issue:43742", "issue:43756", "issue:43906", + "issue:44361", "issue:44466", "issue:44488", "issue:44568", "issue:44625", "issue:44737", + "issue:44756", + "issue:44821", "issue:44843", - "issue:44849", "issue:44877", + "issue:44898", "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:46468", "issue:46491", "issue:46693", - "issue:46701", + "issue:46821", "issue:46829", "issue:46846", "issue:46899", "issue:47276", "issue:47332", - "issue:47333", + "issue:47404", "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:43756|issue:46399", + "issue:43257|issue:43756", "issue:44737|issue:46463", + "issue:46463|issue:47276", "issue:45405|issue:45600", - "issue:43906|issue:46693", "issue:43577|issue:45072", - "issue:44568|issue:46491", + "issue:44625|issue:44877", "issue:43257|issue:47405", + "issue:43906|issue:46693", + "issue:43742|issue:47332", + "issue:44568|issue:46491", "issue:43540|issue:46693", - "issue:44625|issue:44877", - "issue:24643|issue:29870", + "issue:44466|issue:45005", "issue:43452|issue:44488", - "issue:43742|issue:47332", - "issue:42796|issue:43906", - "issue:41762|issue:44936", + "issue:24643|issue:29870", "issue:46463|issue:46899", - "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44821|issue:46821", + "issue:43906|issue:46468", "issue:43452|issue:44843", + "issue:45663|issue:46846", "issue:44913|issue:46121", + "issue:43720|issue:44898", "issue:43697|issue:46829", - "issue:45663|issue:46846", - "issue:44737|issue:45588" + "issue:43653|issue:44361", + "issue:44737|issue:45588", + "issue:44756|issue:47404", + "issue:46846|issue:47404" ], - "prepared_review_unit_hash": "6a399194452bd81a0c75765f114403d128f9299a61c290cacb002c0a5785fea9", + "prepared_review_unit_hash": "77be32225aed453da8bc3ae08af2726d4633466e19780c9e2dffc767721f01f1", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36336, - "estimated_input_tokens": 9084, - "estimated_eval_tokens": 18424 + "serialized_chars": 36977, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 }, "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.", + "summary": "Most pairs are only loosely related by subsystem/model family and should stay separate. The only plausible duplicate pair is the tied-weights regression reports in v5: 44466 and 45005.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44466 is the clearest, most concrete tied-weights regression report, with a specific device-dependent serialization symptom; 45005 is broader and less focused.", "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_issue_reason": "issue:44466 is the best representative issue in this set because it names the concrete failure mode and regression surface most clearly.", "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", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "MobileLLM load-time key error vs disk-offloaded Qwen3 save failure; unrelated loading vs saving bugs." + "reason": "Both are 4-bit/quantization bugs, but they affect different modules and failure modes: uint8 audio embedders vs llm_int8_skip_modules clearing lm_head exclusion." }, { "left": "issue:43756", - "right": "issue:45325", + "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE layer selection vs Qwen2.5-VL temporal rope scaling; both are rope-related but not the same defect." + "reason": "Different rotary-attention problems: missing RoPE layers in Smollm3 vs a kernel registration/decorator crash in Qwen3.5." }, { "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." + "reason": "Accelerate+DeepSpeed MoE weight conversion is unrelated to Smollm3 RoPE layer dropping." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "RoPE layer coverage issue vs missing apply_rotary_pos_emb registration decorator; not the same bug." + "reason": "XLNet CPU placement bug and T5 decoder-input error message are unrelated code paths." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:46463", + "right": "issue:47276", "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." + "reason": "One is T5 validation messaging, the other is a continuous-batching warning; same theme, different bug." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Gemma4 device-mapping mismatch vs T5 decoder-input validation message; unrelated failures." + "reason": "Release/version pinning and auto-mapping references to removed configs are separate CI issues." }, { - "left": "issue:46463", - "right": "issue:47276", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Incorrect T5 validation error vs misleading synced_gpus warning; different behavior and fix surface." + "reason": "Both mention dtype mismatches, but they involve different model families and loading/inference paths." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "XLNet CPU arange device bug vs T5 decoder validation error; no shared underlying code path." + "reason": "Both concern config handling, but one is num_labels propagation and the other is strict config loading for granite_speech." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43257", + "right": "issue:47405", "accept": false, - "reason": "PEFT version bump problem vs stale auto_mappings references; unrelated packaging/config issues." + "reason": "Both involve loading/conversion, but one is DeepSpeed/accelerate MoE conversion and the other is silent wrong-Auto-class conversion skip." }, { "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." + "reason": "A reproduction of another issue is not the same as a FA2 long-context performance regression." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43742", + "right": "issue:47332", "accept": false, - "reason": "Blip2 dtype propagation vs SwitchTransformers/TimmWrapper bfloat16 mismatch; both dtype-related but different model code." + "reason": "Different load/save paths: MobileLLM key error vs saving a disk-offloaded Qwen3-VL model." }, { "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." + "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion and the other is CodeLlama leading-space round-trip behavior." }, { "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." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to FA2 generation performance regression." }, { - "left": "issue:24643", - "right": "issue:29870", - "accept": false, - "reason": "DeepSpeed training RuntimeError about 2-D weight vs BART generate UnboundLocalError; unrelated failures." + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights regression in v5: inconsistent lm_head/tied-weight serialization across model/device setups." }, { "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." + "reason": "Both are model-loading failures, but the reported surfaces and likely causes are different." }, { - "left": "issue:43742", - "right": "issue:47332", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "MobileLLM key error on load vs Qwen3-VL disk-offload save failure; unrelated." + "reason": "DeepSpeed training weight-shape error and BART generate() UnboundLocalError are unrelated." }, { - "left": "issue:42796", - "right": "issue:43906", + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Tokenizer BPE-marker handling vs reproduction of an old unrelated issue; no shared bug." + "reason": "T5 decoder validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." }, { "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." + "reason": "Gemma3 ZeRO-3 loading crash and trainer.evaluate() after train() failure do not share a concrete code path." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "T5 validation error vs Gemma4 audio/vision 4-bit dtype-cast issue; unrelated." + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size handling are separate bugs." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "General tied-weight serialization inconsistency vs translation-model tied-weights issue; related theme, but not the same concrete bug." + "reason": "A reproduction issue and a broken official Nemotron example are not the same bug." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file from_pretrained breakage vs Mistral regex offline-mode failure; separate loading bugs." + "reason": "GGUF loading breakage and offline-mode model_info() calls in _patch_mistral_regex are different tokenizer/loading issues." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_state behavior and Qwen3.5 TP-plan omissions are distinct distributed-training 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." + "reason": "Config reload losing rotary_pct and a TypeError in rope-param conversion are related only at a high level." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver interpolate_pos_encoding are unrelated model-loading issues." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output drift in v5 vs VideoPrism hidden_states misassignment; unrelated model outputs." + "reason": "RTDetrV2 output differences and VideoPrism hidden_states mapping are different output-shape/semantics bugs." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError vs Qwen3.5 TP plan omission; different model families and bugs." + "reason": "Tokenizer special-token registration and MLuke task AttributeError are not the same failure." }, { "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." + "reason": "XLNet positional encoding on CPU and flash_attention s_aux=None crashes are unrelated." + }, + { + "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 conversion transients during loading." + }, + { + "left": "issue:46846", + "right": "issue:47404", + "accept": false, + "reason": "TP-plan shape/OOM issues and conversion-op transient OOMs are different loading/training problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet, and the one accepted pair (44466/45005) is a conservative duplicate call based on the shared tied-weights v5 regression theme. The other pairwise rejections are also phrased cautiously and do not overclaim equivalence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 27, "review_unit_count": 66, "status": "reviewed", @@ -8228,38 +8251,42 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ + "issue:33666", + "issue:36010", "issue:38175", "issue:40444", "issue:43295", "issue:43525", + "issue:43550", + "issue:43572", "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:44464", + "issue:44479", "issue:44493", "issue:44568", + "issue:44625", + "issue:44743", "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", @@ -8269,217 +8296,231 @@ "issue:46178", "issue:46402", "issue:46701", - "issue:46821", "issue:46832", - "issue:46846", "issue:46932", "issue:47000", "issue:47013", - "issue:47332", - "issue:47404" + "issue:47332" ], "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:43697|issue:45216", + "issue:43688|issue:43749", "issue:40444|issue:44811", + "issue:44843|issue:44991", + "issue:43572|issue:43643", "issue:45372|issue:46170", + "issue:43761|issue:47013", "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:43688|issue:45704", "issue:43646|issue:43749", - "issue:43761|issue:47013", - "issue:43756|issue:46402", + "issue:43525|issue:46701", + "issue:45542|issue:46178", "issue:43653|issue:43927", - "issue:46832|issue:46932" + "issue:33666|issue:36010", + "issue:43756|issue:46402", + "issue:46832|issue:46932", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43653|issue:44568" ], - "prepared_review_unit_hash": "74ba945ca8b3623e5979178f4caf6485e3794339f07a80b428a346983a271c65", + "prepared_review_unit_hash": "646fb26a7b0430dcc13917191ae1071ffacb937624ae1710dd51b4c16e9ca988", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35872, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35992, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 }, "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.", + "summary": "This cluster is heterogeneous: the soft pairs share superficial themes (tokenizers, configs, model regressions, loading), but they are not the same underlying bug/change. I would reject every soft edge and treat these as separate issues.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits; the items are a mixed set of unrelated regressions and model-specific bugs rather than one duplicate thread.", "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_issue_reason": "No issue here is a good global representative for deduplication because the cluster does not share one concrete failure mode.", "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." + "reason": "Different bugs: position-id/key mismatch vs quantized model save/load breakage." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both tokenizer-related, but distinct classes and distinct failures." + "reason": "Both are tokenizer failures, but for different tokenizer classes and different failure points." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Processor/tokenizer involvement is broad only; the concrete problems differ." + "reason": "Unrelated: zero-probability output in a vision model vs processor/tokenizer API regression." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "RTDetr output drift and Qwen3.5 checkpoint saving are separate regressions." + "reason": "Serialization of Qwen3.5 visual encoder keys is not the same as wrong token IDs from AutoTokenizer." }, { "left": "issue:44756", - "right": "issue:47404", + "right": "issue:47332", "accept": false, - "reason": "Both mention OOM, but one is mmap-on-Strix-Halo and the other is device_map transient allocation." + "reason": "OOM/mmap behavior on one system is unrelated to saving a disk-offloaded model." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Different tokenizer/save_pretrained regressions affecting different artifacts." + "reason": "Different models and code paths: RT-DETR output mismatch vs Qwen3.5 checkpoint save regression." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU loading are unrelated problems." + "reason": "Aux-loss normalization and FSDP CPU RAM loading are separate training/loading issues." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Both concern missing config fields, but the root causes and paths differ." + "reason": "Both involve multimodal processing, but iterable dataset image handling and Whisper batch decode are distinct bugs." }, { "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." + "reason": "Offline model_info() call in Mistral regex patch is unrelated to tokenizer loading failure for est-roberta." }, { - "left": "issue:44756", - "right": "issue:47332", + "left": "issue:43572", + "right": "issue:43643", "accept": false, - "reason": "Different offloading/loading issues with different triggers and fixes." + "reason": "Both mention missing fields, but one is a config attr regression and the other is trust_remote_code returning incomplete configs." }, { - "left": "issue:40444", - "right": "issue:44811", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Multi-image finetuning and Whisper batch_decode behavior are unrelated." + "reason": "Different dependency/import failures affecting different platforms and subsystems." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "Both are import errors, but they stem from different dependencies and platforms." + "reason": "Both are state/outputs regressions, but CLIPVision hidden_states and xLSTM unpacking are unrelated code paths." }, { "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." + "reason": "Different RT-DETR loss failures: AMP float16 crash vs infeasible cost matrix." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Training loss normalization is unrelated to a T5 RMSNorm memory leak." + }, + { + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Tokenizer/processor regressions, but on different models and different code paths." + "reason": "Custom model initialization breakage is not the same as FSDP CPU RAM efficient loading." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "An AttributeError in config and a diffusion pipeline failure are unrelated." + "reason": "Llama4Config pad_token_id missing is unrelated to the DiffusionGemma pipeline failure." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Backend-resolution failures, but with different backends and causes." + "reason": "Both are backend/import issues, but TensorBoard-without-TF and tensorflow_text backend mapping are different bugs." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Auxiliary loss normalization and RMSNorm memory leak are unrelated." + "reason": "Special-token registration in BigBirdTokenizer and DiaConfig token-ID persistence are separate model-specific problems." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Loss normalization and tokenization version changes do not share a code-path." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Both mention token IDs/special tokens, but the tokenizer/config objects and failure modes differ." + "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are different model defects." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR forward shape handling and Gemma4 dtype casting are unrelated bugs." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but the failing behavior and root cause are different." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation under compilation and xLSTM recurrent-state reset are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are unrelated Qwen3.5 issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA crash in Bamba is unrelated to MLukeTokenizer task failures." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but they affect different tokenizers and different token types; too broad to dedupe." } ] }, @@ -8493,7 +8534,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 28, "review_unit_count": 66, "status": "reviewed", @@ -8501,17 +8542,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:28370", "issue:32090", "issue:33666", "issue:34567", - "issue:36010", "issue:36331", "issue:41720", "issue:42898", "issue:43278", + "issue:43334", "issue:43452", "issue:43504", "issue:43525", @@ -8519,6 +8560,7 @@ "issue:43572", "issue:43577", "issue:43606", + "issue:43611", "issue:43643", "issue:43688", "issue:43720", @@ -8528,283 +8570,268 @@ "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:45759", + "issue:45823", "issue:46050", "issue:46491", "issue:46612", "issue:46693", "issue:46829", + "issue:46846", "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:42898|issue:46491", + "issue:28370|issue:34567", "issue:44466|issue:46050", "issue:43504|issue:43550", + "issue:44977|issue:46693", "issue:32090|issue:33666", "issue:44464|issue:44977", + "issue:45405|issue:47254", + "issue:43606|issue:43927", "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:43504|issue:43720", "issue:43688|issue:45440", - "issue:45405|issue:47254", + "issue:43278|issue:43688", "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:43504|issue:44610", + "issue:44625|issue:47276", "issue:43525|issue:43572", "issue:43577|issue:44554", - "issue:44514|issue:45290", - "issue:44964|issue:45405" + "issue:44484|issue:44704", + "issue:44964|issue:45405", + "issue:43611|issue:46846", + "issue:45823|issue:46050", + "issue:43334|issue:45759" ], - "prepared_review_unit_hash": "8e5e26e68b16b2a864853218faa315cd57de5db57e3053b44857ca729fe16cd7", + "prepared_review_unit_hash": "28d40fbb4f7510c42be7908da8c52ca2518f2c291959255035afc9720ab211c7", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36859, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "soft_pair_count": 30, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "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.", + "summary": "This cluster is only loosely semantically similar: most items are unrelated Transformers bugs/regressions across tokenizers, configs, generation, training, loading, and serialization. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items do not share one underlying defect and span many distinct code paths and model families.", "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_issue_reason": "No global best issue for duplicate triage; the cluster is too heterogeneous to represent one bug cleanly.", "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." + "reason": "Both involve hidden states, but one is missing hidden_states entirely while the other misplaces last_hidden_state in ImageClassifierOutput; different bugs/code paths." }, { "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." + "reason": "Tokenizer/model loading via gguf_file vs BLIP2 dtype propagation; unrelated failure modes." }, { "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." + "reason": "Multi-GPU Qwen2-VL training vs a custom compute_loss signature error; not the same bug." }, { - "left": "issue:28370", - "right": "issue:34567", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "SentencePiece vocab attribute handling is unrelated to `TrainerState.num_input_tokens_seen` not updating." + "reason": "CUDA assert with auto device mapping vs inconsistent chunked generation under compile; different generation/runtime issues." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:42898", + "right": "issue:46491", "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." + "reason": "Both touch tokenization behavior, but one is a v5 cleanup-spaces policy change and the other is a CodeLlama leading-space regression." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:28370", + "right": "issue:34567", "accept": false, - "reason": "Device-mapped Qwen3 CUDA assertion and chunked-generation inconsistencies are different failures with different triggers." + "reason": "SentencePiece vocab_file omission vs TrainerState token counter not updating; unrelated." }, { "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." + "reason": "lm_head serialization tied to device vs quantized sinq save/load breakage; different serialization problems." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field loading for BEiT is unrelated to Bamba torch.compile SDPA failures." + "reason": "Legacy config-field load failure vs torch.compile SDPA issue; different subsystems." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention correctness issue for Qwen3.5 vs a performance regression with FA2 long-context generation; not the same defect." }, { "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." + "reason": "GPU broadcast NoneType error in Trainer vs Qwen2-VL multi-GPU training; too broad and different symptoms." }, { "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." + "reason": "Compiled-forward chunked generation mismatch vs flash-attention generation bug; distinct code paths." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "PEFT version pinning is unrelated to checkpoint errors with ZeRO-3 and gradient checkpointing." + "reason": "PEFT minimum version bump vs PEFT/DeepSpeed checkpointing error; unrelated." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43606", + "right": "issue:43927", "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." + "reason": "CPU offload device mismatch vs config token-id loss after save/load; different areas and outcomes." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "BEiT legacy-field loading and BitNet packed-weight loading are different model-loading paths." + "reason": "weight_only loading error for Qwen3VL vs FA2 performance regression; unrelated." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight accelerate loading and DiaConfig token-ID persistence are unrelated save/load bugs." + "reason": "BitNet packed-weight loading bug vs DiaConfig token-ID persistence bug; not duplicates." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Serve KV-cache continuation indexing is unrelated to beam-search cache reorder behavior in non-recurrent models." + "reason": "Legacy-field pretrained loading vs packed-weight accelerate loading; different model families and failures." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "CPU-offload device mismatch and config token-ID loss are different failure modes." + "reason": "MoE auxiliary-loss normalization vs DeepSeekV3 native/remote implementation divergence; different bugs." }, { "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." + "reason": "BF16-to-FP32 dtype change in evaluate vs MoE auxiliary-loss normalization; unrelated." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Legacy-field loading for BEiT is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "AutoConfig missing fields with trust_remote_code vs removal of is_torch_fx_available breaking trust_remote_code models; different missing behavior." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "`max_shard_size` behavior in save_pretrained is unrelated to missing kwargs passed through AutoProcessor.from_pretrained." + "reason": "KV cache continuation indexing crash in serve vs beam search cache reorder skipped for stateful models; different generation bugs." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet loading with packed weights is unrelated to MLukeTokenizer task-time attribute errors." + "reason": "Packed-weight accelerate loading bug vs MLukeTokenizer task AttributeError; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field pretrained loading vs processor/model input-size mismatch; different artifacts and fixes." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "num_labels propagation bug in Qwen3.5 configs vs a misleading synced_gpus warning message; unrelated." }, { "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." + "reason": "Missing pad_token_id on Llama4Config vs missing pad_token_idx on StableLmConfig; similar theme but different model configs and fields, not one bug." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation is unrelated to the MPS attention correctness issue." + "reason": "BLIP2 dtype persistence vs MPS attention correctness when value head dim differs; unrelated." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Both are chat-template crashes, but one is batched padding behavior and the other is tool-call assistant message handling." + "reason": "save_pretrained shard-size question vs AutoProcessor cached_file kwargs forwarding bug; not duplicates." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading and the PEFT version bump are unrelated." + "reason": "Phi-4 multimodal loading failure vs PEFT version bump issue; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression vs missing linear_attn tensor-parallel plan entries; different configs and failure modes." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch vs sinq save/load breakage; different code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id in text config vs composite Qwen 3.5/3.6 from_config not unwrapping text_config; related family, but distinct bugs." } ] }, @@ -8818,7 +8845,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 29, "review_unit_count": 66, "status": "reviewed", @@ -8826,12 +8853,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:28218", "issue:29925", "issue:33357", "issue:39692", + "issue:42490", "issue:42796", "issue:43257", "issue:43278", @@ -8841,8 +8869,8 @@ "issue:43504", "issue:43572", "issue:43606", - "issue:43611", "issue:43646", + "issue:43696", "issue:43701", "issue:43824", "issue:43825", @@ -8854,261 +8882,261 @@ "issue:44361", "issue:44466", "issue:44488", + "issue:44514", "issue:44554", "issue:44568", "issue:44589", "issue:44843", "issue:44977", + "issue:45290", "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:46821", + "issue:46832", "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:44514|issue:45290", "issue:43334|issue:43572", + "issue:39692|issue:43295", "issue:43994|issue:46192", - "issue:42796|issue:44977", - "issue:44554|issue:46365", + "issue:44488|issue:44843", + "issue:44977|issue:46209", "issue:45405|issue:47332", - "issue:45491|issue:46002", "issue:43257|issue:47404", - "issue:28218|issue:29925", + "issue:43493|issue:43825", + "issue:42796|issue:44977", "issue:43572|issue:44291", - "issue:44568|issue:46489", + "issue:43927|issue:44361", "issue:43646|issue:44466", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:44568|issue:46489", "issue:44568|issue:45812", - "issue:43927|issue:44361", "issue:43278|issue:43701", + "issue:28218|issue:29925", "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:44589|issue:45520", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:46209|issue:46710", + "issue:42490|issue:43696" ], - "prepared_review_unit_hash": "6766c6cdb075411909f8aa0734f6a45b9f1732cb9ceb790939c2a03a0aafc70b", + "prepared_review_unit_hash": "70f8e9e87000df56758c0849ce644ebb8583e60beffa8c2281bdd05eaa613dc0", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36069, - "estimated_input_tokens": 9018, - "estimated_eval_tokens": 18292 + "serialized_chars": 36628, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "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.", + "summary": "This is not a true duplicate cluster: it mixes unrelated tokenizer, vision-language, offloading, config, and training regressions. None of the soft pairs look like the same underlying bug or change.", "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_issue_reason": "No single canonical issue; the items span unrelated bugs across tokenization, VL, offloading, and training.", "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_issue_reason": "No global best issue: the cluster is too heterogeneous to use one issue as a representative duplicate target.", "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." + "reason": "Tokenizer spacing bug vs CLIP model bus error on macOS; different symptoms and code paths." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and FP8 inference on B200 are different code paths and hardware-specific problems." + "reason": "Both involve apply_chat_template, but the failures are on different inputs and likely different root causes." }, { "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", + "right": "issue:43572", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to pipeline() wording about translation tasks in v5." + "reason": "Different models and different missing config fields; only superficially similar." }, { "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." + "reason": "Documentation example errors vs processor/tokenizer regression in custom model code; not the same bug." }, { "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." + "reason": "Wrong SigLIP2 outputs vs ignored return_tensors argument; unrelated behavior." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Ministral BPE marker handling and Qwen3.5 flash-attention generation are different tokenizer vs attention problems." + "reason": "Model loading failure for a specific repo vs offline-mode hub lookup regression; different causes." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "An MPS attention correctness bug is unrelated to Trainer import failure caused by datasets." + "reason": "Flash-attention generation issue vs FP8 inference OOM; different backend problems." }, { "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." + "reason": "Dependency version bump issue vs disk-offload save failure; unrelated." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43257", + "right": "issue:47404", "accept": false, - "reason": "Gemma3 NaN embeddings from sliding-window attention are distinct from NaNs in classification heads after checkout/init." + "reason": "MoE weight conversion/loading issue vs transient GPU OOM during device_map loading; not the same bug." }, { - "left": "issue:43257", - "right": "issue:47404", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Qwen3 MOE weights not converting under accelerate+deepspeed is not the same as device_map loading OOM from transients." + "reason": "SigLIP2 implementation discrepancy vs pipeline error-message regression; different areas entirely." }, { - "left": "issue:28218", - "right": "issue:29925", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Added-token spacing and SigLIP fast-tokenizer enforcement are separate tokenizer behaviors; same subsystem, different bug." + "reason": "Tokenizer BPE marker handling vs Qwen flash-attention generation; unrelated." }, { "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." + "reason": "Missing config field vs init_empty_weights argument mismatch; different regressions." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Missing BOS/EOS on add_special_tokens and DeepSeek-Coder v1 incorrect output are different tokenizer failures." + "reason": "Save/load token ID loss vs tokenizer task AttributeError; not the same defect." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are separate v5 regressions." + "reason": "Custom model init breakage vs device-dependent serialization inconsistency; distinct issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "NaNs in Gemma3 embeddings vs NaNs in classification heads; different models and mechanisms." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug vs Trainer import conflict with datasets; unrelated." }, { "left": "issue:44568", - "right": "issue:45812", + "right": "issue:46489", "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." + "reason": "Different tokenizer regressions affecting different models and likely different code paths." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "DiaConfig losing custom token IDs and MLukeTokenizer AttributeError are different tokenizer/config issues." + "reason": "mdeberta special-token regression vs Granite token-ID regression; separate model-specific bugs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to resume_from_checkpoint key mismatch." + "reason": "Dtype change in evaluation vs resume_from_checkpoint key mismatch; unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:28218", + "right": "issue:29925", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and ZeRO-3 gradient inflation are unrelated model correctness bugs." + "reason": "Generic added-token spacing bug vs SigLIP fast-tokenizer enforcement issue; not the same underlying problem." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "FP8 inference on B200 and DeepSeek-R1-Distill-Llama accuracy regression are different hardware/model regression reports." + "reason": "SigLIP2 implementation mismatch vs DeepSpeed gradient anomaly; unrelated." }, { "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." + "reason": "Evaluation dtype drift vs ZeRO-3 gradient growth; different failure modes." }, { "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." + "reason": "Broad offloading/quantization complaint vs a specific max_memory packing OOM path; too different to merge." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading bug vs CPU-offload device mismatch; separate model/loading issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure vs flash_attn import KeyError on Python 3.13; unrelated." }, { "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." + "reason": "Missing Qwen import vs float8 storage type error; different code paths." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "BEiT preset loading with a legacy field and Bark CPU-offload device mismatch are different model-loading failures." + "reason": "TimesFM window_size attribute error vs RT-DETR feature-level mismatch; unrelated model bugs." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Inference OOM on B200 vs accuracy regression after upgrade; different symptoms and fixes." + }, + { + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are separate compatibility bugs." + "reason": "Local-path import warning vs GPT-oss CUDA OOM; unrelated." } ] }, @@ -9122,7 +9150,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 30, "review_unit_count": 66, "status": "reviewed", @@ -9130,7 +9158,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:15354", "issue:28218", @@ -9138,14 +9166,14 @@ "issue:37428", "issue:38175", "issue:41720", - "issue:42490", "issue:42947", + "issue:43295", "issue:43381", + "issue:43450", "issue:43493", "issue:43504", "issue:43606", "issue:43653", - "issue:43696", "issue:43701", "issue:43844", "issue:43873", @@ -9174,231 +9202,232 @@ "issue:46285", "issue:46701", "issue:46710", - "issue:46821", "issue:46832", "issue:47013", "issue:47145", - "issue:47254" + "issue:47254", + "issue:47332", + "issue:47404" ], "soft_pairs": [ - "issue:46821|issue:46832", "issue:43504|issue:43653", - "issue:44493|issue:46285", "issue:43606|issue:44112", "issue:43994|issue:44493", - "issue:45245|issue:46710", - "issue:15354|issue:38175", - "issue:42490|issue:43696", + "issue:44493|issue:46285", "issue:45072|issue:46832", - "issue:44849|issue:46209", "issue:43873|issue:46050", - "issue:44849|issue:45357", + "issue:15354|issue:38175", + "issue:45245|issue:46710", "issue:44464|issue:45584", - "issue:43844|issue:44964", + "issue:44849|issue:45357", "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:42947|issue:43381", + "issue:45229|issue:45823", + "issue:44849|issue:46209", + "issue:43844|issue:44964", + "issue:28218|issue:34567", "issue:45200|issue:45229", "issue:45588|issue:46050", - "issue:44849|issue:47145", "issue:37428|issue:43957", "issue:43493|issue:43701", "issue:41720|issue:46710", - "issue:43937|issue:46701" + "issue:44849|issue:47145", + "issue:43937|issue:46701", + "issue:47332|issue:47404", + "issue:43295|issue:43450" ], - "prepared_review_unit_hash": "1a4d75ff8667822b51b3be523b01025bf920251857fb26374a1f9bfd300dcbba", + "prepared_review_unit_hash": "9d04bca6623cf5368bc75e8d93ff0a4f7299e8a943a26301c560bb6e78e424c6", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35341, - "estimated_input_tokens": 8836, - "estimated_eval_tokens": 17928 + "serialized_chars": 36013, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "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, + "summary": "This cluster is a loose collection of unrelated transformer issues; the soft-similarity pairs are not true duplicates and no PRs are present.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the broadest and most discussed item here, but the set is too heterogeneous to support a real duplicate-canonical issue.", "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." + "reason": "Different tokenizer/model loading bugs: legacy field in BEiT semantic segmentation vs BigBird special-token registration." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device-related, but different models and different underlying causes." + "reason": "Both mention device issues, but one is CPU offload mismatch in bark-small and the other is a GraniteSpeech CI test regression." }, { "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." + "reason": "SigLIP2 inference quality regression is unrelated to a generic position-id key mismatch affecting many models." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Local-path import warning is unrelated to GPT-oss CUDA out-of-memory." + "reason": "Unexpected key with position id is a different failure mode from CLIP class structure divergence after v5.6." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different code paths: dtype mismatch in SwitchTransformers/TimmWrapperModel vs RT-DETR forward shape/type error." + "reason": "Different code paths: dtype mismatches in inference wrappers vs RT-DETR backbone feature-level shape handling." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Qwen3.5 hidden-state bug and FP8 inference failure on B200 are distinct issues." + "reason": "Quantization offloading behavior is not the same as broken save/load for sinq-quantized models." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Both involve quantization/offloading, but the bugs are different: offload behavior vs broken save/load for sinq." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Different regressions: output_hidden_states handling vs incorrect visual-encoder keys on save_pretrained." + "reason": "Category-count limit error is unrelated to the DeepSeek-R1 accuracy regression." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation inconsistency is unrelated to Whisper empty-transcription behavior after token alignment." + "reason": "Chunked generation with compiled forward is a different bug from Whisper empty-transcription handling after token alignment." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 gradient anomaly and Phi-4 multimodal loading failure do not share a concrete code-path bug." + "reason": "Hidden-states output bug in Qwen3.5 is unrelated to save_pretrained writing wrong visual-encoder keys." }, { "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." + "reason": "Template-node compilation failure is unrelated to the Python 3.13 flash_attn import KeyError." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA while the other is disallowed in eval mode." + "reason": "Both involve checkpointing, but xLSTM unpacking in train mode is not the same as PEFT+DeepSpeed CheckpointError." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." + "reason": "Continuous-batching multimodal crash and KV-cache continuation crash are different serve endpoints and different failure mechanisms." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Different checkpoint/runtime failures in xLSTM vs PEFT+DeepSpeed+gradient checkpointing." + "reason": "PEFT LoRA checkpointing ineffectiveness is distinct from checkpointing being disallowed in eval mode." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 OOM and Gemma4 device mismatch are different failures, not one underlying bug." + "reason": "CUDA OOM during multi-GPU inference is different from a device mismatch in Gemma4 PLE forward." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200 GPUs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient anomaly is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Both are serve crashes, but they occur in different paths and have different root causes." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting issue is unrelated to multi-GPU CUDA OOM." + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Gemma4 multi-GPU 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." + "reason": "Flash-attention sink-less model crash is unrelated to quantized model save/load corruption." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import error and torch.device('meta') loading breakage are different issues." + "reason": "ImportError for flash attention support is unrelated to meta-device model-loading breakage." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "CUDA assert with auto device mapping is unrelated to DeepSeek accuracy regression." + "reason": "Auto device-mapping CUDA assert on Qwen3 is unrelated to a later accuracy regression in a different model/version." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Hidden-states bug is not the same as missing weight_scale application in FP8 compressed-tensors checkpoints." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is not the same as the DiffusionGemma pipeline failure." + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:47332", + "right": "issue:47404", + "accept": false, + "reason": "Disk-offload save failure and loading OOM from transient conversion ops are different offloading phases and bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression with image inputs is unrelated to batched video-processor shape handling." } ] }, @@ -9412,7 +9441,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 31, "review_unit_count": 66, "status": "reviewed", @@ -9420,7 +9449,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:27957", "issue:28370", @@ -9430,12 +9459,14 @@ "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", @@ -9445,6 +9476,7 @@ "issue:43844", "issue:43873", "issue:43957", + "issue:43975", "issue:44186", "issue:44554", "issue:44610", @@ -9466,267 +9498,248 @@ "issue:46701", "issue:46710", "issue:46752", - "issue:46821", - "issue:47332", - "issue:47404" + "issue:46821" ], "soft_pairs": [ + "issue:44977|issue:46701", "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:43404|issue:46710", "issue:45588|issue:45759", + "issue:44869|issue:46752", "issue:43572|issue:46821", "issue:43295|issue:43873", - "issue:43540|issue:45200", - "issue:28370|issue:34689", - "issue:45406|issue:46121", + "issue:29942|issue:30333", "issue:43572|issue:43957", + "issue:45406|issue:46121", + "issue:28370|issue:34689", + "issue:43540|issue:45200", "issue:43295|issue:44610", - "issue:44186|issue:46192", "issue:45823|issue:46192", + "issue:44186|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:43550|issue:43844", "issue:43334|issue:43525", + "issue:45200|issue:45823", + "issue:45520|issue:46178", "issue:42915|issue:43824", "issue:27957|issue:28370", - "issue:39692|issue:46192" + "issue:43295|issue:43493", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:29870|issue:29942", + "issue:43824|issue:43975" ], - "prepared_review_unit_hash": "29674646ac05f3f587a43f9f8a71f5540d4b7e9f8d501c88b2f3d0008d364651", + "prepared_review_unit_hash": "7746c0c988f955864fdd69a6b91a7b6e755b5c5d7332ca8ac343c1b4e61c1777", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35974, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 }, "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.", + "summary": "This cluster is a broad set of unrelated Transformers issues that only share superficial wording patterns (often model/config/tokenizer/flash-attn related). I don\u2019t see a safe duplicate group or a single canonical issue/PR for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attn generation failure vs a DiffusionGemma pipeline/output issue." + }, { "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." + "reason": "Same model family (SAM3) but different problems: dummy Conv2d implementation vs memory overflow at runtime." }, { "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." + "reason": "Unrelated: MPS attention correctness bug vs a PyTorch version-check/import issue." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Different models and failures: Qwen3.5 flash-attention generation vs DiffusionGemma image-text-to-text pipeline breakage." + "reason": "Different code paths: bfloat16 dtype mismatch in inference vs save_pretrained/tokenization failure." }, { - "left": "issue:47332", - "right": "issue:47404", + "left": "issue:43404", + "right": "issue:46710", "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." + "reason": "Different symptoms and likely fixes: tied weights bug in Mistral3 vs an accuracy regression in DeepSeek after upgrade." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "One is a processor/tokenizer API regression, the other is an incorrect batched video processor output shape; different subsystems and fixes." + "reason": "Different subsystems: flash_attention.py crash on s_aux=None vs AutoModelForCausalLM config unwrapping for Qwen multimodal models." }, { "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." + "reason": "Different tokenizer/runtime crashes: Whisper timestamp decoding vs apply_chat_template on an empty list." }, { - "left": "issue:43404", - "right": "issue:46710", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "A weight-tying bug in Mistral3 is unrelated to an accuracy regression in DeepSeek after a Transformers upgrade." + "reason": "Both are attribute issues, but on different models and fields (StableLm pad_token_idx vs TimesFM window_size)." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "One is a bfloat16 dtype mismatch in inference; the other is a Wav2Vec2 save/tokenization failure." + "reason": "Regression in processor/tokenizer handling vs quantization offloading behavior; not the same bug." }, { "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." + "reason": "Flash Attention 2 test failures are unrelated to MLflow reporting on failed training jobs." }, { "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", + "right": "issue:43957", "accept": false, - "reason": "Processor/tokenizer regression and quantization/offloading behavior are different issues with no shared code path." + "reason": "Different failures: missing StableLm config field vs meta-device model loading regressions." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and Gemma 4 `mm_token_type_ids` defaults are different model-specific bugs." + "reason": "Gemma4 processor missing _tokenizer is unrelated to rope-parameter dict conversion TypeError." }, { "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." + "reason": "Different model-loading issues with different root causes: SentencePiece vocab_file handling vs Llama 3.2 vision loading regression." }, { - "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", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "A missing config attribute in StableLm and meta-device loading breakage are not the same underlying bug." + "reason": "Different Gemma/Qwen multimodal failures: video input processing error vs missing mm_token_type_ids default." }, { "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." + "reason": "Processor regression and OmDet-Turbo image-size mismatch are separate issues." }, { - "left": "issue:44186", + "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batched truncation and `return_tensors` being ignored are distinct tokenizer behaviors." + "reason": "Device placement bug in Gemma4 PLE is unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:45823", + "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map forwarding mismatch is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "LayoutLMv2Tokenizer NER/padding crash is a different tokenizer bug from return_tensors handling." }, { "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." + "reason": "Both import-related, but for different symbols and models; no shared underlying fix is evident." }, { "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." + "reason": "Batched video processor shape bug is unrelated to a tensor-parallel OOM on Qwen2-57B." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "`flash_attn` import handling on Python 3.13 and a backend mapping error for `tensorflow_text` are unrelated import-utils issues." + "reason": "Different training/inference problems: torch.compile SDPA failure vs DeepSpeed ZeRO-3 gradient anomaly." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Gemma 4 token-type defaults and Gemma4 device mismatch during forward are different bugs, even if they share the model family." + "reason": "Both mention missing pad_token_id, but they affect different config classes/models and are not clearly the same fix." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Bart `generate()` hitting `decoder_attention_mask` UnboundLocalError is unrelated to failing Flash Attention 2 tests." + "reason": "Different Gemma4 issues: defaulting mm_token_type_ids vs a device mismatch during forward." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Both mention missing `pad_token_id`, but they affect different model configs (`Qwen3VLTextConfig` vs `Llama4Config`) and likely different load paths." + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to a BACKENDS_MAPPING tensorflow_text error." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe failing with FineGrainedFP8Config is unrelated to a Qwen2.5-VL import error." + "reason": "Qwen3Moe FP8 loading failure and Qwen2.5-VL import failure are unrelated." }, { "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." + "reason": "XLMRoberta Flash Attention 2 support is unrelated to missing vocab_file handling for custom SentencePiece models." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs/example issues and `return_tensors` being ignored are not the same underlying bug." + "reason": "Processor/tokenizer regression and SigLIP2 implementation discrepancy are not the same bug." }, { - "left": "issue:45588", - "right": "issue:43295", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Flash-attention sink handling and processor/tokenizer regression are unrelated despite both touching multimodal tooling." + "reason": "Local-path import warning is unrelated to SigLIP2 HF-vs-JAX discrepancy." }, { - "left": "issue:43450", - "right": "issue:45200", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Video batch shape handling and Gemma 4 token-type defaults are separate model-specific issues." + "reason": "Documentation/example errors for SigLIP2 are unrelated to return_tensors being ignored." }, { - "left": "issue:43824", - "right": "issue:45520", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Different import failures in different modules; no shared symbol, file, or code path is evident." + "reason": "BART generate UnboundLocalError is unrelated to failing Flash Attention 2 tests." }, { - "left": "issue:43334", - "right": "issue:45406", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Both are processor/config loading failures, but they are for different models and different missing attributes." + "reason": "ImportError for Qwen2.5-VL is unrelated to DeepSeek detokenization regression." } ] }, @@ -9740,7 +9753,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 32, "review_unit_count": 66, "status": "reviewed", @@ -9748,26 +9761,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "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", - "issue:43824", "issue:43856", "issue:43950", "issue:43975", @@ -9779,8 +9789,10 @@ "issue:44561", "issue:44610", "issue:44737", + "issue:44792", "issue:44857", "issue:44898", + "issue:45083", "issue:45127", "issue:45198", "issue:45200", @@ -9789,6 +9801,7 @@ "issue:45381", "issue:45412", "issue:45520", + "issue:45563", "issue:46192", "issue:46209", "issue:46234", @@ -9800,224 +9813,231 @@ "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:28218|issue:35141", + "issue:44521|issue:45290", "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:44466|issue:45127", "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:45200|issue:45325", + "issue:45381|issue:46209", "issue:43335|issue:43550", + "issue:43611|issue:47405", "issue:44898|issue:45412", - "issue:41720|issue:46209", - "issue:45200|issue:46932", + "issue:45200|issue:46899", + "issue:44610|issue:44857", "issue:37428|issue:43425", - "issue:44610|issue:44857" + "issue:45200|issue:46932", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083", + "issue:41720|issue:46209", + "issue:44792|issue:45563" ], - "prepared_review_unit_hash": "fe87c68361265147b4931f1da178e3cda8f6380e4a7ddb61d000e4ad3162a00e", + "prepared_review_unit_hash": "b11fe8de16d8a1c072731f5fde713ed8ee41e4d0dff4f6e676cdee5b8c240006", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36289, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "soft_pair_count": 28, + "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 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, + "summary": "The cluster is mostly heterogeneous: the paired issues share broad themes like tokenization, processors, model loading, or multimodal regressions, but not the same concrete bug or code path. I would not merge any of the soft pairs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #44521 is the best cluster anchor: it is open, has the most inbound references, and is a high-signal user-facing regression in apply_chat_template. The rest of the set is largely unrelated one-off bugs.", "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_issue_reason": "#44521 is the strongest representative issue for this noisy cluster because it is active, well-referenced, and clearly scoped.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated failure modes." + "reason": "Different problems: embedding dtype mismatch in eval vs MoE training memory usage." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Processor/tokenizer regression vs model parity mismatch; different code paths and symptoms." + "reason": "Unrelated failures: detokenization regression vs flash_attn import error on Python 3.13." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Assistant mask bug in multimodal templating vs crash on tool-call messages; related API surface, but not the same defect." + "reason": "Both are processor bugs, but one is chat-template sampling-rate defaulting and the other is batched video shape handling." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Missing Qwen2.5-VL export vs incorrect detokenization in v5; separate loading and decoding problems." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Training/eval dtype drift vs MoE training memory inefficiency; no shared bug mechanism." + "reason": "Both touch apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs FP8 inference failure on B200; distinct hardware/model issues." + "reason": "Different code paths and symptoms: CPU tensor allocation in XLNet vs ASR training-loss double-shift." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Tokenizer spacing after added tokens vs output embedding reinit after resizing; different tokenizer/model-weights bugs." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIPTextModel structural inconsistency." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Detokenization regression vs missing import key on Python 3.13; unrelated." + "reason": "A tokenizer special-token registration bug is not the same as a stale GraniteSpeech CI test." }, { - "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:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading failures are unrelated to stale model.config.dtype after from_config(dtype=...)." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "CPU placement bug in XLNet positional encoding vs ASR double-shift training-loss bug; not the same code path." + "reason": "Different audio-tokenizer failures in different models; no shared concrete bug." }, { "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." + "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse after vocab extension." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP class structure mismatch; unrelated regressions." + "reason": "Missing/removed import_utils helpers are different symbols and different breakages." }, { - "left": "issue:43653", + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to text_kwargs overriding return_tensors." + }, + { + "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech CI test flake; no shared underlying defect." + "reason": "DAC latent reconstruction mismatch is unrelated to the GraniteSpeech CI device-override test." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "gguf_file loading failure vs stale config.dtype after from_config; different model-construction paths." + "reason": "Different multimodal bugs: Gemma4 mm_token_type_ids defaults vs Qwen2.5-VL temporal position ID scaling." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading bug vs Wav2Vec2 save/tokenization failure; both audio-related but distinct." + "reason": "Wrong Qwen2.5-VL vision position IDs is unrelated to FP8 inference failure on B200." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Removal of is_torch_fx_available vs missing is_falcon_mamba_ssm_available; unrelated import_utils API gaps." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA are separate model-specific bugs." }, { "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." + "reason": "Model loading via base_model_prefix and wrong Auto class conversion skip are different loading-path failures." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids default bug vs Qwen2.5-VL still-image rope scaling bug; different multimodal fields." + "reason": "Perceiver interpolation failure is unrelated to RT-DETR memory release on deletion." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Video-input regression for Qwen models vs return_tensors being ignored with text_kwargs; separate API regressions." + "reason": "Gemma4 text-only fine-tuning defaults and quantized embedder dtype casting are different issues." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Missing zero-default token_type_ids vs unsafe dtype cast in quantized embedders; both Gemma4 but not the same bug." + "reason": "Wrong processor output size and float16 AMP crash in LwDetrImageLoss are different bugs." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "DAC latent/forward mismatch vs GraniteSpeech CI stale-device test; unrelated." + "reason": "Flash-attention import regression is unrelated to torch 2.10 compatibility." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "SwitchTransformers sparse-layer construction vs Bamba torch.compile SDPA failure; different model families and failure modes." + "reason": "Text-only mm_token_type_ids defaulting is not the same as fixing quantized vision/audio embedder casting." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Perceiver non-default-resolution classification bug vs RT-DETR memory release issue; not a duplicate." + "reason": "DAC latent/forward mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Qwen3 auto device mapping assert vs FP8 inference on B200; distinct runtime failures." + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Text-only multimodal default issue vs quantized vision/audio dtype casting fix; same model family, different bug." + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length calculations." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Missing flash-attention symbol import vs Torch 2.10 compatibility; too broad and not the same underlying problem." + "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are distinct hardware/runtime failures." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Processor output resolution mismatch vs AMP float16 crash in loss; different stages of the pipeline." + "reason": "A Janus image-generation test failure is not the same as a stale num_return_sequences warning in paged generate()." } ] }, @@ -10031,7 +10051,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 33, "review_unit_count": 66, "status": "reviewed", @@ -10039,7 +10059,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:28282", "issue:29942", @@ -10047,6 +10067,7 @@ "issue:33357", "issue:37428", "issue:38175", + "issue:39692", "issue:42490", "issue:43335", "issue:43388", @@ -10054,33 +10075,31 @@ "issue:43526", "issue:43550", "issue:43606", - "issue:43653", "issue:43819", "issue:43827", "issue:43854", "issue:43901", "issue:44112", "issue:44206", + "issue:44292", "issue:44351", + "issue:44448", "issue:44493", "issue:44617", - "issue:44792", + "issue:44743", "issue:44855", "issue:44857", "issue:45083", - "issue:45290", "issue:45412", "issue:45520", - "issue:45563", "issue:45584", "issue:45588", "issue:45593", "issue:45759", + "issue:45823", "issue:45859", "issue:45923", - "issue:46170", "issue:46285", - "issue:46326", "issue:46424", "issue:46431", "issue:46512", @@ -10091,238 +10110,238 @@ "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: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:45759|issue:46285", + "issue:45923|issue:47405", "issue:43550|issue:44112", + "issue:38175|issue:45412", + "issue:43827|issue:43901", + "issue:44206|issue:45584", "issue:29942|issue:32090", + "issue:46431|issue:46566", "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:43335|issue:43606", + "issue:43335|issue:44112", + "issue:44292|issue:45520", "issue:42490|issue:43854", + "issue:43388|issue:43526", + "issue:43335|issue:45083", "issue:43819|issue:44493", - "issue:45588|issue:45859" + "issue:45588|issue:45859", + "issue:44206|issue:45823", + "issue:37428|issue:44351", + "issue:43606|issue:44857", + "issue:44448|issue:44743", + "issue:39692|issue:44493", + "issue:39692|issue:43526" ], - "prepared_review_unit_hash": "40d06aab5e1087f638bb4668fc8458d7718c6f4d414f5f155b01bfcf8cba6bf2", + "prepared_review_unit_hash": "7de155588a15192999e2de23e59c1ffbc0f93598103fe3de604d8b98e46401f8", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36820, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "serialized_chars": 36218, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "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.", + "summary": "This cluster is a grab-bag of unrelated closed issues across import errors, model-specific regressions, docs mismatches, and backend/device bugs. None of the soft-paired items look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "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_issue_reason": "issue:44206 is a clear, concrete regression report with a specific failing code path (`LasrFeatureExtractor` passing an unsupported `center` arg) and a narrow fix surface, making it a strong representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Different models and different code paths: DAC latent conversion vs qwen3_omni_moe feature-length helper behavior." + "reason": "Both are model/training-loss bugs, but they concern different subsystems and failure modes: float16 AMP CUDA crash vs. auxiliary losses missing when denoising is off." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Unrelated subsystems: SwitchTransformers config construction vs BigBird tokenizer special-token registration." + "reason": "One is about stale `config.dtype` after `from_config(dtype=...)`, the other is a `window_size` attribute error in TimesFM 2.5; unrelated code paths." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "CPU-offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length logic." + "reason": "ImportError for missing PyTorch vs. MacOS bus error in a CLIP model; different environments and failure classes." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43335", + "right": "issue:43504", "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." + "reason": "Both involve BEiT/Transformer config-loading behavior, but one is about `SwitchTransformersConfig` sparse layer creation and the other is a legacy field blocking BEiT semantic segmentation model loading." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Different D-FINE/LW-DETR model bugs with different symptoms and fixes; not a single underlying change." + "reason": "Both touch multimodal/composite model APIs, but one is `from_config` unwrapping for Qwen multimodal configs while the other is inconsistent CLIP text model structure after v5.6." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:45923", + "right": "issue:47405", "accept": false, - "reason": "Config dtype staleness is unrelated to TimesFM window_size argument handling." + "reason": "A missing gradient-checkpointing flag on a trust-remote-code model is not the same as silent conversion skipping on model_type mismatch; different bugs and fixes." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Different models and failure modes: zero probabilities vs memory not released on deletion." + "reason": "One is a `torch.compile`/SDPA failure in Bamba-9B-v2, the other is a stale device override CI failure in GraniteSpeech; different code paths and root causes." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "ImportError for missing PyTorch is an environment dependency issue; MacOS bus error in CLIP is a separate runtime crash." + "reason": "Unexpected zero probabilities in a SigLIP2 model and RT-DETR memory not being released are unrelated model behaviors." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they concern different APIs and different migrations." + "reason": "Both are docs issues, but they refer to different APIs and deprecations (`pipeline()` removal vs. `return_all_scores` behavior)." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both involve model structure/config, but they target different architectures and distinct bugs." + "reason": "Different domains and failures: a feature extractor regression vs. Whisper generation failing on empty transcription after token alignment." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and BEiT legacy-field loading are unrelated model-specific bugs." + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are distinct CI/runtime problems." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Feature extractor argument handling and Whisper empty-transcription generation are different code paths." + "reason": "Chat template availability and weights staying on meta with `device_map=\"auto\"` are separate loading/processor issues." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to a GraniteSpeech CI device-override test." + "reason": "Python 3.13 `@torch.jit.script` parsing/IndentationError and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Flash Attention 2 test failures do not match the Trainer _gpu_broadcast_one NoneType error." + "reason": "Cache config semantics for `max_cache_length` and a `_prefill` slice-arithmetic bug with static cache are different cache-path bugs." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Python 3.13 torch.jit parse failure is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "CUDA OOM in Sam3Video and image over-padding in Swin2SR are not the same issue." }, { - "left": "issue:45923", - "right": "issue:47405", + "left": "issue:43335", + "right": "issue:43606", "accept": false, - "reason": "Missing gradient-checkpointing flag on a trust_remote_code model is unrelated to silent conversion skipping on model_type mismatch." + "reason": "Sparse-layer config creation in SwitchTransformers and CPU offload device mismatch in bark-small are unrelated." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Cache max length configuration and static-cache seq-length tensor arithmetic are separate cache bugs." + "reason": "They only share the broad theme of model/runtime bugs; the actual failures and fixes are different." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 `flash_attn` import KeyError are different compatibility issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Missing chat template on a processor and DiffusionGemma meta-device loading are unrelated failures." + "reason": "A trailing-slash local path import warning and a specific model-loading failure for `zai-org/GLM-4.7-Flash` are not the same bug." }, { "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." + "reason": "Both concern labels in BEiT/segmentation utilities, but one is `gather_for_metrics` dropping tuple labels and the other is `reduce_labels` returning only one label in the fast processor." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45083", "accept": false, - "reason": "Different bugs in different models: sparse-layer config vs CI device override behavior." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-extract length helper are entirely different code paths." }, { - "left": "issue:43335", - "right": "issue:43606", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "No shared underlying bug: SwitchTransformers config creation vs bark-small CPU offload mismatch." + "reason": "DAC latent/forward mismatch and unexpected position-id keys across many models do not indicate the same underlying defect." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Different model families and different helper logic; not the same defect." + "reason": "Flash attention integration crash on `s_aux=None` and Qwen3 rotary embedding CPU-offload incompatibility are separate backend bugs." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Both involve chat templates, but the trigger and failure mode differ: tool-call tokenization vs continue_final_message on mistral_common." + "reason": "Unsupported `center` argument in a feature extractor and Gemma4 PLE device mismatch under `device_map=\"auto\"` are unrelated regressions." }, { "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." + "reason": "Missing `_flash_supports_window_size` import and missing `HybridCache` import are both import errors, but for different symbols and breakages." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Python 3.13 flash_attn import key error and Windows ROCm torch.distributed import/type error are distinct environment-specific issues." + "reason": "CPU offload device mismatch and float16 AMP crash on CUDA are different failures in different execution modes." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash unit-test loading failure are different loading problems." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 recurrent-state reset with cache are unrelated model-behavior bugs." }, { - "left": "issue:43819", + "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id keys across models." + "reason": "A documentation example with model/processor mismatch and quantization errors is not the same as a broad unexpected key/position-id runtime issue." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:39692", + "right": "issue:43526", "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." + "reason": "The SigLIP2 docs example issues and BEiT fast processor label reduction bug are different artifacts with different fixes." } ] }, @@ -10336,7 +10355,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 34, "review_unit_count": 66, "status": "reviewed", @@ -10344,13 +10363,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:10000", "issue:15354", + "issue:25251", "issue:26413", "issue:27957", "issue:29127", + "issue:29870", "issue:29942", "issue:31501", "issue:32090", @@ -10359,26 +10380,23 @@ "issue:35141", "issue:37428", "issue:38175", - "issue:39692", "issue:42175", "issue:42490", "issue:43278", - "issue:43526", + "issue:43329", "issue:43550", "issue:43575", - "issue:43606", "issue:43701", "issue:43720", "issue:43825", "issue:44112", - "issue:44206", "issue:44360", "issue:44448", + "issue:44464", "issue:44493", "issue:44514", "issue:44521", "issue:44561", - "issue:44743", "issue:44779", "issue:44857", "issue:45072", @@ -10391,242 +10409,243 @@ "issue:45459", "issue:45478", "issue:45593", - "issue:45823", "issue:46234", + "issue:46326", + "issue:46424", "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:45290|issue:46326", + "issue:34689|issue:35141", + "issue:44514|issue:44521", "issue:43720|issue:44112", "issue:43701|issue:45083", - "issue:44448|issue:44779", "issue:44857|issue:45072", - "issue:38175|issue:44493", + "issue:29127|issue:32090", + "issue:44448|issue:44779", "issue:43550|issue:45083", - "issue:26413|issue:31501", "issue:43278|issue:43825", - "issue:45310|issue:45478", + "issue:38175|issue:44493", "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:26413|issue:31501", + "issue:25251|issue:32090", + "issue:43278|issue:43329", + "issue:45310|issue:45478", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:45127|issue:45245", + "issue:29942|issue:35141", + "issue:29870|issue:32090", "issue:44360|issue:44561", "issue:45290|issue:45381", - "issue:29942|issue:35141", - "issue:27957|issue:34689" + "issue:44464|issue:46424" ], - "prepared_review_unit_hash": "ff3a0b54211a03a6e551a86d792c76209a24d71874bc4d8e0ae0a5e4f8888227", + "prepared_review_unit_hash": "f03962d6ef292f378bce638be06e106afe4e69bc72381f92d1db7387a0ebdcf5", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36111, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "serialized_chars": 36176, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "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.", + "summary": "Most pairs are only loosely related by subsystem and should stay separate. The only clear duplicate here is the Qwen3.5 Moe `from_pretrained` regression: issues 45310 and 45478 describe the same breakage on `transformers>=5.4.0`.", "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_issue_reason": "issue:45310 is the earlier, more detailed report of the same Qwen3.5 Moe `from_pretrained` regression; issue:45478 is a near-identical later duplicate.", "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_issue_reason": "issue:45310 is the best representative of the true duplicate pair because it provides the fuller bug context and appeared first.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Different models and failures: Pegasus output drift vs Qwen3 recurrent state reset." + "reason": "Different models, different failure modes, different code paths; only a vague NLP/JIT association." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Unrelated bugs: feature extractor argument validation vs Gemma4 device-map mismatch." + "reason": "Both involve chat/template/tokenizer code, but one is a crash on assistant tool-call messages and the other is a mistral_common continue_final_message bug." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Docs/example errors are not the same bug as BeitImageProcessorFast label reduction." + "reason": "Model loading regression vs. embedding reinitialization after resize; not the same underlying bug." }, { "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." + "reason": "Both touch `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks for multimodal inputs." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "A broken SigLIP2 example is not the same as a position-id key regression affecting many models." + "reason": "Packed-weight loading failure in BitNet vs. a stale CI test in GraniteSpeech; unrelated issues." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Model loading breakage and embedding reinitialization are different bugs with different failure modes." + "reason": "Checkpoint resume key mismatch and qwen3_omni_moe length calculation are different bugs." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Completely unrelated issues: DistilBert error vs torch.jit GeneratorExp export limitation." + "reason": "Both are precision/dtype-related, but they affect different models and different execution paths." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different subsystems and symptoms: LayoutLMv3 box validation vs Trainer broadcast failure." + "reason": "Error-message clarity for LayoutLMv3 boxes vs. a Trainer broadcast TypeError; not the same problem." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "BitNet accelerate-loading failure and a GraniteSpeech CI test issue are unrelated." + "reason": "Both are version regressions, but one is Pegasus output drift and the other is a Deepseek tokenizer bug." }, { - "left": "issue:43701", + "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is not the same as qwen3_omni_moe length helper behavior." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe feature-length logic." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Different problems: generation output mismatch vs tokenizer correctness regression." + "reason": "Embedding dtype drift and a pipeline error-message issue are separate defects." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Both are dtype-related, but they affect different models and code paths." + "reason": "SigLIP2 zero probabilities vs. unexpected position-id keys; different symptoms and likely different causes." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Zero probabilities in SigLIP2 is unrelated to unexpected position-id keys." + "reason": "Trainer `_gpu_broadcast_one` NoneType error and a MacOS bus error on CLIP are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM when loading Qwen2-57B are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention import vs. missing TensorFlow backend in install extras; different packaging issues." + }, + { + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Tokenizer error masking with protobuf absent is unrelated to a missing import_utils availability helper." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Resume-from-checkpoint epoch-iterator failure is not the same as FineWeb training not starting." + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training startup failure are not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` shape change and Trainer broadcast TypeError are unrelated." }, { "left": "issue:43278", - "right": "issue:43825", + "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift and an error-message wording regression are different issues." + "reason": "Embedding dtype mismatch and undefined video-branch helpers in multimodal token counting are different code paths." }, { "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." + "reason": "Same Qwen3.5 Moe `from_pretrained` regression on `transformers>=5.4.0`, with nearly identical title and failure description." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Local-path import warning and Qwen2 TP OOM are different failure modes." + "reason": "Auxiliary-loss omission in D-FINE and RTDetrLoss infeasible-cost-matrix crash are separate detection issues." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Missing flash-attention helper import and TensorFlow not being installed are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 model loading breakage." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/embedding collapse and category cardinality limits are different bugs." + "reason": "LoRA/vocab merge collapse and category-count runtime limit are unrelated." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer error handling with missing protobuf is unrelated to a missing utility symbol." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Different detection losses and failures: missing auxiliary losses vs infeasible cost matrix." + "reason": "BART generate decoder mask bug and Trainer `_gpu_broadcast_one` TypeError are different failures." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer activation issue and v5 `is_torch_fx_available` removal are unrelated." + "reason": "A missing ReLU in DSA indexer is unrelated to v5 removing `is_torch_fx_available` for trust_remote_code models." }, { "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." + "reason": "Both involve chat/template processing, but one crashes on tool-call assistant messages and the other has wrong video vision position ids." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Different models and regressions: XLMRoberta Flash Attention 2 vs Llama 3.2 Vision loading." + "reason": "Chunked generation inconsistency with compiled forward and cache max length behavior for quantized cache are not the same bug." } ] }, "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." + "feedback": "The analysis is conservative and grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and closely matching metadata, and the remaining pairs are rejected with appropriately cautious reasoning based on differing titles/subsystems. No evidence of overstatement or mergeability issues." }, "evaluator_used": true, "retried": false, @@ -10637,7 +10656,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 35, "review_unit_count": 66, "status": "reviewed", @@ -10645,9 +10664,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:25251", + "issue:23647", "issue:29127", "issue:29870", "issue:29925", @@ -10660,20 +10679,20 @@ "issue:34689", "issue:39692", "issue:40444", + "issue:41720", "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:44361", "issue:44448", - "issue:44464", "issue:44466", "issue:44530", "issue:44561", @@ -10691,257 +10710,243 @@ "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:44530|issue:47276", + "issue:29870|issue:33290", "issue:43278|issue:43381", - "issue:43257|issue:43299", + "issue:44855|issue:46399", + "issue:45920|issue:46192", "issue:43927|issue:45698", + "issue:42490|issue:43873", + "issue:43257|issue:43299", "issue:44977|issue:45229", - "issue:44530|issue:47276", "issue:29925|issue:34689", - "issue:45920|issue:46192", + "issue:45290|issue:46655", "issue:44561|issue:44779", - "issue:42490|issue:43873", + "issue:44186|issue:45198", + "issue:33357|issue:39692", + "issue:29942|issue:30064", "issue:43873|issue:45229", + "issue:45588|issue:45823", "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:23647|issue:29870", "issue:43381|issue:43701", "issue:44361|issue:45198", - "issue:45588|issue:45823" + "issue:46421|issue:46858", + "issue:43278|issue:43575", + "issue:29127|issue:34567", + "issue:41720|issue:45229" ], - "prepared_review_unit_hash": "2b9c8c3e88bbe2191257118810e8c7b3400e73c348e8c920bf778c525be64912", + "prepared_review_unit_hash": "db35772b5020260a815beab6a1f36946f52d37106a01663b441ad0256e0708de", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36936, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35934, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "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.", + "summary": "No duplicate cluster emerges here: the items span many unrelated regressions, tokenizer/model-loading bugs, cache issues, trainer issues, and docs examples. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a credible canonical representative because the set is highly heterogeneous and the soft pairs do not converge on one underlying defect.", "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_issue_reason": "There is no global best issue for deduplication triage; the cluster does not represent one bug family, so choosing any one issue would be misleading.", "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", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Separate failure modes in different paths: BART generation mask handling vs Trainer GPU broadcast of None." + "reason": "Different models and failures: Pegasus output regression vs Qwen3.5 flash-attention generation bug." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:40444", + "right": "issue:43526", "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." + "reason": "Unrelated components and symptoms: multi-image iterable dataset finetuning vs BeitImageProcessorFast label reduction." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Unrelated: pipeline top_k nesting behavior versus a Trainer broadcast TypeError." + "reason": "Trainer distributed broadcast NoneType error is unrelated to Adafactor OOM in DeepSpeed." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:44530", + "right": "issue:47276", "accept": false, - "reason": "Different models and code paths: Pegasus output regression vs Qwen3.5 flash-attention generation failure." + "reason": "PagedAttentionCache crash on Qwen3.5 is a concrete runtime bug; synced_gpus warning is only a message issue." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Generation-time decoder mask bug is unrelated to DeepSpeed Adafactor OOM." + "reason": "BART generate UnboundLocalError and DeepSpeed Adafactor OOM are different code paths and failures." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Chat template tool-call crash and video padding calculation error are distinct multimodal issues." + "reason": "Embedding dtype mismatch during eval is unrelated to gradient checkpointing being disallowed in eval mode." }, { "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." + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to Qwen3.5 kernel registration ValueError." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Different processors and symptoms: multi-image VL finetuning failure vs Beit reduce_labels returning only one label." + "reason": "Wrong token IDs across multiple models is a tokenizer regression; return_tensors being ignored is a separate API bug." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Trainer NoneType broadcast error is unrelated to DeepSpeed/Adafactor OOM." + "reason": "Both involve save/load, but one is config token IDs and generation IndexError, the other is wrong custom module resolution." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Training/eval dtype inconsistency is not the same as gradient checkpointing being disallowed in eval mode." + "reason": "Trailing-slash import warning and quantization offloading failure are different behaviors with different causes." }, { "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." + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a v5 model-loading break for Qwen3VL MoE." }, { "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." + "reason": "Flash-attention generation bug for Qwen3.5 is not the same as multi-GPU CUDA OOM for Gemma4." }, { "left": "issue:29925", "right": "issue:34689", "accept": false, - "reason": "Tokenizer fast-mode enforcement and model loading failure are unrelated." + "reason": "SigLIP tokenizer fast-mode enforcement is unrelated to Llama 3.2 Vision model loading breakage." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "General tokenizer regression across models vs return_tensors being ignored are different API bugs." + "reason": "Chat template tool-call crash and video padding calculation bug are distinct preprocessing issues." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of a helper breaking trust_remote_code is unrelated to DeepSeek tokenizer output regression." + "reason": "Removal of is_torch_fx_available affects trust_remote_code models broadly; DeepSeek tokenizer regression is a separate tokenizer bug." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Local-path import warning is unrelated to quantization/offloading behavior." + "reason": "LayoutLMv2 tokenizer NER/padding crash and Wav2Vec2 save_pretrained/tokenization failure are unrelated tokenizer/model flows." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Different resource issues: quantization/offloading behavior vs Gemma4 multi-GPU OOM." + "reason": "MacOS bus error on community CLIP loading is not the same as SigLIP2 documentation example errors." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Eos-token configuration mismatch is not the same as flash-attention generation failure." + "reason": "Flash Attention 2 test failures are test/integration issues, while void segmentation maps are an image-processor data bug." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token count tracking are unrelated." + "reason": "Quantization offloading malfunction and Gemma4 multi-GPU OOM are different memory-management problems." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "MacOS bus error loading a community CLIP model is not the same as documentation example errors for SigLIP2." + "reason": "Flash-attention sink-less model crash due to s_aux=None is unrelated to device-map forward mismatch in Gemma4 PLE." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Different tokenizer/model families and different failure surfaces: NER padding/truncation crash vs save_pretrained/tokenization failure." + "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "MLuke task AttributeError is unrelated to Wav2Vec2 save/tokenization issues." + "reason": "Pegasus output divergence and lm_head serialization inconsistency are different v4/v5 regressions." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:23647", + "right": "issue:29870", "accept": false, - "reason": "Pegasus output differences and lm_head serialization inconsistency are separate regressions." + "reason": "WandB sweeps custom objective integration has nothing to do with BART generate decoder mask initialization." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + "reason": "MLukeTokenizer AttributeError on tasks and Wav2Vec2 save/tokenization failure are different tokenizer/model issues." }, { "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." + "reason": "Both concern cache behavior, but one is recompilation with chunked prefill and the other is device-tensor seq-length arithmetic." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to checkpoint resume key mismatch." + "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Different model/tokenizer issues with no shared code path." + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated trainer/model issues." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Flash-attention sink handling crash and Gemma4 PLE device mismatch are distinct runtime issues." + "reason": "Qwen3 auto device-mapping CUDA assert and Gemma4 multi-GPU OOM are different failure modes and model families." } ] }, @@ -10955,7 +10960,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 36, "review_unit_count": 66, "status": "reviewed", @@ -10963,19 +10968,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "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", @@ -10995,18 +10997,21 @@ "issue:44442", "issue:44479", "issue:44568", + "issue:44625", "issue:44743", "issue:44977", "issue:45072", "issue:45198", - "issue:45229", "issue:45372", "issue:45406", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", "issue:45563", + "issue:45584", "issue:45588", + "issue:45712", "issue:45803", "issue:46121", "issue:46693", @@ -11015,245 +11020,238 @@ "issue:47276" ], "soft_pairs": [ - "issue:41720|issue:45229", - "issue:43278|issue:43575", - "issue:43976|issue:45440", "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:44265|issue:45198", "issue:45198|issue:45803", "issue:43611|issue:46121", - "issue:29870|issue:34689", - "issue:44265|issue:45198", + "issue:43976|issue:45440", "issue:43653|issue:44442", - "issue:43412|issue:45588", + "issue:43334|issue:43531", "issue:44977|issue:45563", - "issue:44568|issue:45491", - "issue:43756|issue:45440", - "issue:44077|issue:47276", "issue:43653|issue:44743", + "issue:29870|issue:34689", "issue:42915|issue:42994", + "issue:44077|issue:47276", + "issue:43756|issue:45440", + "issue:44568|issue:45491", "issue:43065|issue:43994", - "issue:43334|issue:43531", - "issue:29127|issue:33357", "issue:43575|issue:43701", - "issue:43065|issue:45412", + "issue:43575|issue:44387", "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:29127|issue:33357", + "issue:43065|issue:45412", + "issue:45491|issue:46693", "issue:45372|issue:45588", + "issue:44442|issue:45072", + "issue:45406|issue:46701", "issue:43526|issue:47217", - "issue:44442|issue:45072" + "issue:44625|issue:45584", + "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "cb1542293402b6be4d6c529fa9ca933ab4b1efba4ade6d6a9872df33043f97fb", + "prepared_review_unit_hash": "a8b50fce0708d66347d8f59471a355629197b1828becefa18e78977adbf468ea", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36854, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "soft_pair_count": 29, + "serialized_chars": 36616, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "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.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues. I found no soft-edge pair that looks like the same underlying bug, so all candidate merges are rejected. The most representative issue is the well-discussed FA2 long-context regression.", + "confidence": 0.67, + "canonical_issue_reason": "issue:46693 has the strongest signal as a broadly impactful, high-discussion regression report with a clear version boundary and concrete performance impact.", "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_issue_reason": "issue:46693 is the best single representative because it is well-scoped, high-traffic, and describes a concrete regression rather than a model-specific one-off.", "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", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "BF16->FP32 dtype drift in eval is unrelated to Qwen2 tensor-parallel OOM." + "reason": "Different models and failure modes: audio feature extractor crash vs VL video regression." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Python compatibility break and DeepSeek implementation divergence are different bugs." + "reason": "Unrelated export error in Gemma3n vs flash-attention crash on sink-less models." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Unsupported feature arg in LasrFeatureExtractor is unrelated to a Qwen VL video regression." + "reason": "torch.export validation failure is a different code path from Wav2Vec2 save/tokenization failures." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu tensor conversion exception-swallowing are distinct code paths." + "reason": "Both touch serialization/tokenization, but the bugs are model-specific and not the same defect." }, { "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." + "reason": "Base model prefix loading regression is unrelated to rope validation key typing." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "torch.export failure on torch_compilable_check is not the same as Wav2Vec2 save/tokenization issues." + "reason": "Python version compatibility issue is not the same as DeepSeek MoE divergence." }, { "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." + "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for a different tokenizer." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "ExecuTorch export guard/erfinv issues are unrelated to flash-attention sink-less model AttributeError." + "reason": "Both involve Qwen variants, but one is missing pad_token_id and the other is sliding-window behavior." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." + "reason": "Flash-attention generation bug is unrelated to a stale warning about num_return_sequences." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Tokenizer BOS/EOS insertion bug is unrelated to Gemma3 NaN embeddings from mixed-length sliding windows." + "reason": "Tokenizer decode bug and recurrent-state reset bug are separate failures." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Llama 3.2 vision load breakage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-specific defects." + "reason": "FineGrainedFP8Config failure and quantized saving failure are different quantization workflows." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "PatchTSMixer post_init allowance is unrelated to a misleading synced_gpus warning." + "reason": "Model option validity change is unrelated to a warning-message wording issue." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer decode/special-token bug is unrelated to Qwen3.5 recurrent-state reset with cache." + "reason": "Smollm3 RoPE-layer mismatch is not the same as DeepSeek MoE divergence." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same bug." + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings have different causes and surfaces." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical outputs." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL loading is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Tensor-parallel OOM is not the same as resume_from_checkpoint key mismatch." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue and CLIP MacOS bus error are unrelated." + "reason": "Both mention OOM, but one is TP loading and the other is an int4 CUDA reserved-memory regression." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + "reason": "Path parsing warning is unrelated to gradient checkpointing in eval mode." }, { - "left": "issue:43065", + "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy conv and RT-DETR memory leak are different defects." + "reason": "SigLIP2 inference quality bug is not a memory-release leak in RT-DETR." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMV3 error clarity issue and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Trailing-slash import warning and gradient-checkpointing-in-eval prohibition are unrelated." + "reason": "Dummy class cleanup and model GC memory retention are different problems." }, { "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." + "reason": "Both involve generation performance/stability, but one is NaN embeddings and the other is a performance regression." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory retention are unrelated." + "reason": "Gemma 4 processor import failure is unrelated to a flash-attention AttributeError." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are separate OOM scenarios." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." }, { "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." + "reason": "Gemma4 processor missing _tokenizer and DiffusionGemma pipeline output issues are different bugs." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "Gemma4 processor import breakage is unrelated to flash_attention crashing on s_aux=None." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to VL image-placeholder handling." }, { - "left": "issue:43526", - "right": "issue:47217", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "BEiTImageProcessorFast label reduction bug and VL image-placeholder handling failure are unrelated." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are separate issues." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure and dtype mismatch in bf16 inference are unrelated." + "reason": "Tokenizer exception masking with missing protobuf is unrelated to leftover dummy classes." } ] }, @@ -11267,7 +11265,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 37, "review_unit_count": 66, "status": "reviewed", @@ -11275,9 +11273,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ + "issue:23647", "issue:27957", + "issue:28282", "issue:29127", "issue:29870", "issue:29925", @@ -11286,21 +11286,20 @@ "issue:35141", "issue:42915", "issue:43066", - "issue:43262", - "issue:43316", "issue:43381", "issue:43421", "issue:43526", + "issue:43646", + "issue:43761", "issue:43824", "issue:43873", "issue:43931", "issue:43994", - "issue:44206", + "issue:44077", "issue:44279", "issue:44442", "issue:44462", "issue:44514", - "issue:44625", "issue:44857", "issue:44898", "issue:45245", @@ -11313,245 +11312,243 @@ "issue:45459", "issue:45491", "issue:45563", - "issue:45584", "issue:45588", "issue:45593", - "issue:45712", "issue:45834", + "issue:45859", "issue:46121", "issue:46369", "issue:46399", "issue:46640", "issue:46693", - "issue:46821", - "issue:47312" + "issue:46821" ], "soft_pairs": [ - "issue:45440|issue:45593", - "issue:45459|issue:45712", - "issue:44625|issue:45584", "issue:43421|issue:45491", - "issue:45412|issue:46369", + "issue:45440|issue:45593", "issue:45250|issue:46640", + "issue:29127|issue:35141", "issue:45372|issue:45406", - "issue:43066|issue:44462", - "issue:45245|issue:45563", "issue:43526|issue:45834", + "issue:45412|issue:46369", "issue:45372|issue:45459", - "issue:29870|issue:29925", + "issue:45245|issue:45563", "issue:43824|issue:44279", - "issue:43526|issue:46693", "issue:43994|issue:46369", - "issue:27957|issue:33290", + "issue:43381|issue:43873", "issue:33290|issue:34689", - "issue:27957|issue:29127", "issue:33290|issue:35141", - "issue:43381|issue:43873", - "issue:44857|issue:45588", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:23647|issue:28282", "issue:42915|issue:43931", + "issue:43066|issue:44462", + "issue:44857|issue:45588", "issue:45588|issue:46821", - "issue:44514|issue:45381", + "issue:29870|issue:29925", "issue:44442|issue:44898", - "issue:43316|issue:47312", + "issue:27957|issue:29127", + "issue:44514|issue:45381", "issue:46121|issue:46399", - "issue:43262|issue:44206" + "issue:43646|issue:44077", + "issue:43761|issue:45859" ], - "prepared_review_unit_hash": "6b56aea5eebbaad41b5faa9a5442fd72583aeb2ee0449be9c6a785b87b26bed8", + "prepared_review_unit_hash": "7c01196861ceb8070aff5e094d19d6acfa4009c5647804f81e525e39a1983445", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35964, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "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": "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, + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the soft-similarity pairs share broad themes (tokenizers, Flash Attention, Qwen/VL, etc.) but not the same concrete bug or fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44462 is the clearest standalone bug report here: it describes a specific AutoTokenizer loading failure with a concrete repository artifact (`tokenizer.json`) and a focused reproduction path.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44462 is the most actionable representative issue in this set: specific, reproducible, and narrowly scoped compared with the more generic or symptom-level reports.", "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." + "reason": "Both involve token/attention internals, but one is a runtime post-processor update feature gap and the other is a Gemma3 NaN-on-padding attention bug; different code paths and failures." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Both mention memory, but one is model deletion/GC and the other is model-call overflow; not the same bug." + "reason": "Unrelated models and symptoms: DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss behavior when denoising is off." }, { "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." + "reason": "Too generic to merge: one is a vague Flash Attention 2 feature/issue title, the other is a specific long-context performance regression after 5.2.0." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Gemma 4 processor loading fails for different reasons: missing ReasoningEffort import vs missing _tokenizer attribute in serve." + "reason": "Different bugs in different subsystems: LayoutLMv3 error messaging vs embedding reinitialization after resizing token embeddings." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer decoder-type regression in v5 vs AutoTokenizer ignoring tokenizer.json are distinct loading issues." + "reason": "Both touch Gemma 4 loading, but one is an import dependency issue and the other is a missing `_tokenizer` attribute in serve; not the same defect." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Category limit runtime error and stale generate warning are unrelated." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR long-input index error are unrelated." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error are different preprocessing failures." + "reason": "Both are memory-related, but one is RT-DETR object lifecycle cleanup and the other is SAM3-LiteText memory overflow; different root causes." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 import error and tokenizer protobuf error masking are unrelated." + "reason": "One is a missing import in mistral_common breaking Gemma 4 loading; the other is tokenizer error masking when protobuf is absent." }, { - "left": "issue:29870", - "right": "issue:29925", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "BART generate UnboundLocalError and SigLIP use_fast enforcement are unrelated tokenizer/generation problems." + "reason": "A category-count runtime limit error and a stale warning in paged generate are not the same bug or fix." }, { "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." + "reason": "An import error for a missing Qwen model class is not the same as a generic dependency issue with transformers." }, { "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." + "reason": "SigLIP2 wrong outputs via AutoModel/pipeline and SAM3 memory overflow are unrelated." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and DeepSpeed Adafactor OOM are unrelated." + "reason": "Gradient-checkpointing eval-mode restriction and quantization/offloading behavior are separate concerns." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer OOM in DeepSpeed and Llama 3.2 Vision model-loading regression are separate problems." + "reason": "AdaFactor/DeepSpeed OOM and Llama 3.2 Vision model-loading breakage are different failure modes." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs LayoutLMv3 error-message clarity are unrelated." + "reason": "Training OOM and post-init embedding reinitialization do not describe the same underlying bug." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "DeepSpeed Adafactor OOM and embedding reinitialization after resize are different issues." + "reason": "Label reduction in an image processor is unrelated to a Flash Attention long-context performance regression." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and quantized offloading behavior are not the same bug." + "reason": "Flash Attention 2 on XLM-Roberta and AdaFactor/DeepSpeed OOM are different issues." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:23647", + "right": "issue:28282", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash vs flash_attention s_aux=None AttributeError are unrelated." + "reason": "WandB sweeps custom objective support and missing PyTorch import 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." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model/config bugs." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Flash attention sink-less crash vs TimesFM window_size AttributeError are unrelated." + "reason": "Both mention tokenizers, but one is a v5 decoder-type mismatch and the other is AutoTokenizer ignoring a repository `tokenizer.json`; not the same code path." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "A mixed-precision CUDA crash in LwDetrImageLoss is not the same as a Flash Attention `s_aux=None` attribute error." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different components and symptoms: Flash Attention sink-less-model crash vs TimesFM `window_size` attribute error." + }, + { + "left": "issue:29870", + "right": "issue:29925", "accept": false, - "reason": "Qwen2.5-VL batched chat-template padding crash and video vision_position_ids issue are different Qwen2.5-VL bugs." + "reason": "Bart generate-time decoder attention mask bug and SigLIP tokenizer fast-mode enforcement are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure and Perceiver interpolate_pos_encoding failure are unrelated." + "reason": "AutoTokenizer failing to load a tokenizer class and Perceiver resize/interpolation failure are different model-loading/runtime bugs." }, { - "left": "issue:43316", - "right": "issue:47312", + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support and LayoutLMv3 error-message clarity are not the same defect." + }, + { + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and kernel-version incompatibility are different classes of issue." + "reason": "Both are Qwen2.5-VL related, but one is a batched chat-template crash with padding=False and the other is wrong vision_position_ids for video input; distinct fixes." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation TypeError with JSON-loaded lists vs Qwen3.5 kernel registration crash are unrelated." + "reason": "A rope-parameter validation TypeError and a missing decorator for apply_rotary_pos_emb registration are separate rotary/validation issues." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers v5 custom model initialization breakage and patchtsmixer post_init policy are related only by broad initialization semantics, not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Audio processor sampling-rate defaulting and LasrFeatureExtractor center-arg crash are separate issues." + "reason": "CLIPVision hidden-states regression and Qwen3.5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." } ] }, @@ -11565,7 +11562,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 38, "review_unit_count": 66, "status": "reviewed", @@ -11573,7 +11570,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:25251", "issue:27957", @@ -11582,6 +11579,7 @@ "issue:42175", "issue:42490", "issue:42617", + "issue:43262", "issue:43316", "issue:43493", "issue:43525", @@ -11589,7 +11587,6 @@ "issue:43575", "issue:43606", "issue:43643", - "issue:43646", "issue:43701", "issue:43720", "issue:43742", @@ -11602,6 +11599,7 @@ "issue:44077", "issue:44079", "issue:44190", + "issue:44206", "issue:44442", "issue:44479", "issue:44496", @@ -11617,253 +11615,248 @@ "issue:45245", "issue:45440", "issue:45759", - "issue:45803", - "issue:45859", "issue:45907", "issue:46178", "issue:46234", - "issue:46506" + "issue:46506", + "issue:47312" ], "soft_pairs": [ + "issue:43316|issue:47312", + "issue:43262|issue:44206", "issue:44743|issue:44811", - "issue:44977|issue:45245", - "issue:43646|issue:44077", - "issue:43761|issue:45859", "issue:43720|issue:44442", + "issue:25251|issue:28282", + "issue:44977|issue:45245", "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:42490|issue:44743", "issue:43643|issue:44913", "issue:43493|issue:43827", - "issue:44062|issue:45907", + "issue:43749|issue:43931", "issue:44987|issue:46178", + "issue:42617|issue:43575", "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:44964|issue:45440", + "issue:27957|issue:29870", + "issue:44062|issue:45907", "issue:43606|issue:43701", - "issue:43701|issue:46506", "issue:43575|issue:43742", "issue:43761|issue:44079", - "issue:44190|issue:44496", - "issue:44442|issue:45803" + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496" ], - "prepared_review_unit_hash": "b016c8d4665f60398c07b3270c4e4b22d56795decdbd713451000414428a108b", + "prepared_review_unit_hash": "febfda005ecbdeffa0b0dfaf724a20a4ee411bb290c88069ba9de5f05b0c64f9", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36091, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "soft_pair_count": 27, + "serialized_chars": 35768, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "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.", + "summary": "This cluster is mostly a grab bag of unrelated issues. The only likely duplicate-like pair is the ModelOutput/hidden_states bug, where one report looks like the underlying framework issue and the other is a specific model symptom.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44079 is the most general root-cause report in the only strong near-duplicate pair; it describes the underlying ModelOutput key-handling bug rather than one model-specific manifestation.", "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_issue_reason": "issue:44079 is the best issue anchor because it is the broadest, most reusable description of the underlying bug in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43316", + "right": "issue:47312", "accept": false, - "reason": "Different subsystems and failures: recurrent state reset in Qwen3.5 cache logic vs Whisper processor batch_decode skipping special tokens." + "reason": "Different problems: Gemma3TextConfig API inconsistency vs kernel 0.16 incompatibility." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Unrelated errors: Qwen3.5 flash-attention generation bug vs category cardinality limit in a separate preprocessing/runtime path." + "reason": "Both are audio-related, but they affect different code paths and symptoms." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44743", + "right": "issue:44811", "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." + "reason": "Unrelated: Qwen recurrent-state caching bug vs Whisper batch_decode parameter handling." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Different code paths and symptoms: CLIPVisionModel hidden_states regression vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Different loading failures in unrelated subsystems/models." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "No real overlap: pipeline return-shape bug vs missing PyTorch dependency error." + }, + { + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Different loading bugs in different layers: BitNet packed-weight loading vs AutoTokenizer failing on a specific tokenizer class." + "reason": "Completely different failures: flash-attention generation vs category-cardinality runtime error." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Both are backend/import-related, but they concern different missing optional dependencies and different mechanisms." + "reason": "Both concern backend/import availability, but they are distinct missing-backend issues." }, { "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." + "reason": "Different models and mechanisms; not the same underlying bug." }, { "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." + "reason": "Quantization/offloading bug is unrelated to Gemma eos_token_id configuration." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both are API/config discrepancies, but they affect different composite-config behaviors and different models." + "reason": "Both mention config/API shape, but they target different model families and different failures." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to BART generate() hitting an UnboundLocalError." + "reason": "Local-path import warning is unrelated to Qwen recurrent-state resetting." }, { "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." + "reason": "Both are config persistence problems, but they are different bugs with different triggers." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation divergence and stale docs referencing pipeline() are unrelated." + "reason": "SigLIP2 implementation drift is unrelated to documentation referencing removed pipelines." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Tokenizer AddedToken argument duplication is unrelated to list_repo_files missing a revision forward." + "reason": "Different loading issues with different causes; no clear shared code-path." }, { "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." + "reason": "Model loading regression vs backend-mapping error are unrelated." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Different models and symptoms: Phi-4 multimodal load failure vs DeepSeekV3MoE native/remote divergence." + "reason": "Parallel script failure vs tensor-parallel OOM are different issues." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression is not the same as a Qwen3-VL weight-shape mismatch." + "reason": "Both are config-related, but they concern different models and different missing attributes." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile/SDPA bug is unrelated to checkpoint key mismatch." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "3d_parallel.py runtime problems and Qwen2-57B tensor-parallel OOM are different operational issues." + "reason": "Different model-specific behavior: multimodal load failure vs DeepSeek implementation divergence." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Python 3.13 torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Flash Attention/XLM-Roberta issue is unrelated to BART decoder_attention_mask assignment." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to checkpoint resume key mapping." + "reason": "AddedToken argument duplication is unrelated to repo file listing/revision forwarding." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Checkpoint key mismatch and CPU-vs-CUDA result drift are different classes of bug." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM on tensor-parallel load is unrelated to a KeyError while loading MobileLLM-125M." + "reason": "OOM on large-model tensor parallel load is unrelated to MobileLLM key errors." }, { "left": "issue:43761", "right": "issue:44079", + "accept": true, + "reason": "These look like the same underlying ModelOutput bug: hidden_states is lost because keys with None are not updated correctly, with 43761 showing a concrete model symptom and 44079 describing the root cause." + }, + { + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "A missing hidden_states output in CLIPVisionModel is not the same as ModelOutput key assignment semantics." + "reason": "Python 3.13 torch.jit parsing failure is unrelated to ZeRO3 deque underflow." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to unrecognized model config loading." + "reason": "Checkpoint resume mismatch is unrelated to CPU/CUDA output differences." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are unrelated." + "reason": "Local dataset loading failure is unrelated to unrecognized-model/config-type errors." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly unrelated and only elevates the 43761/44079 pair as likely duplicate-like. The accepted edge and the rejected soft edges are phrased cautiously enough, with no clear overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 39, "review_unit_count": 66, "status": "reviewed", @@ -11871,11 +11864,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:16998", "issue:22355", + "issue:23647", + "issue:25251", "issue:27957", + "issue:28218", "issue:32090", "issue:42907", "issue:43065", @@ -11887,7 +11883,6 @@ "issue:43404", "issue:43441", "issue:43452", - "issue:43540", "issue:43646", "issue:43716", "issue:43761", @@ -11896,9 +11891,9 @@ "issue:44077", "issue:44162", "issue:44188", + "issue:44442", "issue:44464", "issue:44496", - "issue:44514", "issue:44521", "issue:44534", "issue:44589", @@ -11913,7 +11908,6 @@ "issue:46050", "issue:46234", "issue:46291", - "issue:46365", "issue:46421", "issue:46640", "issue:46829", @@ -11922,210 +11916,217 @@ "issue:47276" ], "soft_pairs": [ + "issue:43316|issue:43716", + "issue:44442|issue:45803", "issue:43931|issue:45216", "issue:46829|issue:46932", - "issue:27957|issue:32090", "issue:44589|issue:47276", - "issue:43316|issue:43716", + "issue:27957|issue:32090", "issue:43295|issue:44871", + "issue:23647|issue:28218", "issue:44871|issue:45584", + "issue:43295|issue:43825", "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:44521|issue:47217", "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:25251|issue:27957", "issue:43352|issue:46640", + "issue:42907|issue:45698", + "issue:43404|issue:43441", "issue:44162|issue:44792", - "issue:43065|issue:44617", - "issue:45803|issue:46365", - "issue:43540|issue:44514" + "issue:43065|issue:44617" ], - "prepared_review_unit_hash": "5fc2f55cb4c727580d7e6f81cdc9c1713c4a037a55b6864c2823d0d4cf12bce7", + "prepared_review_unit_hash": "a8357ed91de68e8ca27274514aa2e7f2edaaf312c7e14a2fb466d0dd467fce46", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34512, - "estimated_input_tokens": 8628, - "estimated_eval_tokens": 17512 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35329, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 }, "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, + "summary": "These candidates are mostly unrelated issues spanning different models, APIs, and regression paths. None of the proposed soft pairs looks like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #44521 is the strongest standalone candidate: it is open, has the broadest user impact among the set, and has the most inbound references.", "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_issue_reason": "Issue #44521 is the best representative issue because it is concrete, currently active, and captures a reproducible multimodal API regression better than the other mostly niche or already-closed items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3 config API discrepancy vs. a Mistral-3 image-preprocessor dtype mismatch; different models and different failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs. a tensor-conversion error in Fuyu batching; unrelated code paths." + }, { "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." + "reason": "One is a Qwen3-VL weight-shape loading error, the other is a Qwen3.5 save_pretrained regression; same family only at a high level." }, { "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." + "reason": "VideoPrism hidden-state handling vs. Gemma4 quantized embedder dtype casting; unrelated bugs." }, { "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." + "reason": "Float8 storage deserialization error vs. a misleading warning message; not the same bug." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:27957", + "right": "issue:32090", "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." + "reason": "Flash Attention 2 support for XLM-Roberta vs. a Trainer GPU broadcast NoneType error; different subsystems." }, { "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." + "reason": "Custom processor/tokenizer regression vs. Gemma-3 eos_token_id config mismatch; distinct issues." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:23647", + "right": "issue:28218", "accept": false, - "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription behavior after align_special_tokens are separate issues." + "reason": "W&B sweeps custom objective support vs. tokenizer added-token spacing; no shared underlying bug." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Generation kwargs sync behavior and gather_for_metrics label truncation are unrelated training/generation bugs." + "reason": "Gemma-3 eos_token_id inconsistency vs. Whisper empty-transcription generation failure; unrelated." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and torch.compile attention-kernel divergence do not share the same failing path." + "reason": "Processor/tokenizer regression vs. pipeline translation-task error messaging; different behavior and fix surface." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "One is a regression around processor.tokenizer access; the other is an error-message/pipeline-task support issue." + "reason": "Generation kwargs syncing bug vs. metrics gathering dropping labels; different training/generation paths." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:43761", + "right": "issue:44188", "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." + "reason": "CLIPVision hidden_states regression vs. attention-kernel divergence under torch.compile; unrelated." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are entirely different issues." + "reason": "Model max length question for DeBERTa vs. missing transformers.onnx import; not the same issue." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper and kernels v0.15 import failure are unrelated dependency/import problems." + "reason": "Missing import_utils helper vs. kernels dependency/version failure when importing pipelines; different causes." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/chat-template adjacent, but one is about assistant masks and the other about image placeholders causing model failure; too different to treat as duplicates." }, { "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." + "reason": "Generic Transformers 5.0 custom init breakage vs. GPTNeoXConfig rotary_pct not persisting on reload; separate regressions." }, { "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." + "reason": "gguf_file handling in from_pretrained vs. missing model_type in config.json; different loading problems." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "An optional post_init restriction on patchtsmixer is unrelated to junk-filled non-persistent buffers." + "reason": "patchtsmixer post_init validation vs. junk-filled non-persistent buffers in v5; unrelated changes." }, { "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." + "reason": "Gemma-3 eos_token_id inconsistency vs. sinq quantized save/load breakage; not the same bug." }, { "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." + "reason": "Chunked-generation correctness under compiled forward vs. cache lazy-init causing recompilation; related area but different concrete problems." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Mistral3 lm_head weight tying and Ministral-3 FlashAttention support are separate model regressions." + "reason": "Pipeline top_k nesting behavior vs. Flash Attention 2 support for XLM-Roberta; no overlap beyond general pipeline/model use." }, { "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." + "reason": "Nemotron-specific Flash Attention 2 unsupported error vs. a generic Flash Attention 2 issue; too broad to merge." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + "reason": "Dequantized Ministral/Devstral save failure vs. wrong custom module loaded after save_pretrained; different save/load bugs." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different problems." + "reason": "Mistral3 weight-tying bug vs. Ministral-3 FlashAttention failure; same naming family but different code paths." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to a Trainer import conflict with datasets." + "reason": "ESM2 breakage in model workflows vs. janus image-generation test failure; unrelated." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VLProcessor batched apply_chat_template crash are different models and different code paths." + "reason": "Sam3PixelDecoder dummy Conv2d implementation vs. Sam3Video CUDA OOM; different symptom and likely different fix." } ] }, @@ -12139,7 +12140,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 40, "review_unit_count": 66, "status": "reviewed", @@ -12147,35 +12148,32 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:25251", + "issue:23647", "issue:27957", "issue:29925", "issue:35141", "issue:41950", "issue:42490", - "issue:43388", "issue:43475", "issue:43504", "issue:43525", "issue:43531", + "issue:43540", "issue:43572", - "issue:43650", "issue:43673", - "issue:43688", "issue:43931", "issue:44060", - "issue:44190", "issue:44242", "issue:44479", + "issue:44514", "issue:44534", "issue:44610", "issue:44743", "issue:44792", "issue:44855", "issue:44913", - "issue:44964", "issue:44977", "issue:45127", "issue:45200", @@ -12187,228 +12185,238 @@ "issue:45632", "issue:45698", "issue:45803", + "issue:46082", "issue:46170", "issue:46178", - "issue:46202", "issue:46234", + "issue:46365", "issue:46369", "issue:46424", "issue:46693", + "issue:46697", "issue:46894", + "issue:47013", "issue:47217" ], "soft_pairs": [ + "issue:43540|issue:44514", "issue:43572|issue:46178", - "issue:44610|issue:46369", - "issue:25251|issue:27957", - "issue:45381|issue:47217", + "issue:45803|issue:46365", "issue:44792|issue:44977", - "issue:45542|issue:46234", + "issue:44610|issue:46369", "issue:44479|issue:47217", "issue:43525|issue:43531", - "issue:43504|issue:45698", "issue:44534|issue:44913", + "issue:45381|issue:47217", + "issue:45542|issue:46234", "issue:44792|issue:45600", - "issue:45632|issue:46424", + "issue:43504|issue:45698", "issue:27957|issue:29925", + "issue:45632|issue:46424", "issue:45803|issue:46170", + "issue:43931|issue:44060", "issue:46693|issue:47217", - "issue:41950|issue:43475", - "issue:45127|issue:45200", - "issue:44242|issue:46894", - "issue:43650|issue:46202", + "issue:23647|issue:27957", "issue:35141|issue:42490", "issue:43673|issue:44743", - "issue:43931|issue:44060", + "issue:41950|issue:43475", + "issue:46082|issue:46697", + "issue:45127|issue:45200", + "issue:45588|issue:47013", "issue:44855|issue:45588", - "issue:44190|issue:44964", - "issue:43388|issue:43688", + "issue:44242|issue:46894", "issue:44792|issue:45405" ], - "prepared_review_unit_hash": "6a7f5a71cb2a3fa338627f05e330dde504ffa437554d849ace10275074bd802f", + "prepared_review_unit_hash": "4dbf9b9f91db3aaa20f46392163989165fe9260356d5ae7aa6b5c994604d2009", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34946, - "estimated_input_tokens": 8737, - "estimated_eval_tokens": 17730 + "soft_pair_count": 27, + "serialized_chars": 35327, + "estimated_input_tokens": 8832, + "estimated_eval_tokens": 17920 }, "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.", + "summary": "This cluster is heterogeneous: the items span many unrelated bugs across different models, processors, configs, and runtime paths. None of the soft pairs look like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set is not one bug cluster, and the proposed soft pairs mostly share only broad subsystem names rather than the same concrete failure.", "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_issue_reason": "No single best issue stands out; the closest-looking pairs still have different root causes, model families, or code paths.", "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", + "left": "issue:43540", + "right": "issue:44514", "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." + "reason": "Both are VL/video-input bugs, but one is a Qwen3OmniMoe video processing ValueError and the other is a Qwen2.5-VL batched chat-template padding crash; different paths and symptoms." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Pipeline output nesting bug vs Flash Attention 2 support for XLM-R. Completely different symptoms and components." + "reason": "Completely unrelated: one is a StableLmConfig attribute regression, the other is a backend lookup error for tensorflow_text." }, { - "left": "issue:45381", - "right": "issue:47217", + "left": "issue:45803", + "right": "issue:46365", "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." + "reason": "Different failure modes and subsystems: Fuyu tensor conversion exception handling vs Trainer import failure due to datasets." }, { "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." + "reason": "Separate model/test issues: Janus image-generation test failure versus Qwen3.5 flash-attention generation regression." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection issue vs missing import_utils helper. No shared underlying defect." + "reason": "Different models and bugs: OmDet-Turbo preprocessing size mismatch vs SAM3-LiteText memory overflow." }, { "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." + "reason": "Both involve VL inputs, but one is a v5.3.0 video-input regression across Qwen VL variants and the other is an image-placeholder placement bug in user text." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Unrelated model config attributes: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + "reason": "Unrelated config issues: missing pad_token_id on Llama4Config versus sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44534", + "right": "issue:44913", "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." + "reason": "Different classes of bug: non-persistent buffer initialization regression versus GPTNeoXConfig rotary_pct not persisting on reload." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Not the same defect: qwen2.5-vl video vision_position_ids regression versus generic VL failure when the image placeholder appears in user text." + }, + { + "left": "issue:45542", + "right": "issue:46234", "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." + "reason": "Unrelated dependency/backend issues: tensorboard-without-TF backend error versus missing import_utils symbol for falcon mamba SSM." }, { "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." + "reason": "Different artifacts and root causes: a janus image-generation test failure versus stale auto_mappings entries for removed Sam3LiteText configs." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43504", + "right": "issue:45698", "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." + "reason": "Both are loading-related, but one is a BEiT legacy-field preset load failure and the other is wrong custom-module resolution after save_pretrained." }, { "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." + "reason": "Different model/setup issues: XLMRoberta FlashAttention2 support versus SigLIP tokenizer fast-mode enforcement." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Different cache-related bugs: trust_remote_code path collisions versus max_cache_length only applying to quantized cache." }, { "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." + "reason": "Different failure domains: Fuyu tensor conversion error handling versus Windows/ROCm import problems from torch.distributed dependency." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Distinct Qwen model bugs: weight-shape mismatch on load versus a tied-weights warning incorrectly tying embed_tokens to dt_bias." }, { "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." + "reason": "Different VL/performance issues: FA2 long-context generation slowdown versus placeholder-in-user-text input handling." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:23647", + "right": "issue:27957", "accept": false, - "reason": "Pipeline processor selection bug vs missing attribute on Sam3 vision encoder output. Different model/pipeline layers." + "reason": "Completely unrelated: W&B sweeps custom objective integration versus XLMRoberta FlashAttention2 support." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "LoRA merge with extended vocab collapse vs mm_token_type_ids defaulting for text-only fine-tuning. Different training/runtime paths." + "reason": "No shared underlying bug: embedding reinitialization after resize versus local-model path warning when the path ends with a slash." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43673", + "right": "issue:44743", "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." + "reason": "Both mention cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is recurrent states resetting in modular_qwen3_5; different code paths." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Generic issue title vs a Gemma pipeline roundtrip bug. No evidence they share the same underlying code path." + "reason": "Different video-model bugs: pipeline choosing image processors versus SAM3 VisionEncoderOutput missing an attribute." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Embedding resize/post_init reinitialization vs import warning for local-model paths ending with slash. Unrelated symptoms." + "reason": "Unrelated config validation versus image preprocessing padding behavior." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Cache missing in generation mixin during chunked prefill vs recurrent states resetting in modular_qwen3_5. Different cache/state bugs." + "reason": "Different training issues: LoRA merge collapse with extended vocab and tied embeddings versus Gemma 4 needing default mm_token_type_ids." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:45588", + "right": "issue:47013", "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." + "reason": "Different runtime bugs: flash_attention sink-less s_aux=None crash versus xLSTM unpacking mismatch with cached states." }, { "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." + "reason": "Unrelated: Python 3.13 IndentationError in DebertaV2 import versus flash_attention AttributeError on sink-less models." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "A metrics-gathering tuple truncation bug is unrelated to auxiliary-loss normalization in OLMoE/GPT-OSS." + "reason": "These are different loss-calculation bugs with different models and symptoms; not the same underlying defect." }, { "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." + "reason": "No duplication: janus test failure versus a dependency version bump problem for PEFT." } ] }, @@ -12422,7 +12430,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 41, "review_unit_count": 66, "status": "reviewed", @@ -12430,289 +12438,318 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ + "issue:23647", "issue:25251", + "issue:29127", "issue:29870", "issue:35141", "issue:39692", "issue:41720", "issue:43065", "issue:43335", + "issue:43388", + "issue:43526", "issue:43550", + "issue:43643", "issue:43644", + "issue:43650", + "issue:43688", "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:44964", "issue:45072", "issue:45245", - "issue:45362", + "issue:45375", "issue:45381", "issue:45406", "issue:45563", "issue:45584", - "issue:45588", "issue:45632", - "issue:46082", + "issue:46202", "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:43650|issue:46202", + "issue:44190|issue:44964", + "issue:43388|issue:43688", "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:25251|issue:29870", + "issue:45072|issue:46932", + "issue:45245|issue:46858", "issue:43644|issue:44913", + "issue:29870|issue:35141", "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:43335|issue:44855", + "issue:46399|issue:47312", + "issue:23647|issue:29127", + "issue:43854|issue:44792", "issue:41720|issue:45245", + "issue:45381|issue:46369", "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:45563|issue:45584", + "issue:43827|issue:47321", "issue:43065|issue:44610", - "issue:44617|issue:46369", "issue:44479|issue:44734", - "issue:44933|issue:45362", + "issue:44617|issue:46369", + "issue:45632|issue:46617", + "issue:43643|issue:45375", + "issue:43526|issue:46697", + "issue:45381|issue:46655", "issue:43335|issue:44190", - "issue:39692|issue:44190", - "issue:44242|issue:46897", - "issue:44779|issue:46489" + "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "4d743221f408c856309fecd365cbe7a04653d35050413e8f1d3b94ad8f3ce419", + "prepared_review_unit_hash": "351426b94ea6be551859e0c00cfa543f70dbe41fb6d31e29ea702f089b7b7215", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36283, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "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 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.", + "summary": "This is not a coherent duplicate cluster: the items cover many unrelated bugs, docs issues, config/load regressions, and model-specific runtime failures. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Different bugs: LlamaConfig head_dim validation vs Swin2SR image over-padding." + "reason": "One is a nonspecific placeholder title; the other is a Gemma pipeline roundtrip bug. No shared concrete failure mode." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Unrelated failures: BART generate() decoder mask error vs embedding resize/reinit behavior." + "reason": "Local dataset loading in a training script vs loading a specific model with latest transformers; different code paths and errors." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Different code paths and symptoms: Sam3Video OOM vs Whisper empty-transcription decoding crash." + "reason": "Different bugs: metric gathering drops tuple labels vs auxiliary loss normalization. Same training area, not the same defect." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "No match: category-count limit error vs cache sequence-length tensor arithmetic bug." + "reason": "Sam3Video OOM vs Whisper empty-transcription failure. Different models and failure mechanisms." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Both mention dtype issues, but they affect different model families and distinct casting paths." + "reason": "Stale documentation reference to pipeline() vs incorrect outputs from a SigLIP2 model/pipeline setup. Not the same bug." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Docs mentioning removed pipelines is unrelated to SigLIP2 example/model-processor mismatch." + "reason": "Pipeline top_k shape change vs BART generate() unbound decoder_attention_mask. Different APIs and root causes." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Different failures: flash_attention s_aux=None handling vs xLSTM tuple-unpacking mismatch." + "reason": "Both involve dtype casting, but they affect different models and different components, so they are not the same fix." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Sparse-layer config bug and Python 3.13 import/IndentationError are unrelated." + "reason": "Category-limit runtime error vs device-tensor sequence length breaking cache arithmetic. Unrelated bugs." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk and rotary_pct reload defaulting are separate state/config bugs." + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config field not persisting on reload. Different serialization paths." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Serve KV-cache indexing crash is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Generate-time decoder mask initialization vs token-embedding resize reinitializing output embeddings. Different code paths." }, { - "left": "issue:46399", - "right": "issue:47312", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "One is a specific registration/decorator crash; the other is a broad kernels 0.16 compatibility report." + "reason": "Server KV-cache indexing crash vs missing _tokenizer on Gemma4Processor. Different failures." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper trailing-character decode crash is unrelated to RT-DETR feature-level mismatch." + "reason": "Whisper timestamp decode crash vs RTDetr feature-level mismatch. Different models and logic." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Pipeline top_k nesting regression and BART generate mask error are unrelated." + "reason": "Sparse-layer config bug vs Python 3.13 IndentationError in torch.jit.script parsing. Completely different issues." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:46399", + "right": "issue:47312", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are different problems." + "reason": "One is a missing decorator causing registration failure; the other is a version-compatibility complaint with kernels 0.16. Not the same bug." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:23647", + "right": "issue:29127", + "accept": false, + "reason": "W&B sweeps custom objective integration vs LayoutLMv3 error-message clarity. No shared underlying defect." + }, + { + "left": "issue:43854", + "right": "issue:44792", "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." + "reason": "Unit-test model loading issue for GLM-4.7 vs a janus image-generation test failure. Different models and symptoms." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to the category-count RuntimeError." + "reason": "CUDA assert during Qwen3 auto device mapping vs category-count runtime limit. Unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug vs Sam3Litetext memory overflow. Different subsystems and failures." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile SDPA crash and local dataset loading failure do not share a concrete bug." + "reason": "torch.compile/SDPA crash in Bamba vs local dataset loading script failure. Different areas." }, { - "left": "issue:43854", - "right": "issue:44792", + "left": "issue:39692", + "right": "issue:47321", "accept": false, - "reason": "Different failing tests on different models; no shared underlying defect is evident." + "reason": "SigLIP2 docs/example errors vs AMD quark class not updated. Different components entirely." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Both are video-input issues, but one is vision-position IDs and the other is padding calculation." + "reason": "Paged generate warning logic vs Whisper empty transcription crash. Not the same bug." }, { - "left": "issue:39692", + "left": "issue:43827", "right": "issue:47321", "accept": false, - "reason": "SigLIP2 docs/example problems are unrelated to the AMD quark class update issue." + "reason": "Docs pipeline-removal cleanup vs AMD quark class update. Unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo input-size mismatch are separate model/processor bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor size mismatch. Same vision domain, different concrete problems." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression vs serve KV-cache indexing crash. Different code paths and symptoms." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but they affect different SAM3 variants and likely different causes." + "reason": "Both are memory-related Sam3 issues, but they involve different models and failure modes; not a single concrete bug." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Qwen VL video regression and serve KV-cache indexing crash are unrelated subsystems." + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-directory collision and the other a FileNotFoundError from cache loading. Different bugs." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Missing image_utils import is unrelated to Qwen3.5 chat crashes." + "reason": "Missing fields from trust_remote_code AutoConfig loading vs a specific config field dropped by @strict. Related theme, different root cause." }, { - "left": "issue:46897", - "right": "issue:44242", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Florence2 double-shift training loss and MoE load-balancing loss are different training-loss bugs." + "reason": "BeitImageProcessorFast reduce_labels bug vs Swin2SR over-padding bug. Different image-processing defects." }, { - "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." + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Qwen video vision_position_ids bug vs SmolVLM video padding bug. Both video-related, but not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading failure. No overlap in failure mode." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch vs local dataset loading script problem. Different artifacts and bugs." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 42, "review_unit_count": 66, "status": "reviewed", @@ -12720,7 +12757,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:27957", "issue:32090", @@ -12729,9 +12766,7 @@ "issue:42796", "issue:43295", "issue:43317", - "issue:43335", "issue:43404", - "issue:43526", "issue:43531", "issue:43540", "issue:43611", @@ -12740,6 +12775,7 @@ "issue:43854", "issue:43994", "issue:44112", + "issue:44242", "issue:44246", "issue:44279", "issue:44462", @@ -12747,25 +12783,26 @@ "issue:44521", "issue:44734", "issue:44737", - "issue:44938", + "issue:44779", + "issue:44933", "issue:44964", "issue:45003", "issue:45127", "issue:45216", "issue:45276", - "issue:45290", "issue:45357", + "issue:45362", "issue:45381", - "issue:45542", + "issue:45520", "issue:45584", - "issue:45593", "issue:45600", "issue:45803", "issue:45907", + "issue:46170", "issue:46421", - "issue:46697", - "issue:46752", + "issue:46489", "issue:46858", + "issue:46897", "issue:47145", "issue:47217", "issue:47312", @@ -12773,258 +12810,261 @@ ], "soft_pairs": [ "issue:43295|issue:45276", - "issue:43526|issue:46697", + "issue:44779|issue:46489", + "issue:44933|issue:45362", "issue:43540|issue:44734", + "issue:43854|issue:44964", + "issue:45520|issue:46170", "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:44242|issue:46897", + "issue:43994|issue:47321", "issue:43643|issue:44496", + "issue:47145|issue:47321", "issue:44112|issue:45600", - "issue:43994|issue:47321", - "issue:44462|issue:45907", - "issue:45290|issue:46752", - "issue:42175|issue:44279", + "issue:43317|issue:47312", + "issue:44521|issue:45381", "issue:43611|issue:47321", + "issue:42175|issue:44279", "issue:43673|issue:46858", - "issue:44246|issue:45003", "issue:44112|issue:44964", + "issue:44246|issue:45003", + "issue:44462|issue:45907", "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:44737|issue:45803", + "issue:42796|issue:44521", "issue:43531|issue:45600", - "issue:43335|issue:45593" + "issue:44496|issue:47217" ], - "prepared_review_unit_hash": "525fc429e609d33be95864766e7041a7643bc77981e0f428a66dbb3d9173590e", + "prepared_review_unit_hash": "4577a68861b12cf21f6d30813e8c9b5a69eb7e0dbe71c1afe31ed12908a55902", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36859, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "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.", + "summary": "The cluster is largely heterogeneous: most pairs are different bugs in different subsystems/models. Only the DeepSeek tokenizer pair looks like the same underlying regression; the rest should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46489 is the clearest canonical representative of the one strong duplicate-like theme: a DeepSeek tokenizer regression in v5+, explicitly tied to a prior fix gap.", "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_issue_reason": "issue:46489 is the most actionable and specific issue in the set, and it best captures the only clear overlap; the other issues are unrelated enough that they should not be merged into a single canonical bug.", "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." + "reason": "Different bugs: processor.tokenizer/image-input regression vs gemma4 resize_token_embeddings behavior." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+: both report incorrect tokenizer output, and 46489 explicitly says it fills the gap left by the prior fix." + }, + { + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Different image-processing bugs: BEiT Fast label reduction vs Swin2SR over-padding. Same subsystem, not the same defect." + "reason": "Unrelated: missing image_utils import vs Qwen3.5 chat crash." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs serve/KV-cache tensor indexing crash; unrelated failures." + "reason": "Different code paths: video-input processing failure vs serve KV-cache continuation indexing bug." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:43854", + "right": "issue:44964", "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." + "reason": "Both are model-loading failures, but for different models and likely different root causes." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "LoRA/extended-vocab tied-embedding collapse is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Different environment/dependency problems: flash_attn import key vs Windows/ROCm torch.distributed issue." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Different model-loading regressions affecting different models and failure modes; not the same underlying bug." + "reason": "Both mention chunked prefill/cache, but one is a missing cache API issue and the other is a recompilation/lazy-init problem." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Both are multimodal, but one is assistant_mask generation and the other is vision_position_ids; different logic and different breakage." + "reason": "Different features and failures: LoRA/extended-vocab collapse vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Different bugs: gemma4 embedding resize behavior vs Whisper empty-transcription generation failure." }, { - "left": "issue:43317", - "right": "issue:47312", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Dequantized model offload failure is unrelated to kernel 0.16 incompatibility." + "reason": "Different training-loss bugs in different models; similar pattern is not enough to treat as the same issue." }, { - "left": "issue:47145", + "left": "issue:43994", "right": "issue:47321", "accept": false, - "reason": "FP8 weight_scale loading bug is unrelated to an AMD quark class update issue." + "reason": "Unrelated: SigLIP2 output correctness vs AMD quark class update." }, { "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." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized model_type issue." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "Different subsystems: FP8 weight_scale loading corruption vs AMD quark class metadata." }, { "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." + "reason": "Different CI failures in different areas; no shared bug mechanism is evident." }, { - "left": "issue:43994", - "right": "issue:47321", + "left": "issue:43317", + "right": "issue:47312", "accept": false, - "reason": "Nonsensical outputs from a specific SigLIP2 model do not match an AMD quark class update problem." + "reason": "Different problems: gpu+cpu offload load failure vs kernels 0.16 compatibility." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer file selection ignoring repository tokenizer.json is unrelated to list_repo_files forwarding revision." + "reason": "Both are multimodal, but one is assistant_mask generation and the other is vision_position_ids; not the same bug." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:43611", + "right": "issue:47321", "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." + "reason": "Different issues: base_model_prefix loading regression vs AMD quark class update." }, { "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." + "reason": "Different dependency-related issues with no shared code-path failure." }, { - "left": "issue:43611", - "right": "issue:47321", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "Base-model-prefix loading regression is unrelated to the AMD quark class issue." + "reason": "Both are cache-related, but one is missing cache initialization and the other is device-tensor seq_length arithmetic under torch.compile." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:44112", + "right": "issue:44964", "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." + "reason": "Different CI/model-loading failures with no common underlying bug." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are not the same bug." + "reason": "Import-time performance complaint vs unsafe sys.modules access; related area, but not the same defect." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "A stale CI test failure is unrelated to a Phi-4 multimodal loading regression." + "reason": "Different bugs: tokenizer.json selection vs list_repo_files revision forwarding." }, { "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." + "reason": "Different issues: Flash Attention 2 support for XLMRoberta vs embedding reinitialization on resize." }, { "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." + "reason": "Unrelated model-loading failure vs removed auto_mappings config reference." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to embedding reinitialization during post_init." + "reason": "Different runtime error in Trainer/distributed broadcast vs embedding resize bug." }, { "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." + "reason": "Both touch weights/checkpoints, but one is tied lm_head behavior and the other is a save_pretrained regression." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend installation are different issues." + "reason": "Different bugs: XLNet device placement issue vs bare except swallowing errors." }, { - "left": "issue:44496", - "right": "issue:47217", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Unrecognized model due to missing model_type is unrelated to image placeholders in user text." + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to removed Sam3LiteText config references." + "reason": "Different areas: Qwen3-MoE sliding window vs auto_mappings CI breakage." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44496", + "right": "issue:47217", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig and D-FINE auxiliary-loss omission are unrelated." + "reason": "Unrelated: unrecognized model/config loading vs image-placeholder handling in VL models." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and matches the packet: most pairs are clearly different subsystems/models, and the DeepSeek tokenizer pair is the only plausible duplicate-like overlap from the titles. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 43, "review_unit_count": 66, "status": "reviewed", @@ -13032,7 +13072,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:25251", "issue:29925", @@ -13042,11 +13082,10 @@ "issue:39692", "issue:41628", "issue:41950", - "issue:42907", "issue:42994", "issue:43295", + "issue:43335", "issue:43381", - "issue:43441", "issue:43526", "issue:43650", "issue:43673", @@ -13062,12 +13101,14 @@ "issue:44496", "issue:44683", "issue:44792", + "issue:44938", "issue:44987", "issue:45042", "issue:45083", + "issue:45290", "issue:45335", "issue:45446", - "issue:45588", + "issue:45542", "issue:45593", "issue:45632", "issue:45759", @@ -13083,251 +13124,254 @@ "issue:47333" ], "soft_pairs": [ + "issue:43335|issue:45593", "issue:45632|issue:46234", + "issue:45290|issue:46752", "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:44496|issue:45042", + "issue:44938|issue:45542", + "issue:25251|issue:29925", + "issue:43295|issue:45335", "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:44496|issue:45759", + "issue:43976|issue:44987", "issue:44683|issue:45446", "issue:43673|issue:46424", - "issue:44496|issue:45759", + "issue:39692|issue:46932", "issue:42994|issue:47333", + "issue:44279|issue:46515", + "issue:44295|issue:46506", + "issue:29925|issue:33290", "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:44016|issue:44220", + "issue:44327|issue:46752", "issue:46082|issue:46121", + "issue:42994|issue:47332", "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" + "issue:44792|issue:46424" ], - "prepared_review_unit_hash": "b148b0b0b31d738824940f62b11facde52994bfc4f55efc362639b8abac81ec7", + "prepared_review_unit_hash": "f8d8b66a9ca41f5c5059538bf37525e0f1376ac378dcac9b1fb2266029acc2b1", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35999, - "estimated_input_tokens": 9000, - "estimated_eval_tokens": 18256 + "serialized_chars": 36614, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "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, + "summary": "All soft edges are false positives; the only close pair (`apply_chat_template`) still lacks evidence of a single shared bug, because one report is about assistant messages with tool calls and no content while the other is about an empty input list.", + "confidence": 0.9, "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_issue_reason": "issue:45290 is the strongest standalone issue report: it has the clearest repro and code path, but it should not be treated as the canonical duplicate target for 46752.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer configuration bug vs. auxiliary-loss/denoising behavior; different code paths and symptoms." + }, { "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." + "reason": "Remote-code cache collision vs. missing utility export; unrelated failures." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both mention `apply_chat_template`, but the triggers differ (`tool calls + no content` vs. `empty list`) and there is no evidence one subsumes the other." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and modules with different failure modes." + "reason": "Different missing-import errors for different symbols (`Qwen2_5_VLImageProcessor` vs. `AutoImageProcessor`)." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Missing Qwen2.5-VL image processor import is unrelated to layer_type_validation import failure." + "reason": "Different missing-import problems in different modules; not the same bug." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL/torchvision dependency regression are different bugs." + "reason": "Model-loading config error vs. PIL backend requiring torchvision; distinct issues." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Helper length calculation issue is not the same as CPU vs CUDA output divergence." + "reason": "Python 3.14 load failure vs. tensorboard-without-TensorFlow backend error; different causes." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:25251", + "right": "issue:29925", "accept": false, - "reason": "Python version compatibility problem is unrelated to a specific model loading failure." + "reason": "Pipeline output-shape bug vs. SigLIP tokenizer fast-mode enforcement; unrelated." }, { - "left": "issue:44295", + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs. t5gemma embedding resize bug; different code paths." + }, + { + "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer access error is a different code path from CPU/CUDA discrepancy." + "reason": "Different model-specific behavior reports; no shared concrete bug." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline processor lookup bug and notebook syntax error are unrelated." + "reason": "Pipeline image-processor lookup bug vs. notebook syntax error; unrelated." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Unrecognized-model loading vs. composite-config unwrapping issue; different failures." }, { - "left": "issue:39692", - "right": "issue:46932", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Documentation example errors are not the same as Gemma4 quantized-embedder dtype casting." + "reason": "Version-support problem vs. specific model load failure; too broad to merge." }, { "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." + "reason": "Compiled flex_attention on new torch versions vs. incorrect version check 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." + "reason": "Missing GenerationMixin cache in chunked prefill vs. cache max-length honoring; different behavior." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:46932", "accept": false, - "reason": "Generic unrecognized-model loading failure is different from not unwrapping text_config in composite configs." + "reason": "SigLIP2 docs/example errors vs. Gemma4 quantized dtype-casting fix; unrelated." }, { "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." + "reason": "Quantized model saving failure vs. disk-offloaded model saving failure; similar theme but not the same concrete bug." }, { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Cache behavior regression and ANSI output formatting are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to a docs mismatch about return_all_scores." + "reason": "Generic dependency issue vs. torch 2.4.1 incompatibility; different scopes." }, { - "left": "issue:25251", - "right": "issue:29925", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Top_k nesting in a pipeline is unrelated to SigLIP tokenizer fast-mode enforcement." + "reason": "Buffer read bug vs. CPU/CUDA result mismatch; unrelated." }, { "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." + "reason": "Tokenizer fast-mode enforcement vs. DeepSpeed/Adafactor OOM; different problems." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Gradient checkpointing eval-mode bug is not the same as D-FINE auxiliary-loss behavior." + "reason": "Cache-related generation issue vs. ANSI color output in loading_report; unrelated." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Generic dependency issue and torch 2.4.1 incompatibility are too different to merge." + "reason": "ImageProcessorFast label reduction bug vs. docs mentioning `return_all_scores`; different artifacts." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-param dict conversion are different config-validation bugs." + "reason": "Gradient-checkpointing eval-mode bug vs. D-FINE auxiliary-loss issue; unrelated." }, { - "left": "issue:43650", + "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "The placeholder title is unrelated to the fbank feature extraction issue." + "reason": "Notebook syntax error vs. fbank feature extraction issue; different code paths." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Notebook syntax error is unrelated to AddedToken special-argument TypeError." + "reason": "QA pipeline top-k crash vs. chat template empty-list crash; unrelated." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Janus generate-images test failure is unrelated to cache max_cache_length handling." + "reason": "LlamaConfig head_dim validation vs. rope-param list handling; different bugs." }, { "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." + "reason": "Quantized-save failure vs. disk-offloaded-save failure; same broad area but not the same concrete bug." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "These are different FlashAttention failures with different triggers, models, and error conditions." + "reason": "Placeholder issue vs. audio feature extraction bug; unrelated." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "QA decode_spans top_k bounds error is unrelated to empty-list apply_chat_template IndexError." + "reason": "Notebook syntax error vs. token construction TypeError; unrelated." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Python version support issue and dependency issue do not describe the same bug." + "reason": "Janus test failure vs. cache max-length behavior; no shared underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the evidence for `issue:45290` vs `issue:46752`. In the packet, these are only similar `apply_chat_template` crashes with different triggers (`assistant messages with tool calls and no content` vs `empty list`), and there is no explicit evidence that one subsumes the other. The canonical-issue claim is therefore too strong. The rest of the false-negative pairings look reasonable, but the single accepted soft edge is not sufficiently grounded." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13335,7 +13379,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 44, "review_unit_count": 66, "status": "reviewed", @@ -13343,26 +13387,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:39692", "issue:41950", "issue:42796", + "issue:42907", "issue:43295", "issue:43299", "issue:43381", + "issue:43441", "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", @@ -13374,19 +13417,20 @@ "issue:45081", "issue:45216", "issue:45276", - "issue:45278", "issue:45335", "issue:45357", "issue:45375", "issue:45405", "issue:45542", "issue:45584", + "issue:45588", "issue:45593", "issue:45812", "issue:45823", + "issue:46082", "issue:46123", - "issue:46209", "issue:46369", + "issue:46399", "issue:46614", "issue:47000", "issue:47085", @@ -13395,226 +13439,238 @@ "issue:47405" ], "soft_pairs": [ - "issue:43824|issue:44933", + "issue:43441|issue:45588", + "issue:42907|issue:43441", "issue:41950|issue:45020", + "issue:43824|issue:44933", "issue:45335|issue:45584", + "issue:43976|issue:44279", "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:43901|issue:47217", + "issue:43299|issue:45216", + "issue:41950|issue:45823", + "issue:42796|issue:43650", "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:46123|issue:46369", "issue:44466|issue:45276", + "issue:43976|issue:45405", "issue:43653|issue:45593", - "issue:44462|issue:45081", "issue:47145|issue:47405", "issue:43381|issue:47000", + "issue:44462|issue:45081", "issue:43299|issue:45357", - "issue:43650|issue:46209", - "issue:44351|issue:45278", + "issue:44075|issue:44368", "issue:44683|issue:45542", - "issue:43299|issue:43854", - "issue:43644|issue:47145" + "issue:46082|issue:46399" ], - "prepared_review_unit_hash": "96b5addc73a88227c7ff73eeeb0e524e36605c1dded154addc42ec734247d2a3", + "prepared_review_unit_hash": "75ee396b7bc36687b0c00e22a6eb2a49e3d9a00d4ad5477562407d3885f5b7c5", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36510, - "estimated_input_tokens": 9128, - "estimated_eval_tokens": 18512 + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "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.", + "summary": "This set is not a single duplicate cluster; it spans many unrelated issues across tokenizers, multimodal configs, pipelines, environment/dependency checks, and regression reports. None of the soft links look like the same underlying bug/change, so all are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is apparent because the items are heterogeneous and do not collapse into one underlying defect.", "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_issue_reason": "No issue is a clear global best for deduplication; the set contains multiple unrelated bugs with different code paths and models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention crashes, but one is Ministral-3 RC-specific while the other is a sink-less-model AttributeError in the integration layer." + }, + { + "left": "issue:42907", + "right": "issue:43441", "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." + "reason": "Save-dequantized failure and FlashAttention crash are different code paths and different model behaviors." }, { "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." + "reason": "Video pipeline processor lookup and remote_code breakage are separate subsystems with different root causes." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are different import failures involving different modules and symbols." }, { "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." + "reason": "One is resize_token_embeddings on t5gemma; the other is Whisper generation after align_special_tokens. No shared bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python version compatibility issue is not the same as a vague dependency problem." }, { "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." + "reason": "Generic dependency complaint vs a specific unreleased peft minimum version bump." }, { "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." + "reason": "Docs for text classification are unrelated to an AutoModel config/model_type import failure." }, { "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." + "reason": "Different tokenizer regressions: processor.tokenizer/image input handling vs Deepseek tokenization output." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "A tokenizer BPE-marker bug and a low-content placeholder issue are not the same underlying bug." + "reason": "SigLIP2 doc/example errors and stale text-classification docs are distinct documentation issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to have different causes." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Docs mentioning return_all_scores are unrelated to VL image-placeholder handling in user text." + "reason": "A docs mismatch is not the same as a VL image-placeholder runtime failure." }, { "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." + "reason": "Qwen3VL model loading and Qwen3.5 save_pretrained serialization are different stages with different failures." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "SigLIP2 example errors are unrelated to TextClassificationPipeline docs mentioning return_all_scores." + "reason": "Video-classification processor lookup and Gemma4 device-mismatch forward behavior are unrelated." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization logic." + "reason": "Ministral tokenizer BPE handling and a placeholder 'ADD THE DATA' issue are clearly unrelated." }, { "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." + "reason": "Different multimodal config bugs on different models; not the same underlying defect." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer language state is not the same as Rust tokenizer thread-safety regressions." + "reason": "Stale phonemizer language state is unrelated to Rust tokenizer thread-safety." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 device-mismatch forward errors are unrelated." + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are separate problems." }, { "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." + "reason": "Final-partial-batch masking and SAM memory overflow are unrelated failures." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are different model-specific bugs." + "reason": "Granite lm_head serialization and Gemma4 resize-token-embeddings affect different mechanisms." }, { "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." + "reason": "Python support matrix issues and a PEFT version pin are not the same bug." }, { "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." + "reason": "BigBird special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "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." + "reason": "Both are silent corruption themes, but one is FP8 weight_scale loading and the other is wrong Auto-class model_type conversion." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible-matrix errors are different code paths." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44462", + "right": "issue:45081", "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." + "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are different tokenizer-loading bugs." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Placeholder text issue and FP8 inference failure on B200 are unrelated." + "reason": "Both are Qwen3.5-related, but one is model loading and the other is save_pretrained visual-key serialization." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "A specific missing import and a broad import-error report after upgrade are not clearly the same bug without stronger evidence." + "reason": "SGD arguments being ignored and a tie_word_embeddings warning are not the same issue." }, { "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." + "reason": "Compiled flex_attention on torch>=2.9 and a TensorBoard/TensorFlow backend setup issue are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-kernel registration failure are distinct." } ] }, @@ -13628,7 +13684,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 45, "review_unit_count": 66, "status": "reviewed", @@ -13636,19 +13692,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:33290", "issue:42175", "issue:42994", + "issue:43299", "issue:43317", "issue:43441", - "issue:43479", "issue:43525", "issue:43643", - "issue:43673", - "issue:43761", + "issue:43644", + "issue:43650", "issue:43784", + "issue:43854", "issue:43873", "issue:43881", "issue:43931", @@ -13657,10 +13713,9 @@ "issue:44186", "issue:44242", "issue:44246", - "issue:44261", - "issue:44263", "issue:44291", "issue:44336", + "issue:44351", "issue:44623", "issue:44671", "issue:44749", @@ -13668,19 +13723,19 @@ "issue:45081", "issue:45103", "issue:45200", + "issue:45278", "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:46209", "issue:46512", "issue:46851", "issue:47000", @@ -13688,238 +13743,231 @@ "issue:47217" ], "soft_pairs": [ - "issue:46082|issue:46399", + "issue:43299|issue:43854", + "issue:43644|issue:47145", "issue:44016|issue:44291", "issue:46082|issue:46512", "issue:44242|issue:45200", "issue:43931|issue:47145", - "issue:45081|issue:45907", + "issue:44351|issue:45278", "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:43650|issue:46209", "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:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44336|issue:46851", "issue:44016|issue:45823", + "issue:43784|issue:45542", "issue:44671|issue:44779", + "issue:42175|issue:43976", "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:44623|issue:44749", + "issue:43525|issue:43881", "issue:43525|issue:43643", + "issue:44623|issue:45397", "issue:45325|issue:46851" ], - "prepared_review_unit_hash": "eb48161bc5b9d85dce0125cd3d19d404f32f35192558c06c354f77aa301d224f", + "prepared_review_unit_hash": "0596f9f8bc182267681128756648fc91d3516c111906b0d1ac1affcaeea74c03", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36522, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35457, + "estimated_input_tokens": 8865, + "estimated_eval_tokens": 17986 }, "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.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports across loading, import, tokenizer, quantization, and offload paths. None of the soft pairs look like true duplicates; they are related only at a high level. The most representative issue is the broad v5 upgrade regression report.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest representative: it summarizes widespread import failures after upgrading, which matches the overall cluster theme of v5 regressions better than the model-specific reports.", "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_issue_reason": "issue:45278 is the best cluster anchor because it is user-facing, broad, and covers a common failure mode across multiple downstream breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Different bugs: LlamaConfig head_dim validation vs Qwen3.5 kernel registration/rotary embedding crash." + "reason": "Both are model-loading regressions, but they concern different models and different failure points (Qwen3VL MoE load vs GLM-4.7-Flash test loading)." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "One is about junk-filled non-persistent buffers during v5 load; the other is a frozen FP8 checkpoint missing weight_scale application. Different bugs and code paths." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failure modes." + "reason": "Notebook syntax error vs init_empty_weights TypeError. No shared underlying defect beyond being v5-era issues." }, { "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()." + "reason": "Config validation for explicit head_dim is unrelated to from_config(dtype=...) leaving config.dtype stale." }, { "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." + "reason": "Both involve missing values in MoE-style losses/inputs, but one is a load-balancing loss bug and the other is a Gemma 4 token-type-id defaulting issue." }, { "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." + "reason": "Qwen3-VL weight-shape mismatch is a model architecture/loading issue, not the FP8 checkpoint scaling corruption reported in 47145." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated." + "reason": "Importing HybridCache failing is a specific symbol export/import problem, while 45278 is a broad set of import errors after upgrade." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention aux-field AttributeError vs RTDetrLoss infeasible cost matrix are distinct bugs." + "reason": "FlashAttention sink-less model crash and RTDetrLoss infeasible cost matrix are entirely different failure modes." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Auto-docstring annotations crash and ReasoningEffort import break are separate issues." + "reason": "Mistral regex patch crash in tokenizer loading is unrelated to list_repo_files not forwarding revision." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding is different from variable-length position_ids handling." + "reason": "The titles are too generic to connect; one is an invalid low-signal issue, the other is an FP8 inference failure on B200." }, { - "left": "issue:44336", + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Both touch docstring/processor-related code, but one is an auto_docstring annotations crash and the other is a mistral_common import/version break in Gemma 4 processor loading." + }, + { + "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "ANSI escape leakage in loading_report is unrelated to Qwen3.5 position_ids behavior." + "reason": "CPU offload incompatibility in one Qwen3.5 MoE embedding path is not the same as variable-length position_ids handling." }, { "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." + "reason": "General offloading with quantization is broader, but 47145 is specifically a silent FP8 weight_scale omission; not the same bug." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Quantized model saving failure is not the same as dequantized loading with gpu/cpu offload." + "reason": "Missing TensorFlow backend from tensorboard install is unrelated to a torch/transformers version incompatibility report." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention regression and Kosmos2.5 long-OCR index error are unrelated." + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR long-input index error are unrelated model-specific bugs." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Adafactor OOM under DeepSpeed is a different bug from optimizer.step() being called twice." + "reason": "Quantized model saving failure and dequantized model offload failure are both quantization-adjacent, but they affect different stages and code paths." }, { - "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", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Backend packaging omission and Python version compatibility are different issues." + "reason": "ANSI code emission in loading_report is unrelated to variable-length position_ids behavior." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "A notebook syntax error does not match Gemma4 PLE device-mismatch during forward." + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are model-specific and separate." + "reason": "Sentence-transformers import NameError for nn is not the same as missing TensorFlow backend wiring." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Import slowdown is unrelated to VL image-placeholder handling failures." + "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer regression are different model/tokenizer behaviors." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Missing files on processor save and Gemma4 zero3 from_pretrained are different loading/saving bugs." + "reason": "Torch extra missing TensorFlow backend and Python version support breakage are unrelated packaging issues." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are not the same bug." + "reason": "Slow import sometimes and VL image-placeholder failure are unrelated." }, { "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." + "reason": "LayoutLMv2Tokenizer NER/padding crash and RTDetrLoss infeasible cost matrix are different subsystems and errors." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Generation cache issue in chunked_prefill and CLIPVision hidden_states regression are unrelated model/runtime bugs." + "reason": "Processor.save_pretrained missing files is not the same as slow filtering after a version upgrade." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Missing rms_norm_eps precision issue is not the same as torch.split return-value handling." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are separate model configuration/loading bugs." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "sentence-transformers import NameError and tf backend packaging issue do not share a code path." + "reason": "Missing pad_token_id on a specific config is not the same as AutoConfig with trust_remote_code losing fields generally." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Missing Llama4Config field and AutoConfig trust_remote_code field loss are different config-loading bugs." + "reason": "Processor save_pretrained missing files is unrelated to gemma-4 zero3 from_pretrained loading." }, { "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." + "reason": "Qwen2.5-VL still-image temporal scaling bug is different from Qwen3.5 variable-length position_ids handling." } ] }, @@ -13933,7 +13981,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 46, "review_unit_count": 66, "status": "reviewed", @@ -13941,47 +13989,47 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ + "issue:33290", "issue:42491", "issue:42617", "issue:42796", "issue:43299", "issue:43441", + "issue:43479", + "issue:43525", "issue:43526", - "issue:43540", "issue:43575", + "issue:43673", "issue:43723", + "issue:43761", "issue:43824", "issue:43901", "issue:43976", "issue:44162", "issue:44188", "issue:44246", - "issue:44295", + "issue:44261", + "issue:44263", "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:45656", "issue:45712", "issue:46291", "issue:46399", - "issue:46424", "issue:46655", "issue:46726", - "issue:46752", "issue:46821", "issue:46829", "issue:46846", @@ -13993,252 +14041,238 @@ "issue:47333" ], "soft_pairs": [ + "issue:43673|issue:43761", + "issue:33290|issue:45656", + "issue:43479|issue:43525", "issue:43901|issue:44246", - "issue:44188|issue:44336", - "issue:45600|issue:45712", - "issue:42796|issue:43441", + "issue:46399|issue:46846", "issue:44589|issue:45362", + "issue:44261|issue:44263", "issue:43575|issue:47145", - "issue:46399|issue:46846", + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:45600|issue:45712", "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:44336|issue:44373", + "issue:43723|issue:44162", "issue:46291|issue:46399", - "issue:46655|issue:46726", - "issue:46399|issue:46851", "issue:42491|issue:43299", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:46399|issue:46851", + "issue:46655|issue:46726", + "issue:47176|issue:47177", "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" + "issue:45003|issue:46821" ], - "prepared_review_unit_hash": "055ee0fcc055fd884b39d64fa564c1fefdc8c3c268faf58a071af5f5a4584dbf", + "prepared_review_unit_hash": "5d3e46d67ff14387f87757d6d984bdde78c5ad498750b729306ce498fb7e3ef5", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36962, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "soft_pair_count": 29, + "serialized_chars": 36298, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "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.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad model-family or subsystem keywords. I do not see any true duplicate pair among the soft edges; the similarities are mostly superficial (same model family, same backend, or same area like deepspeed/kernels/tokenizers).", + "confidence": 0.94, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs intermittent slow imports; different symptoms and code paths." + "reason": "Different regressions in different components: GenerationMixin chunked-prefill cache vs CLIPVision hidden_states output." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI escape handling in loading_report." + "reason": "Both involve deepspeed, but one is Adafactor OOM while the other is double optimizer stepping; not the same bug." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Removed config references in auto_mappings is not the same issue as leftover dummy classes in dummy_pt_objects." + "reason": "Different configs and failure modes: Phi4Multimodal default subconfigs vs Llama4 missing pad_token_id." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Both mention Ministral, but one is tokenizer BPE marker handling and the other is FlashAttention failure; different bugs." + "reason": "Documentation mismatch vs intermittent import latency; no shared underlying defect." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both Qwen3.5-related, but one is a kernel registration error and the other is TP plan omissions causing OOM/shape errors." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crash." + "reason": "Different model/runtime failures: missing Float8 storage type vs Qwen3.5 chat crash." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated bugs in different model internals; one is rms_norm_eps precision, the other is torch.split return handling." }, { "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." + "reason": "TP OOM on a model load vs silent FP8 checkpoint scaling bug; not the same issue." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Qwen3.5 kernel registration crash and TP-plan OOM/shape error are different concrete failures." + "reason": "Same model family name, but tokenizer BPE marker handling and FlashAttention failure are distinct bugs." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Missing export for a VL class and Python version compatibility are unrelated." + "reason": "Attention-kernel divergence under torch.compile vs ANSI codes in loading report; unrelated." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "ANSI-code generation bug is unrelated to the position_ids docstring error." + "reason": "Both are cleanup/CI-related, but one is stale auto_mappings references and the other is leftover dummy classes leaking into dir()." }, { - "left": "issue:45362", - "right": "issue:47333", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Qwen3.5 chat crash and disk-offload save behavior are different code paths." + "reason": "ImportError for a model class vs Python version incompatibility; different root causes." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:45362", + "right": "issue:47333", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are separate issues." + "reason": "Qwen3.5 chat crash vs disk-offloaded save failure for Qwen3-30B-A3B; not the same code path." }, { "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." + "reason": "Import slowness vs unrecognized model/config.json missing model_type; 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." + "reason": "3d_parallel.py runtime issue vs Python version support regression; no overlap in bug." }, { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Command-substitution allowlist bypass and tar/zip-slip arbitrary write are distinct security vulnerabilities." + "reason": "Loading-report ANSI formatting vs wrong docstring; one is code behavior, the other is documentation." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:43723", + "right": "issue:44162", "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." + "reason": "Tokenizer loading regression vs ESM2 model breakage; different subsystems." }, { "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." + "reason": "Both mention kernels, but one is a dependency/version requirement failure and the other is a missing decorator registration bug." }, { "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." + "reason": "Both concern Qwen3 MoE compatibility, but they describe different model/version breakages and are not clearly the same fix." }, { - "left": "issue:45003", - "right": "issue:47217", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Unsafe sys.modules access and VL image placeholder placement are different defects." + "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained failure; unrelated." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sys.modules access in modeling_utils." + "reason": "Different Qwen3.5 bugs: feature-length helper behavior vs variable-length position_ids handling." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat-template IndexError are separate paths." + "reason": "Kernel registration error vs variable-length position_ids failure; different code paths." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "position_ids buffer access error and gemma-4 zero3 loading failure do not match." + "reason": "Video padding calculation bug vs missing vision backend handling in AutoProcessor; not the same issue." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "flash_attention sink-less AttributeError and Qwen3.5 variable-length position_ids are unrelated." + "reason": "Different security bugs: shell allowlist bypass vs tar/zip slip arbitrary file write." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel decorator issue are distinct." + "reason": "Different output/dtype issues in different models; no shared underlying defect." }, { "left": "issue:45003", - "right": "issue:46821", + "right": "issue:47217", "accept": false, - "reason": "sys.modules access bug and TimesFM window_size AttributeError are unrelated." + "reason": "Unsafe sys.modules access vs VL image-placeholder failure; unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Import slowness and Gemma eos_token_id config mismatch are different issues." + "reason": "BeitImageProcessorFast label reduction bug vs modeling_utils sys.modules access bug; different areas." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "pytest-xdist captured_info.txt race and stale num_return_sequences warning are not the same bug." + "reason": "FlashAttention s_aux=None crash vs Qwen3.5 variable-length position_ids bug; not the same code path." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "ANSI-code emission and cache max length handling are unrelated." + "reason": "sys.modules access bug vs TimesFM window_size AttributeError; unrelated." } ] }, @@ -14252,7 +14286,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 47, "review_unit_count": 66, "status": "reviewed", @@ -14260,12 +14294,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:36246", "issue:41950", "issue:42757", - "issue:42886", "issue:42915", "issue:43257", "issue:43295", @@ -14279,28 +14312,29 @@ "issue:44162", "issue:44220", "issue:44242", + "issue:44246", "issue:44295", + "issue:44336", "issue:44351", - "issue:44451", - "issue:44466", "issue:44479", - "issue:44749", "issue:44779", - "issue:44877", + "issue:44871", "issue:44995", "issue:45003", + "issue:45103", "issue:45137", "issue:45200", "issue:45250", "issue:45292", - "issue:45335", "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", "issue:45593", - "issue:45600", "issue:45701", "issue:45759", - "issue:46132", - "issue:46170", + "issue:46399", + "issue:46424", "issue:46506", "issue:46614", "issue:46655", @@ -14308,235 +14342,227 @@ "issue:46726", "issue:46752", "issue:47217", - "issue:47312", - "issue:47321" + "issue:47312" ], "soft_pairs": [ + "issue:45103|issue:46399", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:45561|issue:45563", "issue:43550|issue:46506", + "issue:44336|issue:46424", "issue:46614|issue:46665", "issue:36246|issue:43596", - "issue:43540|issue:46655", + "issue:43540|issue:46752", "issue:42915|issue:47312", - "issue:44242|issue:45593", + "issue:43540|issue:46655", "issue:41950|issue:44220", - "issue:44479|issue:46655", "issue:46726|issue:47217", + "issue:43257|issue:45137", + "issue:44479|issue:46655", "issue:44779|issue:45292", "issue:43901|issue:45003", - "issue:43257|issue:45137", "issue:45375|issue:45759", - "issue:36246|issue:44351", - "issue:36246|issue:42757", - "issue:42886|issue:46132", + "issue:44242|issue:45593", "issue:45292|issue:45701", - "issue:44295|issue:44749", - "issue:43295|issue:45292", "issue:43352|issue:45250", - "issue:44162|issue:45200", - "issue:44451|issue:46752", - "issue:45137|issue:45600", - "issue:46170|issue:47321", - "issue:44466|issue:45335", + "issue:43295|issue:45292", + "issue:36246|issue:44351", + "issue:36246|issue:42757", "issue:44995|issue:45200", "issue:44060|issue:44077", - "issue:44877|issue:45375" + "issue:44162|issue:45200" ], - "prepared_review_unit_hash": "140129fb96fd45d78adf4fb5aa18336344c9c835d47032c552efdfe66eb39ea8", + "prepared_review_unit_hash": "56069b67158ded74ec70b0b60af7b346d875e126b25917040967401eda7075d1", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35944, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35114, + "estimated_input_tokens": 8779, + "estimated_eval_tokens": 17814 }, "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.", + "summary": "The set is highly heterogeneous; despite superficial similarity in some titles, none of the soft pairs look like the same underlying bug or change. Most are unrelated failures across different models, configs, or utilities. The closest thematic area is VL/video processing, but the concrete failure modes still differ.", + "confidence": 0.87, + "canonical_issue_reason": null, "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_issue_reason": "issue:44479 is the strongest representative item because it describes a concrete, broad regression affecting multiple Qwen VL variants on the same video-input path; it is more central and actionable than the narrower or unrelated reports in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Different subsystems and failure modes: auto-docstring annotation handling vs Qwen3.5 kernel registration. Not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "One is a missing load-balancing loss when router logits are off; the other is an eos_token_id config mismatch. Related theme, different issue." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access bug vs Gemma-4 ZeRO3/from_pretrained failure. No shared code path evident." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race on captured_info.txt and a stale warning in paged generate are different testing-utils problems." + }, { "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." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to CPU/CUDA result drift in PPDocLayoutV3." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI logging output handling and cache max length semantics are unrelated." }, { "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." + "reason": "Stale phonemizer language backend vs inconsistent from_pretrained behavior; 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." + "reason": "ImportError for a missing Qwen2_5_VLImageProcessor symbol vs a DeepSpeed ZeRO3/BertModel index error." }, { "left": "issue:43540", - "right": "issue:46655", + "right": "issue:46752", "accept": false, - "reason": "Both involve video inputs, but the affected models and concrete failure modes differ; not the same underlying issue." + "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-list crash in apply_chat_template. Different paths." }, { "left": "issue:42915", "right": "issue:47312", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to kernel incompatibility with kernels 0.16." + "reason": "Qwen3Moe FineGrainedFP8Config failure and kernels 0.16 incompatibility are not the same concrete defect." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Both mention missing losses, but they are different models and different code paths; not a mergeable duplicate." + "reason": "Both are video-related, but one is a Qwen3OmniMoe input-processing error and the other is SmolVLM padding logic. Too different to merge." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Pipeline image-processor lookup bug is unrelated to _torch_extract_fbank_features()." + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features() are unrelated." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:46726", + "right": "issue:47217", "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." + "reason": "Missing-vision-backend error in AutoProcessor vs image-placeholder handling in VL model text; same broad area, different bug." }, { - "left": "issue:46726", - "right": "issue:47217", + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Accelerate+DeepSpeed weight conversion issue vs ZeRO3 deque underflow. Different failure conditions and code paths." + }, + { + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "AutoProcessor missing-backend error is not the same as image-placeholder handling in user text." + "reason": "Both mention video processing, but 44479 is a broad Qwen VL regression while 46655 is a SmolVLM padding calculation bug; not the same underlying issue." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output regression and resize_token_embeddings propagation bug are different components and fixes." + "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are distinct bugs." }, { "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." + "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." }, { "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." + "reason": "Missing deepstack_visual_indexes field vs AutoModelForCausalLM.from_config not unwrapping text_config. Same family, different defect." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer cache loading offline and AttentionInterface.register behavior are different subsystems." + "reason": "Missing load-balancing loss and missing auxiliary losses in D-FINE are different model-training issues." }, { "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." + "reason": "resize_token_embeddings not affecting output embeddings is unrelated to version-dependent tokenization changes." }, { "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." + "reason": "Specific unsupported-model Flash Attention 2 error vs a generic flash-attention issue; not enough evidence they are the same bug." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "DeepSpeed ZeRO3 deque crash is unrelated to stale auto_mappings references in CI." + "reason": "Processor/tokenizer regression with images vs resize_token_embeddings/output_embeddings mismatch. Different code paths." }, { - "left": "issue:46170", - "right": "issue:47321", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Windows/ROCm torch.distributed import issues are unrelated to AMD quark class updates." + "reason": "Two different ImportErrors for different symbols: Qwen2_5_VLImageProcessor vs HybridCache." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Serialization inconsistency of tied weights is not the same bug as resize_token_embeddings not propagating to decoder embeddings." + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are unrelated import failures." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer crash is unrelated to Gemma 4 token-type defaults." + "reason": "Stale indexer cache crash vs Gemma 4 token-type-id defaulting problem. Not the same bug." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init validation." + "reason": "Incorrect tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy. Different concerns." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Both involve config strictness, but they target different models and different missing fields; not the same underlying bug." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids are unrelated." } ] }, @@ -14550,7 +14576,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 48, "review_unit_count": 66, "status": "reviewed", @@ -14558,27 +14584,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "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:44295", "issue:44368", + "issue:44451", + "issue:44466", "issue:44479", "issue:44623", "issue:44749", @@ -14588,239 +14610,237 @@ "issue:44987", "issue:44995", "issue:45003", - "issue:45229", + "issue:45137", + "issue:45335", + "issue:45375", "issue:45397", "issue:45412", "issue:45459", "issue:45561", "issue:45588", + "issue:45600", "issue:45656", "issue:45685", - "issue:45987", - "issue:46082", "issue:46123", + "issue:46132", "issue:46170", - "issue:46202", + "issue:46305", + "issue:46315", "issue:46369", "issue:46431", "issue:46506", "issue:46710", "issue:46726", - "issue:46851", - "issue:47312" + "issue:46752", + "issue:47312", + "issue:47321" ], "soft_pairs": [ - "issue:43475|issue:46369", - "issue:45003|issue:45561", - "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:45137|issue:45600", + "issue:42886|issue:46132", + "issue:44295|issue:44749", + "issue:44451|issue:46752", "issue:44995|issue:45588", - "issue:44479|issue:46170", - "issue:44038|issue:46506", - "issue:44623|issue:46726", + "issue:44877|issue:45375", "issue:45685|issue:46431", + "issue:44479|issue:46170", + "issue:45003|issue:45561", + "issue:43475|issue:46369", "issue:44877|issue:46170", + "issue:44987|issue:45459", + "issue:44623|issue:46726", + "issue:44038|issue:46506", "issue:45397|issue:45656", + "issue:46305|issue:46315", + "issue:43475|issue:43540", "issue:44242|issue:44857", "issue:29870|issue:30333", - "issue:43475|issue:43540", - "issue:44368|issue:44977", "issue:43653|issue:44162", + "issue:44368|issue:44977", "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" + "issue:43723|issue:46710" ], - "prepared_review_unit_hash": "d86a43aad4d82d814d2b250dfe1baf0c5e10b0b9c7b8edfb98dec425daa11f8f", + "prepared_review_unit_hash": "5a0fc1dd120309954bb39ec9709c76c55a6f37b3c06a7123a0b211bf8e73b574", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35400, - "estimated_input_tokens": 8850, - "estimated_eval_tokens": 17956 + "serialized_chars": 35469, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 }, "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.", + "summary": "This cluster is heterogeneous: the pairs share only broad themes (tokenizers, configs, deepspeed, Qwen/SAM/RT-DETR) but not the same concrete bug. No soft edge is safe to merge as a duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster. The items describe unrelated failures across many subsystems, so any representative would be misleading.", "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_issue_reason": "No issue is a good global best representative because the cluster is not a duplicate set; the entries are separate bugs with different root causes and fixes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Different SAM problems: missing fpn_position_embeddings vs memory overflow in sam3-litetext." + "reason": "Both mention tied weights / embedding serialization, but one is about inconsistent lm_head.weight serialization by device and the other about resize_token_embeddings not updating decoder.embed_tokens in t5gemma. Different bugs." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:46170", + "right": "issue:47321", "accept": false, - "reason": "sys.modules access safety issue vs pytest-xdist race on captured_info.txt; unrelated failure modes." + "reason": "Windows ROCm torch.distributed import/type failure is unrelated to an AMD quark class update issue." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Model loading failure on transformers>=5.1.0 vs tokenizer error masking when protobuf is absent; different code paths." + "reason": "DeepSpeed ZeRO3 deque exhaustion and removed Sam3LiteText config references are different failure modes in different code paths." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "GlmMoeDsa stale cache on second forward pass vs flash-attention crash on s_aux=None." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Qwen video-input regression vs Windows/ROCm torch.distributed import issue; not the same bug." + "reason": "One is a position_ids buffer access error; the other is a slowdown regression after upgrade. Not the same bug." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Qwen3-VL-Moe loading/behavior issue vs CPU/CUDA numerical divergence in PPDocLayoutV3." + "reason": "ScandiBERT loading failure and empty-list apply_chat_template IndexError are distinct tokenizer/processor bugs." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Missing files on processor.save_pretrained vs missing vision backend causing AutoProcessor unrecognized-image-processor error." + "reason": "Both involve strict config handling, but they target different config classes and symptoms; no evidence of one shared root cause." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram int limitation vs missing chat template error; unrelated." + "reason": "MPS histogram on Int and processor.save_pretrained missing files are unrelated." }, { - "left": "issue:44877", + "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Strict config rejection for granite_speech vs Windows ROCm torch.distributed dependency problem." + "reason": "Qwen video regression and Windows ROCm torch.distributed import failure are unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "gemma-4 zero3 from_pretrained issue vs optimizer.step being called twice under deepspeed; different bugs." + "reason": "Unsafe sys.modules access in modeling_utils and xdist capture file races are different problems." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Missing load-balancing loss when router logits are disabled vs float16 AMP CUDA crash in LwDetrImageLoss." + "reason": "Missing fpn_position_embeddings attribute and memory overflow in sam3-litetext are different SAM3 issues." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Bart generate unbound decoder_attention_mask error vs MLFlow job reporting problem; no shared code path." + "reason": "Loading physical-intelligence/fast on v5 and hidden tokenizer errors without protobuf are not the same bug." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video input ValueError; unrelated subsystems." + "reason": "Missing files from processor.save_pretrained and unrecognized image processor when a backend is absent are different code paths." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "A warning about tie_word_embeddings in Qwen fine-tuning vs flash-attention generation failure; not the same defect." + "reason": "Qwen3-VL-Moe loading bug and CPU/CUDA output mismatch in PPDocLayoutV3 are unrelated." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "BigBirdTokenizer special-token bug vs ESM2 broken model behavior; too different to merge." + "reason": "Zero3 from_pretrained failure and double optimizer.step under deepspeed are separate issues." }, { - "left": "issue:42994", - "right": "issue:47312", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "Quantized model saving failure vs kernel compatibility issue; unrelated." + "reason": "An off-by-one in streaming mask logic and a tokenizer performance regression are not the same underlying bug." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "DETR cardinality error for models without background class vs Qwen3.5 variable-length position_ids bug." + "reason": "SAM3 attribute error and Qwen3OmniMoe video ValueError affect different models and paths." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Tokenizer loading change in v5 vs DeepSeek accuracy regression after upgrade; not the same bug." + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP/CUDA crash are unrelated." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning sam3_video -> sam3_tracker; different issues." + "reason": "Bart generate UnboundLocalError and MLFlow reporting on failed jobs are completely different issues." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "RT-DETR memory leak on delete vs MaskGenerationPipeline dropping final partial batch results." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Offline tokenizer cache loading failure vs Gemma4 multi-GPU CUDA OOM; unrelated." + "reason": "A warning about tie_word_embeddings and a flash-attention generation regression are not the same bug." }, { - "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", + "left": "issue:42994", + "right": "issue:47312", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma roundtrip tokenization issue; unrelated." + "reason": "Quantized model saving failure is unrelated to kernel compatibility." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks vs slowdown after upgrading Transformers; no common defect." + "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch dropping are different issues." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "StaticCache.get_seq_length return-type bug vs LlamaConfig head_dim validation error; different code paths and symptoms." + "reason": "AutoTokenizer loading in v5 and accuracy regression in DeepSeek-R1 after upgrade are unrelated." } ] }, @@ -14834,7 +14854,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 49, "review_unit_count": 66, "status": "reviewed", @@ -14842,276 +14862,282 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:28282", - "issue:30990", "issue:39692", + "issue:42199", + "issue:42886", + "issue:42994", "issue:43065", + "issue:43408", "issue:43475", + "issue:43482", "issue:43643", "issue:43646", "issue:43701", - "issue:43723", "issue:43784", + "issue:43906", + "issue:43931", "issue:43994", - "issue:44038", "issue:44162", "issue:44188", "issue:44297", + "issue:44361", "issue:44368", - "issue:44373", "issue:44483", "issue:44623", "issue:44749", - "issue:44871", "issue:44964", "issue:45103", "issue:45137", + "issue:45229", "issue:45230", "issue:45397", - "issue:45561", "issue:45563", "issue:45593", "issue:45656", + "issue:45987", + "issue:46082", "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" + "issue:47145" ], "soft_pairs": [ - "issue:44368|issue:45563", - "issue:46132|issue:47145", - "issue:46752|issue:47020", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:43906|issue:46202", "issue:45103|issue:46858", - "issue:44483|issue:46202", + "issue:44361|issue:44749", + "issue:42199|issue:46851", "issue:43994|issue:46726", + "issue:44368|issue:45563", + "issue:46752|issue:47020", + "issue:44188|issue:46202", + "issue:46132|issue:47145", "issue:45593|issue:47068", - "issue:44188|issue:46421", "issue:43701|issue:44749", + "issue:44188|issue:46421", + "issue:44483|issue:46202", + "issue:43784|issue:46399", "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:43646|issue:44162", "issue:39692|issue:46726", + "issue:43475|issue:43643", + "issue:42994|issue:43482", "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" + "issue:45230|issue:45397" ], - "prepared_review_unit_hash": "a7f13b36f73509af3f30a435fa17c45a9fd3103eae57d6eb126633f5e10960bb", + "prepared_review_unit_hash": "4ee150e2c7c6bbb29cd35d8069a5dbf72135f28808875a8e322d39b897886589", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35501, - "estimated_input_tokens": 8876, - "estimated_eval_tokens": 18008 + "serialized_chars": 35548, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "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).", + "summary": "This cluster is not a duplicate set: it mixes unrelated issues across SAM3, Qwen, tokenizers, cache/compile, deepspeed, and save/load paths. No soft pair looks like the same underlying bug or mergeable PR change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue emerges; the items span unrelated bugs and regressions with different code paths and symptoms, so there is no clear duplicate target to collapse onto.", "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_issue_reason": "If a representative issue must be chosen, issue 43994 is one of the clearest self-contained user-facing regressions, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43065", + "right": "issue:43408", "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." + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning; different root causes." }, { - "left": "issue:46132", - "right": "issue:47145", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Unrelated domains: attention registration behavior vs FP8 compressed-tensors checkpoint loading and `weight_scale` application." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Empty chat-template input crash and XLMRoberta tokenizer/unigram constructor mismatch are different tokenizer bugs." + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning in ms-swift fine-tuning are different issues." }, { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Auto-docstring annotation parsing crash is unrelated to cache sequence-length tensor arithmetic under `torch.compile`." + "reason": "Cache seq_length contract bug and LlamaConfig head_dim validation are separate code paths." }, { - "left": "issue:44483", + "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "OpenAI-style chat endpoint request rejection is unrelated to Gemma pipeline roundtrip tokenization behavior." + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are not the same bug." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "SigLIP2 model/pipeline output quality issue is different from AutoProcessor's missing-vision-backend error handling." + "reason": "auto_docstring crashes on future annotations, while the other is a static-cache tensor type bug during prefill." }, { - "left": "issue:45593", - "right": "issue:47068", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "A missing auxiliary-loss path in D-FINE is unrelated to a host synchronization concern in DeepSpeed loss computation." + "reason": "Tokenizer AttributeError and a transformers upgrade slowdown are unrelated." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Different performance/regression mechanisms: divergent attention kernels under `torch.compile` vs cache lazy init causing recompilation." + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model bugs." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same as a slowdown after upgrading Transformers." + "reason": "Both involve model/processor loading, but one is a SigLIP2 bad inference result and the other is missing-vision-backend processor discovery; different causes." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Training slowdown and optimizer stepping twice under DeepSpeed are separate behaviors and code paths." + "reason": "One is a tie_word_embeddings warning, the other is a stale num_return_sequences warning in paged generate." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:46752", + "right": "issue:47020", "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." + "reason": "Empty-chat-template IndexError and XLMRobertaTokenizer passing the wrong vocab type are different tokenizer bugs." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping partial-batch results." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization failure." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:46132", + "right": "issue:47145", "accept": false, - "reason": "Missing fields from `trust_remote_code` config loading is unrelated to the ESM2 regression." + "reason": "AttentionInterface registration behavior change and FP8 weight_scale loading corruption are distinct problems." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:45593", + "right": "issue:47068", "accept": false, - "reason": "Missing `fpn_position_embeddings` in SAM3 video output and TimesFM `window_size` attribute errors are distinct model-specific bugs." + "reason": "D-FINE auxiliary-loss omission and a DeepSpeed loss host-sync conditional are different training issues." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Processor save-pretrained file emission and DeepSpeed double optimizer steps are unrelated bugs." + "reason": "Checkpoint key mismatch and a general transformers performance regression do not describe the same bug." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "A missing attribute on SAM3 vision output is not the same as `AutoConfig.from_pretrained(trust_remote_code=True)` dropping fields." + "reason": "Both mention compilation/attention caching, but one is kernel divergence and the other is lazy cache init causing recompilation; not the same defect." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Documentation example errors for SigLIP2 are not the same as AutoProcessor's missing-backend error behavior." + "reason": "Chat/completions API breakage is unrelated to a Gemma pipeline roundtrip issue." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated runtime failures." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration ValueError are unrelated." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration/decorator failure." + "reason": "A slowdown after upgrade and optimizer.step being called twice with deepspeed are different behaviors and code paths." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Wrong docstring text for `position_ids` is not the same as an actual variable-length-input bug in Qwen3.5." + "reason": "Tokenizer save_pretrained class mismatch and processor.save_pretrained missing files are similar only at a high level; they affect different artifacts and failures." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "PyTorch-missing ImportError for AutoModel and sentence-transformers hanging on load are different installation/runtime issues." + "reason": "SAM3 PixelDecoder dummy Conv2d and MaskGenerationPipeline dropping the final partial batch are unrelated." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "T5 decoder input validation error messaging and auto_docstring stdout pollution are unrelated diagnostics bugs." + "reason": "SAM3 Video missing fpn_position_embeddings and TimesFM2.5 window_size AttributeError are different attribute-access bugs." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Gemma EOS token config inconsistency is separate from AttentionInterface.register changing function behavior." + "reason": "Transformers 5.0 custom model init breakage and ESM2 breakage are broad version regressions but not the same concrete failure." }, { - "left": "issue:45561", - "right": "issue:47217", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "pytest-xdist file-race in testing utilities is unrelated to VL model failures when the image placeholder appears in user text." + "reason": "SigLIP2 doc example errors and AutoProcessor missing-vision-backend behavior are different issues." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "A generic bug report and gemma-4 ZeRO3 from_pretrained failure do not describe the same bug." + "reason": "A missing fpn_position_embeddings attribute and trust_remote_code config field loss are unrelated." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Tokenizer loading in v5 and `continue_final_message` with mistral_common are different tokenizer-related regressions." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different code paths." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." + "reason": "Generic bug report and Gemma-4 zero3 from_pretrained failure are not enough to establish the same underlying bug." } ] }, @@ -15125,7 +15151,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 50, "review_unit_count": 66, "status": "reviewed", @@ -15133,34 +15159,32 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ + "issue:28282", "issue:29925", "issue:30333", - "issue:33290", + "issue:30990", "issue:36010", "issue:41628", "issue:42175", "issue:42371", - "issue:42831", - "issue:42898", "issue:43232", "issue:43278", "issue:43673", + "issue:43723", "issue:43784", "issue:43824", "issue:43873", - "issue:43976", "issue:44038", - "issue:44222", - "issue:44351", - "issue:44496", - "issue:44568", + "issue:44188", + "issue:44373", + "issue:44623", "issue:44661", - "issue:44743", "issue:44792", "issue:44857", "issue:44869", + "issue:44871", "issue:44933", "issue:44945", "issue:45081", @@ -15170,287 +15194,271 @@ "issue:45310", "issue:45356", "issue:45375", - "issue:45405", "issue:45406", "issue:45478", "issue:45561", "issue:45593", - "issue:45712", - "issue:45753", + "issue:45656", + "issue:46132", "issue:46202", + "issue:46326", + "issue:46463", "issue:46701", + "issue:46851", "issue:46877", "issue:47000", "issue:47059", - "issue:47068" + "issue:47217" ], "soft_pairs": [ - "issue:44869|issue:45356", - "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:44623|issue:45656", + "issue:44373|issue:46851", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:43723|issue:46326", + "issue:44188|issue:46851", + "issue:45561|issue:47217", "issue:43232|issue:43673", - "issue:45375|issue:45478", - "issue:41628|issue:44933", - "issue:45310|issue:45375", + "issue:46877|issue:47000", + "issue:44869|issue:45356", + "issue:44038|issue:44623", "issue:36010|issue:41628", "issue:44661|issue:47059", + "issue:45375|issue:45478", + "issue:41628|issue:44933", "issue:43873|issue:44945", - "issue:42371|issue:45092", "issue:45081|issue:45103", + "issue:45310|issue:45375", "issue:43278|issue:45137", + "issue:42371|issue:45092", "issue:29925|issue:30333", "issue:45406|issue:46202", - "issue:46202|issue:46701", "issue:44857|issue:46877", + "issue:46202|issue:46701", "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" + "issue:44038|issue:45310" ], - "prepared_review_unit_hash": "590ef61a9d6e02da844aa5ff0bb977bb999a85d40c5dc3b39a5f485578c6f6dd", + "prepared_review_unit_hash": "aabf6a50bd1d39a9a31dd22169092def1bd661d6c3989eb97fbfa012d5555f54", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37566, - "estimated_input_tokens": 9392, - "estimated_eval_tokens": 19040 + "soft_pair_count": 30, + "serialized_chars": 36570, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "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.", + "summary": "This cluster is mostly unrelated Transformers issues across tokenizers, generation, docs, serving, and training/runtime behavior. The only notably similar pair is the two Qwen3.5-Moe from_pretrained reports, but that overlap is still only soft similarity and should not be treated as a confirmed duplicate subgroup.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45310 is the best anchor because it is the clearest, most version-scoped Qwen3.5-Moe from_pretrained report. I am treating its overlap with issue:44038 as soft similarity only, not as a proven duplicate pair.", "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_issue_reason": "issue:45310 is the most specific user-facing report in the strongest soft pair, so it is the best single issue to anchor triage. It should still be handled conservatively, without claiming a confirmed duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Both are tokenizer-related, but they are different failures: Whisper timestamp decoding crash vs Kimi-K2.5 regex/codec regression." + "reason": "Docstring/error-message issue vs import-time stdout diagnostics; different bugs and code paths." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Unrelated subsystems: docstring lint output at import time vs RTDetr loss infeasibility in matching." + "reason": "Processor save-pretrained missing files vs deepspeed double optimizer stepping; unrelated." }, { - "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", + "left": "issue:44373", + "right": "issue:46851", "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." + "reason": "Docstring typo vs functional variable-length position_ids bug." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Both are import-related, but they target different symbols and failure modes: AutoImageProcessor export vs image_utils import cleanup." + "reason": "PyTorch missing import error vs Sentence-Transformers loading hang; different failures." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44871", + "right": "issue:46132", "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." + "reason": "Gemma eos_token_id mismatch vs AttentionInterface.register behavior change." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Both are import errors, but for different public APIs and likely different code paths." + "reason": "Tokenizer loading in v5 vs mistral_common continue_final_message; different paths." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Different problem classes: add-new-model-like/tokenizer mapping logic vs huggingface_hub CLI completion attribute breakage." + "reason": "Attention-kernel divergence under torch.compile vs Qwen3.5 variable-length input handling." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "Different runtime issues: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + "reason": "pytest-xdist file race vs VL image-placeholder parsing bug." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "TF32 API guidance and remote-code meta-init incompatibility are unrelated." + "reason": "Generation sync_gpus/update kwargs ordering vs chunked_prefill cache missing." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Tokenizer regex patch crash vs auto_docstring annotation handling; no shared underlying bug." + "reason": "Import-time doc-lint noise vs RTDetrLoss infeasible cost matrix." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Different training/eval numeric behavior vs a ZeRO3 deque underflow error." + "reason": "Whisper trailing replacement-character crash vs Kimi-K2.5 tokenizer regression." }, { - "left": "issue:29925", - "right": "issue:30333", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Unrelated topics: SigLIP tokenizer fast mode enforcement vs MLflow reporting on failed jobs." + "reason": "Qwen3.5-Moe from_pretrained regression vs processor.save_pretrained missing files; not the same mechanism." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:36010", + "right": "issue:41628", "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." + "reason": "GenerationMixin import error vs AutoImageProcessor import error." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Gemma pipeline roundtrip issue vs DiffusionGemma image-text-to-text pipeline failure; different concrete failures." + "reason": "TOKENIZER_MAPPING_NAMES/add-new-model-like vs huggingface_hub CLI completion; unrelated." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Different components entirely: AMP/CUDA loss crash vs docstring lint stdout noise." + "reason": "Qwen3.5-Moe config field omission vs from_pretrained regression." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "D-FINE denoising/aux-loss logic is unrelated to auto_docstring import-time diagnostics." + "reason": "AutoImageProcessor export issue vs non-existent image_utils import." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Same broad Qwen MoE area, but not the same bug: Qwen3-VL-Moe behavior vs Qwen3.5 Moe from_pretrained failure." + "reason": "Quantization offloading vs pipeline-parallel output correctness." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Generation cache/update issue vs janus image generation test failure; no same code-path evidence." + "reason": "Mistral regex patch crash vs auto_docstring annotations crash." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Both import/export regressions, but for different symbols: AutoImageProcessor vs HybridCache." + "reason": "Both are Qwen3.5-related, but one is a from_pretrained regression and the other is a missing config field; different bugs." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Packaging/backend dependency issue vs nonexistent image_utils import; different root causes." + "reason": "Embedding dtype drift vs ZeRO3 deque underflow." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "MoE-related, but one is FP8 save_pretrained behavior and the other is a from_pretrained loading regression." + "reason": "TF32 API guidance vs InternVL2 meta-init incompatibility." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:29925", + "right": "issue:30333", "accept": false, - "reason": "Pipeline parallelism output corruption is unrelated to the Qwen3_5 infinite-loop image bug." + "reason": "SigLIP fast-tokenizer enforcement vs MLFlow reporting on failure." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "pytest-xdist file race and CLI completion breakage are unrelated." + "reason": "Gemma4Processor missing _tokenizer vs Gemma pipeline roundtrip on \u2581." }, { - "left": "issue:45405", + "left": "issue:44857", "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." + "reason": "LwDetrImageLoss AMP/CUDA crash vs import-time doc-lint output." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "MLflow reporting bug vs DeepSpeed/Adafactor OOM; no duplicate evidence." + "reason": "Gemma tokenizer roundtrip vs DiffusionGemmaGenerationOutput pipeline failure." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Tokenizer cleanup behavior change vs mdeberta add_special_tokens/BOS-EOS regression; distinct tokenizer bugs." + "reason": "D-FINE auxiliary-loss omission vs import-time doc-lint output." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs FP8 save_pretrained behavior; different failure modes." + "reason": "Generation kwargs update issue vs janus image generation test failure." }, { "left": "issue:42175", - "right": "issue:45712", + "right": "issue:44933", "accept": false, - "reason": "Packaging backend inclusion problem vs leftover dummy classes leaking into dir(transformers); unrelated." + "reason": "TF extras missing from torch install vs image_utils export issue." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing names and likely different fixes." + "reason": "Sentence-transformers nn import error vs Qwen2_5_VLForConditionalGeneration import error." }, { - "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", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Unrecognized model/config handling vs pytest-xdist captured_info.txt race; no shared underlying bug." + "reason": "Reject: this is only a high-similarity soft pair with no explicit links or pair evidence, so it is not a confirmed duplicate pair." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the analysis overstates the evidence. In the packet, issue:44038 and issue:45310 are only a high-similarity soft pair (deterministic_accept=false, no explicit links or pair evidence), not a confirmed duplicate pair. The canonical/best-issue rationale should stay conservative and avoid claiming a proven duplicate subgroup." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -15458,7 +15466,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 51, "review_unit_count": 66, "status": "reviewed", @@ -15466,310 +15474,323 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:22355", - "issue:27957", - "issue:28282", "issue:30333", "issue:30990", + "issue:33290", "issue:34689", "issue:35141", + "issue:36331", "issue:39692", - "issue:42222", + "issue:41628", + "issue:42175", "issue:42673", - "issue:42796", + "issue:42831", "issue:42898", - "issue:43116", "issue:43295", "issue:43479", "issue:43704", "issue:43723", - "issue:43874", - "issue:44016", + "issue:43976", "issue:44060", - "issue:44075", "issue:44079", "issue:44186", - "issue:44190", - "issue:44295", + "issue:44222", + "issue:44351", "issue:44448", + "issue:44496", "issue:44568", "issue:44623", - "issue:44734", + "issue:44743", "issue:44779", "issue:44843", "issue:44869", - "issue:45092", - "issue:45103", + "issue:44933", + "issue:44945", "issue:45125", - "issue:45200", "issue:45310", + "issue:45405", + "issue:45561", "issue:45600", - "issue:45656", + "issue:45712", + "issue:45753", "issue:45812", - "issue:46077", - "issue:46123", - "issue:46231", "issue:46693", "issue:46829", + "issue:46877", "issue:46909", "issue:47059", + "issue:47068", "issue:47085" ], "soft_pairs": [ + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:30333|issue:33290", + "issue:42175|issue:45712", + "issue:45561|issue:47059", + "issue:42898|issue:44568", + "issue:44945|issue:45753", + "issue:42898|issue:45812", + "issue:42831|issue:44222", + "issue:44496|issue:45561", + "issue:44843|issue:47085", + "issue:43976|issue:44933", "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:44060|issue:45125", + "issue:42673|issue:43704", "issue:42673|issue:46693", "issue:39692|issue:46909", + "issue:44623|issue:45310", "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:36331", + "issue:45600|issue:47059", + "issue:42898|issue:44448", "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" + "issue:43479|issue:44869", + "issue:42673|issue:47085", + "issue:42898|issue:44779" ], - "prepared_review_unit_hash": "60385b8a286bdc17e52489793b01ff506e3fcf5dadd4e3f4fd2149cc435a8d76", + "prepared_review_unit_hash": "a9032c2374126cc3f028dab3bfa049b8c7e4b03ab5d215d259eef05e4f4afef7", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37177, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37043, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 }, "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.", + "summary": "Mostly false-positive similarity hits across unrelated bugs. The only clear duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest differ by model, subsystem, or failure mode, so there is no single global canonical issue for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue for the whole set: the items span unrelated topics (tokenizers, multimodal loading, training, packaging, docs, and testing).", "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_issue_reason": "If a representative is needed, issue 42673 is the best anchor for the only true duplicate pair because 43704 has the same title and symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Different bugs: a loading hang for Sentence Transformers vs embedding resize/post_init reinitialization." + "reason": "Different missing-import bugs: AutoImageProcessor vs HybridCache." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer add_special_tokens regression vs fast-tokenizer thread-safety regression." + "reason": "Both mention FP8/Qwen3.5 MoE, but one is save_pretrained and the other is from_pretrained loading; different code paths." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "Offline Mistral regex patch issue vs tokenizer thread-safety; different failure modes and code paths." + "reason": "Unrelated packaging/version pin issue vs import-time docstring lint noise." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:44743", + "right": "issue:47068", "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." + "reason": "Different bugs: Qwen3.5 recurrent state reset vs deepspeed loss host synchronization." }, { - "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:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to OOM with Adafactor/DeepSpeed." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is unrelated to tokenizer thread-safety." + "reason": "TensorFlow backend install packaging vs leftover dummy classes/check_repo cleanup." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "Different model families and failures: multimodal config init vs incorrect hidden_states in video classification output." + "reason": "pytest-xdist file race is unrelated to the huggingface_hub CLI API break." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Both are tokenizer-related, but one is a v5 cleanup_spaces behavior change and the other is missing BOS/EOS insertion." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders vs FA2 long-context performance regression; not the same concrete bug." + "reason": "Different model/runtime bugs: pipeline parallelism output mismatch vs Qwen3_5 infinite loop on a specific image." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Both are documentation-example issues, but they affect different docs/models and different error types." + "reason": "Tokenizer regression categories differ: cleanup_spaces behavior vs wrong token IDs for Granite." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "AutoTokenizer v5 loading issue vs missing BOS/EOS insertion for a specific tokenizer." + "reason": "FP8 accuracy regression is not the same as FP8 save_pretrained for MoE." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Both are Qwen3-related, but one is a wrong tied-weights warning and the other is missing tensor-parallel plan metadata." + "reason": "Unrecognized model config loading vs xdist captured_info.txt race; no shared bug." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "auto_mappings CI break from removed configs vs CLI completion API break in huggingface_hub; unrelated." + "reason": "Offline model_info call in Mistral regex patch is unrelated to tokenizer thread safety." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Notebook syntax error vs documentation parameter-name mismatch." + "reason": "Python version support/package compatibility is unrelated to a removed image_utils import." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Multimodal config defaults vs ModelOutput key assignment logic; different code paths." + "reason": "Sentence Transformers loading stall vs embedding resize/post_init reinit are different failure modes." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Both tokenizer regressions in v5, but one is cleanup-space behavior and the other is Deepseek tokenization correctness." + "reason": "add_special_tokens regression is not the same as fast-tokenizer thread safety." }, { - "left": "issue:42673", + "left": "issue:44186", "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." + "reason": "LayoutLMv2 NER/padding crash is a model-specific tokenizer bug, not a concurrency bug." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to model-loading breakage for Llama 3.2 vision." + "reason": "Phi4Multimodal config initialization and VideoPrism output fields are unrelated." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Phi4 multimodal config defaults are unrelated to Whisper timestamp decoding on trailing replacement characters." + "reason": "Qwen3-Next tied-weights warning bug is separate from missing _tp_plan in Qwen3.5 MoE." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact Qwen3ForCausalLM VRAM leak in multiple dataloader threads; this looks like the same underlying bug reported twice." + }, + { + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Both are v5 regressions, but one concerns cleanup-space behavior and the other processor/tokenizer access with images." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to FA2 long-context performance regression." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "Tokenizer cleanup-space behavior vs generation output differences for Pegasus-cnn_dailymail; different bug classes." + "reason": "Both are broken docs examples, but for different models and different example errors." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow job-status reporting." + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Bidirectional attention mask construction vs partial-batch result dropping; different pipeline logic." + "reason": "Tokenizer loading failure in v5 is not the same issue as missing BOS/EOS on add_special_tokens." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Position_ids buffer access error is unrelated to optimizer.step being called twice under deepspeed." + "reason": "Model config initialization bug vs ModelOutput key assignment bug are unrelated." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; different import errors." + "reason": "MLFlow reporting failure is unrelated to CustomTrainer.compute_loss argument mismatch." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "VitPose model breakage vs Gemma 4 multimodal token-type defaulting; unrelated model families." + "reason": "auto_mappings reference cleanup is unrelated to the huggingface_hub CLI break." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Missing image-patch method in a fast processor vs remote-code checkpoint incompatibility with v5 meta init." + "reason": "cleanup_spaces regression is not the same as Pegasus output differences between v4 and v5." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "KV-cache continuation crash in serve vs auto-docstring AttributeError under future annotations; unrelated." + "reason": "Failed-job MLFlow reporting is unrelated to Llama 3.2 Vision model loading regression." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Tokenizer BPE-marker handling for a specific model vs AutoTokenizer v5 loading error; different root causes." + "reason": "Both are v5 tokenizer regressions, but one is cleanup_spaces behavior and the other is processor.tokenizer/images handling." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "SGD optimizer args not used vs docs parameter-name mismatch; unrelated." + "reason": "Phi4Multimodal config defaults and Whisper word-timestamp decoding are different bugs." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer thread safety." + }, + { + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Empty multi-label outputs in classification script vs local dataset loading failure in image classification script." + "reason": "cleanup_spaces behavior change is unrelated to DeepSeek tokenization producing wrong results." } ] }, "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." + "feedback": "The summary is grounded in the packet: the set spans clearly different subsystems, and the only accepted pair (issue:42673 / issue:43704) is a conservative duplicate call because the titles are identical and the symptoms match. The other verdicts are consistently cautious and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -15780,7 +15801,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 52, "review_unit_count": 66, "status": "reviewed", @@ -15788,297 +15809,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:30990", - "issue:38175", + "issue:22355", + "issue:28282", "issue:41628", + "issue:42222", "issue:42757", + "issue:42796", "issue:42831", + "issue:43116", "issue:43122", "issue:43232", - "issue:43475", "issue:43479", "issue:43504", - "issue:43644", "issue:43723", + "issue:43874", + "issue:44016", + "issue:44075", "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:44734", "issue:44933", "issue:44977", - "issue:45071", "issue:45092", + "issue:45103", + "issue:45200", "issue:45245", "issue:45310", "issue:45405", "issue:45656", "issue:45712", "issue:45834", - "issue:46082", + "issue:46077", + "issue:46123", "issue:46132", "issue:46209", - "issue:46305", - "issue:46369", - "issue:46424", + "issue:46231", "issue:46431", "issue:46614", - "issue:46762", - "issue:46909", + "issue:46665", "issue:46932", "issue:47059", "issue:47276" ], "soft_pairs": [ - "issue:44222|issue:44297", - "issue:45405|issue:45712", + "issue:44016|issue:46231", + "issue:46077|issue:46123", + "issue:22355|issue:28282", + "issue:42222|issue:45200", "issue:46209|issue:46431", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:45405|issue:45712", + "issue:42796|issue:43723", + "issue:43116|issue:44190", + "issue:43874|issue:45092", "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:43479|issue:46665", "issue:44297|issue:45656", "issue:42831|issue:44623", - "issue:43479|issue:43644", - "issue:44222|issue:44623", - "issue:44933|issue:45712", + "issue:44075|issue:46231", "issue:45245|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:43723|issue:44977", "issue:44373|issue:44485", "issue:44297|issue:45310", - "issue:43122|issue:46209", - "issue:43723|issue:44977", - "issue:41628|issue:42757", "issue:43232|issue:47276", "issue:43504|issue:47059", "issue:46614|issue:46932", - "issue:45071|issue:46082", - "issue:43232|issue:45834", - "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:44263|issue:44373", - "issue:46369|issue:46909", "issue:44327|issue:47059", - "issue:43232|issue:46424", - "issue:44190|issue:46082" + "issue:43232|issue:45834", + "issue:43122|issue:46209", + "issue:41628|issue:42757" ], - "prepared_review_unit_hash": "ab7c587745ddfd4e3f5a2981a0e23c25b74d2bbfc0ff74c89dc10fea0be22314", + "prepared_review_unit_hash": "ab858f855027a4b652382c32e01d1192475d5558ef3c613c54576f66d72d21b3", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36041, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad vocabulary (imports, tokenizers, save_pretrained, generation, FP8) but not the same concrete failing code path. I would reject every soft edge.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate emerges from this set; if one issue must be picked as the best representative, issue:44297 is the most self-contained and concrete bug report.", "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_issue_reason": "issue:44297 is the strongest standalone representative: it describes a specific tokenizer.save_pretrained failure with a clear observable mismatch and likely actionable fix.", "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", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Unrelated: PEFT version pinning vs leftover dummy classes in repo checks." + "reason": "Notebook syntax error vs documentation parameter-name mismatch; different artifacts and no shared failing code path." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Different bugs: FP8 inference on B200 vs missing chat template in processor." + "reason": "One is about Gemma4 attention mask construction, the other about final partial batching in MaskGenerationPipeline; unrelated bugs." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Different concrete problems: output regression across versions vs AttentionInterface callback behavior." + "reason": "Missing transformers.onnx module import versus missing PyTorch dependency for AutoModel; both are ImportErrors but from different causes." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer save_pretrained bug is unrelated to deepspeed optimizer stepping twice." + "reason": "VitPose model loading breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific issues." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Different areas: FineGrainedFP8 accuracy vs processor.save_pretrained file omission." + "reason": "FP8 inference on B200 and missing chat template support in a processor are unrelated failures." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Multimodal config initialization is unrelated to non-persistent buffer serialization junk." + "reason": "Position_ids buffer access bug versus optimizer step being called twice under deepspeed; different subsystems and symptoms." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Both involve saving, but one is FP8 MoE checkpointing and the other is processor artifact export." + "reason": "KV-cache indexing crash in serve versus auto-docstring crash with future annotations; no shared code path." }, { - "left": "issue:44933", + "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Import exposure from image_utils is unrelated to dummy class cleanup." + "reason": "PEFT version bump issue versus leftover dummy class cleanup; unrelated maintenance problems." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Category-limit runtime error is unrelated to AttentionInterface register semantics." + "reason": "Tokenizer BPE-marker handling and AutoTokenizer.from_pretrained v5 loading are both tokenizer-related but not the same bug." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Docstring wording for position_ids is not the same as a RoPE implementation bug." + "reason": "Example-script failures in different pipelines and with different root causes; not duplicates." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Both are from model loading paths, but tokenizer save mismatch and Qwen3.5 from_pretrained failure are different defects." + "reason": "Missing multimodal processor method versus remote-code checkpoint/meta-init incompatibility; different underlying defects." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Tokenization differences across versions are unrelated to FP8 inference failure on B200." + "reason": "Pegasus output drift across versions is not the same as AttentionInterface.register changing registered-function behavior." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Tokenizer loading failure and flash-attention generation bug are different code paths." + "reason": "FP8 MoE save_pretrained bug and tokenizer.save_pretrained metadata mismatch are different save paths and different object types." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:43479", + "right": "issue:46665", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages." + "reason": "Config default initialization bug versus inconsistent from_pretrained behavior inside Python classes; too different to merge." }, { - "left": "issue:43232", - "right": "issue:47276", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "One is a generation state bug; the other is only a misleading warning message." + "reason": "Tokenizer save metadata mismatch versus optimizer stepping twice; unrelated code and symptoms." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Legacy field loading issue is unrelated to CLI breakage from huggingface_hub 1.22.0." + "reason": "FP8 accuracy regression and processor.save_pretrained missing files are distinct issues." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to Gemma4 dtype casting." + "reason": "SGD args ignored in optimizer logic versus docstring naming mismatch; documentation-only and code-behavior bugs differ." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Both are config-related, but type-checking breakage and explicit head_dim validation are different bugs." + "reason": "Category-count runtime limit and attention registration behavior are unrelated." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index errors." + "reason": "Bad import from image_utils versus dummy class cleanup in dummy_pt_objects; not the same defect." }, { "left": "issue:44222", - "right": "issue:44484", + "right": "issue:44623", "accept": false, - "reason": "Checkpoint saving bug and max_shard_size default question are not the same issue." + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor artifact emission; different failures." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "SAM3 missing attribute and Moonshine off-by-one masking are different model bugs." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are unrelated." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Different models and symptoms: loading hang vs zero probabilities." + "reason": "Docstring mismatch for position_ids versus GLM-5 RoPE implementation discussion; one is documentation, the other model math." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Buffer access after registration is unrelated to missing processor save files." + "reason": "Tokenizer save_pretrained metadata bug versus Qwen3.5 MoE from_pretrained error; different object paths and root causes." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:43232", + "right": "issue:47276", "accept": false, - "reason": "DSA indexer architecture complaint is not the same as Minimax attention numerical drift." + "reason": "Generation-state update bug versus misleading warning text in continuous batching; not the same underlying bug." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43504", + "right": "issue:47059", "accept": false, - "reason": "torch.split return values bug is unrelated to meta-initialization incompatibility." + "reason": "Beit pretrained preset legacy-field loading issue and huggingface_hub CLI breakage are unrelated." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." + "reason": "Stale phonemizer language cache bug versus Gemma4 quantized embedder dtype casting; different components entirely." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA top-k bounds crash and CLI completion breakage are unrelated." + "reason": "QA top-k bounds crash versus CLI compatibility failure with huggingface_hub 1.22.0; no shared bug." }, { "left": "issue:43232", - "right": "issue:46424", + "right": "issue:45834", "accept": false, - "reason": "Both touch generation/cache behavior, but one is sync_gpus handling and the other is cache length configuration." + "reason": "sync_gpus/generation kwarg handling and long OCR index errors are unrelated." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer version-to-version output differences and FP8 inference on B200 are different problem domains." + }, + { + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Dataset loading failure is unrelated to LlamaConfig head_dim validation." + "reason": "Both are missing-import errors, but one is transformers AutoImageProcessor and the other is huggingface_hub is_offline_mode; different packages and causes." } ] }, @@ -16092,7 +16113,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 53, "review_unit_count": 66, "status": "reviewed", @@ -16100,289 +16121,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:22355", "issue:27957", "issue:28218", - "issue:39401", + "issue:30990", + "issue:38175", "issue:41628", - "issue:42796", "issue:42831", "issue:42907", - "issue:43122", + "issue:43232", "issue:43408", - "issue:43540", + "issue:43475", "issue:43576", - "issue:43644", "issue:43756", "issue:43784", "issue:43824", "issue:43986", "issue:44038", "issue:44060", - "issue:44188", - "issue:44261", + "issue:44190", + "issue:44222", "issue:44263", "issue:44279", + "issue:44295", "issue:44360", "issue:44373", "issue:44483", - "issue:44568", - "issue:44829", + "issue:44484", + "issue:44623", "issue:44964", + "issue:45071", "issue:45092", "issue:45310", "issue:45357", "issue:45381", "issue:45406", "issue:45600", - "issue:45753", - "issue:46002", "issue:46050", + "issue:46082", "issue:46305", "issue:46328", "issue:46369", "issue:46402", + "issue:46424", "issue:46655", "issue:46726", + "issue:46762", "issue:46909", - "issue:47059", - "issue:47217" + "issue:47059" ], "soft_pairs": [ - "issue:42907|issue:46050", + "issue:43475|issue:46305", + "issue:30990|issue:38175", + "issue:45071|issue:46082", "issue:45092|issue:45357", - "issue:44279|issue:46328", - "issue:43986|issue:46726", + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:44222|issue:44484", + "issue:46369|issue:46909", + "issue:42907|issue:46050", "issue:43408|issue:46402", - "issue:46305|issue:46655", + "issue:44360|issue:46762", + "issue:43986|issue:46726", "issue:45381|issue:46305", + "issue:44279|issue:46328", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:46305|issue:46655", "issue:22355|issue:27957", - "issue:42831|issue:45310", "issue:41628|issue:43824", - "issue:44263|issue:44360", - "issue:44483|issue:45406", - "issue:44964|issue:47059", - "issue:42831|issue:44038", - "issue:22355|issue:28218", - "issue:44261|issue:45092", - "issue:44829|issue:46002", - "issue:44188|issue:44373", "issue:43784|issue:45600", - "issue:42796|issue:43122", - "issue:39401|issue:44568", - "issue:43576|issue:43784", - "issue:43986|issue:47217", - "issue:43644|issue:46305", - "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:42831|issue:45310", + "issue:44483|issue:45406", "issue:43756|issue:44060", - "issue:43408|issue:46369", - "issue:43540|issue:46909", - "issue:45381|issue:46909" + "issue:43576|issue:43784", + "issue:44964|issue:47059", + "issue:44263|issue:44360", + "issue:42831|issue:44038" ], - "prepared_review_unit_hash": "e710718c6afcae1dd6bc23e0f0aa16cb8bdd0f4d09369d06c5a573e3528e057b", + "prepared_review_unit_hash": "ae487605019e320f19b80f098d5cd333ca4b743dd4ae8758362e2587df29dd29", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35624, - "estimated_input_tokens": 8906, - "estimated_eval_tokens": 18068 + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "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, + "summary": "The set is mostly heterogeneous; the soft-similarity pairs are about different bugs in different subsystems, so I did not merge any of them as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "There is no clear canonical issue because the candidate pairs span unrelated bugs and subsystems rather than one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46050 is the strongest standalone bug report: it is concrete, regression-like, and has a clear save/load failure path for quantized models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43475", + "right": "issue:46305", "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." + "reason": "Different model families and failures: SAM3 vision encoder attribute error vs MoonshineStreaming off-by-one window masking." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:30990", + "right": "issue:38175", "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." + "reason": "Unrelated problems: Sentence-Transformers loading hang vs SIGLIP2 zero probabilities." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "These are unrelated: a generic dependency issue versus a performance regression in SequenceFeatureExtractor.pad." + "reason": "Both involve config validation, but they are different checks on different config classes and code paths." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:45092", + "right": "issue:45357", "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." + "reason": "Different multimodal model regressions: meta init incompatibility vs wrong visual encoder keys on save_pretrained." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:43232", + "right": "issue:46424", "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." + "reason": "Different generation/cache behaviors; one is sync_gpus generation state handling, the other cache length honoring." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:44295", + "right": "issue:44623", "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." + "reason": "Different serialization bugs: buffer access for position_ids vs processor.save_pretrained missing files." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Different models and failure modes: qwen2.5-vl vision_position_ids vs MoonshineStreaming mask-window off-by-one." + "reason": "Unrelated: dataset loading in an example script vs LlamaConfig head_dim validation." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "No module import failure versus Flash Attention 2 support for XLMRoberta; unrelated." + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is shard-size default behavior." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained loading errors." + "reason": "Different issues entirely: SAM3-LiteText memory overflow vs a broken DIA documentation example." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration are different import/export issues affecting different symbols." + "reason": "Both concern model saving/loading, but they target different quantization methods and failures, not the same bug." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43408", + "right": "issue:46402", "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." + "reason": "Same SAM3 area, but one is a model-type warning and the other is missing text encoder weights." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "A chat/completions API request rejection is unrelated to Gemma4Processor missing _tokenizer during serve startup." + "reason": "Different numerical/implementation issues in different attention/indexer components." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "Model loading failure for Phi-4-multimodal-instruct is unrelated to a CLI test breakage from huggingface_hub _add_completion changes." + "reason": "Both involve AutoProcessor backend handling, but the specific failure modes and trigger conditions differ." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5-Moe from_pretrained errors are different bugs with no shared code path." + "reason": "Different video-positioning bugs in different models; not the same concrete code path." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "An import error for transformers.onnx is unrelated to tokenizer spacing after added tokens." + "reason": "Dependency complaints versus a performance bug in SequenceFeatureExtractor.pad are unrelated." }, { - "left": "issue:44261", + "left": "issue:44263", "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." + "reason": "GlmMoeDsaIndexer split semantics is unrelated to remote-code checkpoint meta initialization." }, { - "left": "issue:44188", + "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring for position_ids." + "reason": "One is a runtime indexer bug; the other is a docstring issue only." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "A NameError during sentence-transformers import is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Both are video-processing bugs, but one is a sliding-window mask off-by-one and the other is padding calculation." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:22355", + "right": "issue:27957", "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." + "reason": "Import failure for transformers.onnx is unrelated to XLMRoberta Flash Attention 2." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Qwen3 offset_mapping bugs and mdeberta add_special_tokens/BOS-EOS behavior are distinct tokenizer issues." + "reason": "Both are import errors, but they concern different missing symbols and likely different release/export issues." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "The transformers env CLI breakage and the sentence-transformers import NameError are unrelated." + "reason": "Sentence-Transformers import NameError is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:22355", + "right": "issue:28218", "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." + "reason": "No relation between missing transformers.onnx and tokenizer spacing after added tokens." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Non-persistent buffer junk values and a MoonshineStreaming mask off-by-one are unrelated bugs." + "reason": "Both mention model/quantization problems, but they are different models and different failure modes." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different model/runtime problems." + "reason": "OpenAI chat-completions API behavior and Gemma4Processor internal attribute crash are unrelated." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE layer dropping and Qwen3-Next tied-weight warnings are not the same bug." + "reason": "Different model architecture bugs: Smollm3 RoPE layer handling vs Qwen3-Next tied-weights warning." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "sam3_video vs sam3_tracker warning is unrelated to memory overflow in sam3-litetext." + "reason": "CLI env command breakage is unrelated to a sentence-transformers import NameError." }, { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:44964", + "right": "issue:47059", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError is unrelated to a broken DIA documentation example." + "reason": "Model loading regression and huggingface_hub CLI test failure are unrelated." }, { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but these are distinct bugs in different parts of the implementation." + }, + { + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "qwen2.5-vl video position-id bug and a broken docs example do not share the same code path." + "reason": "Different quantization/model issues with no shared concrete code path." } ] }, @@ -16396,7 +16418,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 54, "review_unit_count": 66, "status": "reviewed", @@ -16404,7 +16426,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:22355", "issue:27957", @@ -16414,294 +16436,280 @@ "issue:39379", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", + "issue:42796", + "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", - "issue:43116", "issue:43122", "issue:43329", "issue:43408", - "issue:43452", - "issue:43475", + "issue:43540", + "issue:43644", "issue:43646", - "issue:43824", - "issue:43937", - "issue:43976", - "issue:44038", + "issue:43986", "issue:44117", - "issue:44263", + "issue:44188", + "issue:44261", "issue:44295", "issue:44297", - "issue:44351", - "issue:44360", - "issue:44485", + "issue:44373", "issue:44488", "issue:44521", + "issue:44568", "issue:44625", "issue:44704", "issue:44829", "issue:44945", "issue:44964", - "issue:45200", - "issue:45216", + "issue:45092", "issue:45278", - "issue:45290", - "issue:45478", + "issue:45381", + "issue:45753", "issue:46002", "issue:46172", + "issue:46305", "issue:46326", - "issue:47059" + "issue:46369", + "issue:46909", + "issue:47059", + "issue:47217" ], "soft_pairs": [ + "issue:44188|issue:44373", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43540|issue:46909", + "issue:43408|issue:46369", + "issue:45381|issue:46909", "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:42886|issue:42994", + "issue:27957|issue:30990", + "issue:42757|issue:45278", "issue:30990|issue:33357", - "issue:44295|issue:44297", - "issue:43122|issue:46326", "issue:43329|issue:47059", + "issue:43122|issue:46326", "issue:44625|issue:44829", - "issue:39401|issue:44488", + "issue:44295|issue:44297", "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" + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42907|issue:44945" ], - "prepared_review_unit_hash": "ae49e4a059b7b6683ed1a4555545b44f2f0530ef1bf34fae764ad76a00f22308", + "prepared_review_unit_hash": "51eac0e489a6573950a3d20faa21858d367f3ec0990d8390c26afe4798f52d8d", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36525, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "soft_pair_count": 29, + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "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.", + "summary": "The cluster is very heterogeneous: most pairs are superficially similar only at the subsystem level, not the same bug or change. I would not merge any of the soft-edge candidates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44521 is the most active open report and the best available anchor for this mixed set, but it is not a true duplicate of the others.", "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_issue_reason": "Issue 44521 is the most actionable current bug report in the set, with strong ongoing discussion and inbound references.", "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", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Different models and different failures: mllama mask handling vs deepseek-v4 tensor transpose/indexing." + "reason": "Attention-kernel branching bug vs. a docstring issue for position_ids; unrelated code paths." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "One is a specific missing hub symbol; the other is a broad post-upgrade import regression report." + "reason": "RMS norm epsilon precision issue vs. meta-init incompatibility for old remote-code checkpoints; not the same defect." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging on load." + "reason": "Flash Attention 3 training degeneration vs. NaNs after checkout/init; different symptoms and likely causes." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." + "reason": "Non-persistent buffer junk in v5.0 vs. a sliding-window mask off-by-one; no shared bug path." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43986", + "right": "issue:47217", "accept": false, - "reason": "Loading hang vs MacOS bus error are different failures with different likely causes." + "reason": "Missing torchvision crash in AutoProcessor vs. image placeholder handling in user text; distinct multimodal failures." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Buffer access error and tokenizer_class mismatch in saved config are distinct save/load bugs." + "reason": "Tokenizer BPE marker handling for one model vs. broader tokenization differences across versions; not the same concrete bug." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:42831", + "right": "issue:45753", "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." + "reason": "FineGrainedFP8 accuracy regression vs. an infinite loop on a specific image; unrelated." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Multimodal token counting/video branch bug is unrelated to a CLI failure with huggingface_hub." + "reason": "Qwen3 offset_mapping bug vs. missing BOS/EOS addition for mdeberta-v3-base; different tokenizer behaviors." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated issues." + "reason": "Video model memory overflow vs. a broken documentation example; different artifact types." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to loading a specific model checkpoint." + "reason": "Model-type warning for sam3_video/sam3_tracker vs. sam3-litetext memory overflow; unrelated." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:45381", + "right": "issue:46909", "accept": false, - "reason": "Quantized save failure and Phi-4 multimodal loading failure are separate model-path problems." + "reason": "Qwen2.5-VL video vision_position_ids bug vs. DIA docs example; no overlap in underlying issue." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer/multimodal-adjacent, but offset_mapping and all-zero assistant masks are different bugs." + "reason": "Offline cache loading failure vs. wrong tokenizer decoder type in v5; separate failures." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:39379", + "right": "issue:46172", "accept": false, - "reason": "Python version compatibility issue is unrelated to incorrect output under pipeline parallelism." + "reason": "Incorrect multimodal mask handling in mllama vs. a DeepSeek-V4 tensor operation bug; unrelated." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are different API bugs." + "reason": "Non-persistent buffer corruption vs. NaNs in classification heads; too broad and not the same code path." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Specific AutoImageProcessor import failure is not the same as a broad multi-import regression report." + "reason": "Tokenizer offline-cache loading vs. quantized model saving failure; different subsystems." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Quantized saving and pipeline-parallel generation correctness are unrelated." + "reason": "Flash Attention 2 on XLM-Roberta vs. SentenceTransformers loading hang; not the same bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer output differences and multimodal assistant mask generation are different issues." + "reason": "Specific missing hub symbol vs. broad import errors after upgrade; only loosely related by dependency breakage." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Cached-file kwargs forwarding and assistant tool-call chat templating crash do not share the same underlying bug." + "reason": "Model loading hang vs. MacOS bus error; different failure modes and models." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "Undefined multimodal-token helper in video branch vs. a CLI regression from huggingface_hub; unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value bug are not the same issue." + "reason": "Version-to-version tokenization drift vs. mistral_common continue_final_message behavior; different tokenizer features." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "SAM 3 video warning vs missing fpn_position_embeddings attribute are separate SAM-video problems." + "reason": "num_labels propagation bug vs. Flash Attention 3 training degeneration; no shared change or code path." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Quantized saving failure and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "position_ids buffer access error vs. save_pretrained writing wrong tokenizer_class; distinct tokenizer serialization issues." }, { "left": "issue:42907", - "right": "issue:43452", + "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure and gguf_file breakage in from_pretrained are different code paths." + "reason": "Quantized save failure vs. multimodal model load failure; different operations." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Qwen3-VL-Moe model bug and tokenizer save-pretrained class mismatch are unrelated." + "reason": "Offset mapping bug for Qwen3 tokenizer vs. all-zero assistant masks in multimodal chat templates; separate tokenizer behaviors." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are different import symbols with different causes." + "reason": "Missing transformers.onnx module vs. slow/fast tokenizer inconsistency; unrelated." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are not the same bug." + "reason": "Qwen3 offset mapping bug vs. a specific model load failure; not the same underlying issue." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." + "reason": "Missing AutoImageProcessor import vs. broad import errors after upgrade; too generic to unify." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44117", + "right": "issue:44704", "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." + "reason": "TOKENIZER_MAPPING_NAMES returning None vs. AutoProcessor kwargs not forwarded to cached_file; different call sites." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Classification script empty outputs and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "Quantized model saving failure vs. incorrect LLM output under pipeline parallelism; unrelated." } ] }, @@ -16715,7 +16723,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 55, "review_unit_count": 66, "status": "reviewed", @@ -16723,262 +16731,276 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:22355", "issue:28348", "issue:29127", - "issue:36296", - "issue:38617", "issue:39379", "issue:39401", "issue:42175", "issue:42222", - "issue:42673", + "issue:42371", "issue:42757", - "issue:42898", + "issue:42907", "issue:43116", "issue:43122", "issue:43232", "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", "issue:43493", - "issue:43611", + "issue:43824", + "issue:43906", + "issue:43937", "issue:43976", "issue:44038", - "issue:44075", "issue:44188", "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", "issue:44351", - "issue:44483", - "issue:44625", - "issue:44779", - "issue:44936", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44704", "issue:44938", "issue:44945", "issue:44995", - "issue:45072", - "issue:45278", - "issue:45357", - "issue:45446", + "issue:45200", + "issue:45216", + "issue:45290", "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:43976|issue:44945", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:43824|issue:44351", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:44995|issue:46697", + "issue:44360|issue:44485", + "issue:43122|issue:43906", "issue:44038|issue:44222", + "issue:43278|issue:44945", + "issue:42175|issue:44938", "issue:46172|issue:46762", "issue:22355|issue:29127", - "issue:42175|issue:44938", - "issue:43278|issue:44945", - "issue:39401|issue:46614", + "issue:28348|issue:46640", "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" + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:44188|issue:46328" ], - "prepared_review_unit_hash": "daf1443388e76083da28d308b3be7a8800a19591d82abbc0ace8dead105ea0bb", + "prepared_review_unit_hash": "685007d4b3e498b91117b2fc0a1136d1b2aca5d641aa06013908cb0dbfb3f387", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 34592, - "estimated_input_tokens": 8648, - "estimated_eval_tokens": 17552 + "soft_pair_count": 27, + "serialized_chars": 35329, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 }, "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.", + "summary": "This cluster is heterogeneous rather than duplicate-heavy: the soft pairs cover unrelated import errors, tokenizer behavior, generation bugs, multimodal masking, model-specific regressions, and environment issues. None of the candidate pairs look like the same underlying bug or a PR that could be merged together.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items do not converge on one underlying bug or change, so there is no safe representative issue for the cluster.", "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_issue_reason": "No global best issue: the cluster spans unrelated reports, so any single issue would be misleading as a canonical triage target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Both are tokenizer regressions, but they target different models and failure modes; not enough evidence of one concrete shared bug." + "reason": "Version/Python compatibility failure vs incorrect pipeline-parallel generation output; different problems and code paths." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43122", + "right": "issue:44521", "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." + "reason": "Tokenizer output drift vs multimodal assistant mask bug; related to text handling broadly, but not the same defect." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both concern numerical behavior, but they are different models and different attention implementations, so not the same bug." + "reason": "AutoProcessor kwargs forwarding vs chat template crash on tool-call messages; unrelated APIs and failures." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "An import error for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "Saving dequantized models vs loading gguf through from_pretrained; both loading/saving related, but not the same bug." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "These are unrelated environment/platform problems: backend dependency selection versus Python 3.14 loading failure." + "reason": "Config/model-type mismatch warning vs missing vision encoder attribute; same family name, different concrete failures." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "BF16/FP32 dtype drift in evaluation is a different issue from incorrect outputs under pipeline parallelism." + "reason": "Different missing imports from different packages/symbols; these are separate API breakages." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Both involve tokenization-related behavior, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer state handling." + "reason": "TF32 configuration warning discussion vs a GLM-MoE DSA indexer shape bug; unrelated." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "A bad mllama mask handling bug is unrelated to generation kwargs sync behavior." + "reason": "Model save/export issue vs invalid GenerationConfig error; different code paths and symptoms." }, { - "left": "issue:42222", - "right": "issue:47312", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "VitPose breakage and kernels version incompatibility do not look like the same underlying change." + "reason": "Qwen3-VL-Moe model bug vs tokenizer save metadata mismatch; not the same underlying defect." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules; likely separate API breakages." + "reason": "Example script classification empties vs Gemma 4 mm_token_type_ids defaulting; different scripts and behaviors." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Tensor-parallel training failure and a classification example returning empty results are different problems." + "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; unrelated implementation bugs." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "SigLIP2 implementation drift and a Qwen3_5 image-specific infinite loop are unrelated model-specific bugs." + "reason": "Related model/version family, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not the same concrete bug." }, { "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." + "reason": "GLM-MoE stale indexer cache crash vs Swin2SR padding overrun; unrelated model components." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "A torch.compile attention-kernel divergence bug is not the same as a padding performance issue." + "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation; different algorithmic concerns." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "A feature request for Flash Attention 2 support is not the same as an unspecified Flash Attention 2 issue." + "reason": "Tokenizer behavior regression vs isolated reproduction of a separate issue; no shared bug signature." }, { - "left": "issue:46231", - "right": "issue:46877", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "A doc parameter-name mismatch is unrelated to import-time docstring diagnostics printed to stdout." + "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained issue for moe models; same broad area, but not one defect." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "An API request rejection in chat/completions is different from VL image-placeholder handling in user text." + "reason": "Embedding dtype change during eval vs incorrect output under pipeline parallelism; unrelated." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "These are different version-check regressions in different stacks; no shared code-path is evident." + "reason": "Backend install packaging issue vs Python 3.14 load failure; different environment incompatibilities." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "VRAM leakage in multithreaded generation and dtype mismatches in BF16 inference are unrelated." + "reason": "DeepSeek-V4 tensor op issue vs Minimax attention numerical mismatch; separate model implementations." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; different bugs." + "reason": "Missing transformers.onnx import vs LayoutLMv3 error-message clarity; unrelated topics." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "A tokenization cleanup behavior change is unrelated to phonemizer backend state persistence." + "reason": "Feature request for GPT2 Flash Attention 2 support vs a separate Flash Attention 2 bug report; not the same change or failure." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "A base_model_prefix loading regression and NaNs in classification heads are different failure modes." + "reason": "mllama mask handling bug vs generation kwargs update after sync_gpus; different generation-related issues." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:42222", + "right": "issue:47312", "accept": false, - "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same code-path issue." + "reason": "Vitpose model breakage vs kernel-version incompatibility; no shared concrete failure." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43493", + "right": "issue:45753", "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." + "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 image infinite loop; unrelated model bugs." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer classes with different bugs: offset_mapping vs stale phonemizer language state." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different libraries; not the same underlying issue." + }, + { + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "An optimizer argument bug and a trainer.evaluate() post-train failure are unrelated." + "reason": "Attention-kernel divergence under torch.compile vs a padding performance issue; unrelated." } ] }, @@ -16992,7 +17014,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 56, "review_unit_count": 66, "status": "reviewed", @@ -17000,282 +17022,289 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:33453", - "issue:39379", - "issue:39401", + "issue:36296", + "issue:38617", "issue:42371", "issue:42673", "issue:42796", - "issue:43064", + "issue:42898", "issue:43066", "issue:43116", "issue:43493", + "issue:43611", "issue:43618", - "issue:43673", - "issue:43688", "issue:43824", "issue:43825", "issue:43827", "issue:43874", "issue:43937", + "issue:43976", "issue:43992", - "issue:44038", - "issue:44117", + "issue:44075", "issue:44291", "issue:44355", - "issue:44466", + "issue:44483", "issue:44485", "issue:44610", + "issue:44625", "issue:44704", "issue:44779", + "issue:44936", "issue:45071", - "issue:45081", + "issue:45072", "issue:45083", - "issue:45092", + "issue:45278", + "issue:45357", + "issue:45362", "issue:45405", "issue:45446", "issue:45478", - "issue:45563", - "issue:45588", "issue:46002", "issue:46231", - "issue:46328", + "issue:46614", "issue:46710", "issue:46726", - "issue:46762", "issue:46829", + "issue:46877", "issue:46909", "issue:46981", - "issue:47116" + "issue:47217" ], "soft_pairs": [ - "issue:43066|issue:44779", + "issue:36296|issue:43116", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:43976|issue:45446", + "issue:44483|issue:47217", + "issue:44625|issue:46002", "issue:44610|issue:46909", + "issue:43611|issue:46002", "issue:45083|issue:45446", - "issue:43937|issue:44485", + "issue:38617|issue:45278", "issue:43116|issue:43493", - "issue:44038|issue:45478", + "issue:44075|issue:44936", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:45362|issue:45478", + "issue:42673|issue:42796", "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:43116|issue:43825", "issue:43827|issue:45446", - "issue:46328|issue:47116", + "issue:42371|issue:43874", + "issue:43992|issue:44704", "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" + "issue:44291|issue:45071" ], - "prepared_review_unit_hash": "aa1d0fdfea27e16f8b06f30cb67102944f378c9dbd6e520470b56821bbdbb24c", + "prepared_review_unit_hash": "784167dfe847e4711c2109f4ecc1c1e1cc2d3819cbbc2d905bc9f741fd245429", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35552, - "estimated_input_tokens": 8888, - "estimated_eval_tokens": 18032 + "soft_pair_count": 29, + "serialized_chars": 35608, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 }, "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.", + "summary": "These are mostly unrelated issues; there is no true duplicate cluster here. The closest umbrella-style item is the broad upgrade regression report, but the rest split across distinct model, tokenizer, API, doc, and environment bugs.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45278 is the closest umbrella report: a broad post-upgrade import-regression complaint, though this cluster is not a real duplicate set.", "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_issue_reason": "issue:45278 is the most general and representative title in the set, but only as a loose umbrella\u2014not as a duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:36296", + "right": "issue:43116", "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." + "reason": "Tensor-parallel training bug vs. multi-label example returning empty results are different code paths and symptoms." }, { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "OmDet processor sizing bug vs a broken DIA docs example; unrelated change/error." + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Different code paths: qwen3_omni_moe feature-length helper vs flex_attention import version check." + "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; different bugs." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:46231", + "right": "issue:46877", "accept": false, - "reason": "GLM-5 generation config validation and GLM-5 RoPE math are separate issues." + "reason": "Doc parameter-name mismatch is not the same as auto_docstring printing diagnostics at import time." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Multi-label example script output vs SigLIP2 implementation discrepancy; different subsystems." + "reason": "Global tokenization-space behavior change is different from stale phonemizer backend state in Wav2Vec2PhonemeCTCTokenizer." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both mention Qwen Moe/v5, but they report different from_pretrained failures on different model variants." + "reason": "Python version compatibility break and PyTorch version guard bug are distinct environment checks." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "Tokenizer decoder regression vs DeepSeek-R1 accuracy regression; too broad to merge." + "reason": "Chat-completions request rejection is not the same as VL image-placeholder parsing failure." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Compiled Python file errors vs a docs parameter-name mismatch; not the same bug." + "reason": "num_labels propagation and NaNs in classification heads are different failures in different lifecycle stages." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "Different tokenizer-related problems: VRAM leak in dataloader threads vs BPE marker handling." + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to a broken docs example for DIA." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Missing vision backend error vs repeated 429 retry behavior in AutoProcessor." + "reason": "base_model_prefix loading regression is not the same underlying bug as NaNs during checkout/init." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni feature-length helper behavior is unrelated to a flex_attention import version check." + }, + { + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "TF32 settings warning vs GLM46V image patch-count attribute bug; unrelated." + "reason": "A specific missing symbol import is not the same as a broad many-import-errors upgrade report." }, { "left": "issue:43116", - "right": "issue:43825", + "right": "issue:43493", "accept": false, - "reason": "Example script multi-label bug vs pipeline translation support error message; unrelated." + "reason": "Example-script multi-label output issue and SigLIP2 HF-vs-JAX discrepancy are different bugs." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both affect output objects, but they are different models and different missing/misassigned fields." + "reason": "SGD args not used is unrelated to trainer.evaluate failing after trainer.train." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "UMT5 missing embedding weights vs AutoProcessor kwarg forwarding; separate loading bugs." + "reason": "Wrong decoder type in v5 and DeepSeek tokenizer wrong results are both tokenizer-related but not the same concrete defect." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Docs referencing removed pipeline() APIs vs a PyTorch version check bug." + "reason": "Invalid GenerationConfig and GLM-5 RoPE discussion are separate model issues." }, { - "left": "issue:46328", - "right": "issue:47116", + "left": "issue:45362", + "right": "issue:45478", "accept": false, - "reason": "Feature extractor performance issue vs streaming pipeline regression; different behavior and code paths." + "reason": "Chat crashes for Qwen3.5-35B and from_pretrained errors for Qwen3.5 MoE are different code paths." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Dependency version bump issue vs flex_attention import guard bug." + "reason": "VRAM leakage in dataloader threads is unrelated to tokenizer BPE-marker handling." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset mapping." + "reason": "Tokenizer decoder-type regression is not the same as a DeepSeek accuracy regression." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "ImportError for a model class vs HTTP 429 retry behavior; unrelated." + "reason": "Compiled Python file errors and a docstring parameter-name mismatch are unrelated." }, { - "left": "issue:39379", - "right": "issue:43688", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "Different model families and different bugs: mllama mask handling vs MoE auxiliary-loss normalization." + "reason": "Missing vision backend handling and repeated 429 retries in AutoProcessor.from_pretrained are different failure modes." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "Tokenizer mapping None-handling vs flash_attention s_aux=None crash; not the same concrete failure." + "reason": "Both are output-field assignment problems, but they affect different models and different fields, so not the same bug." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Meta-init unexpected arg TypeError vs PretrainedConfig type-checking breakage; different loading stages." + "reason": "Empty multi-label results in an example script is unrelated to an error message about translation tasks in v5." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Generation cache missing in chunked prefill vs feature extractor padding performance; unrelated." + "reason": "Docs still referencing pipeline() and a PyTorch version check bug have no shared underlying code path." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Training optimizer-state corruption vs generation cache handling; different code paths." + "reason": "TF32 API-setting guidance is unrelated to missing get_number_of_image_patches in a GLM46V image processor." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Meta-initialization incompatibility vs Minimax attention numerical drift; not the same bug." + "reason": "Missing embed_tokens.weight during UMT5Encoder loading is different from AutoProcessor kwargs not forwarded to cached_file." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer mapping assumption vs Mistral regex patch crash; different tokenizer internals." + "reason": "Released-version dependency bump issue is unrelated to the flex_attention import guard." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 vs stale num_return_sequences warning in paged generate()." + "reason": "Qwen2_5_VL import failure and HTTP 429 retry behavior are unrelated." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Serialization of tied weights vs NaNs in classification heads; unrelated model-state issues." + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is different from PretrainedConfig type-checking breakage." } ] }, @@ -17289,7 +17318,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 57, "review_unit_count": 66, "status": "reviewed", @@ -17297,46 +17326,46 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:38617", + "issue:33453", "issue:39379", "issue:39401", - "issue:41628", "issue:42222", - "issue:42371", "issue:42617", - "issue:43122", + "issue:43064", "issue:43208", "issue:43408", - "issue:43421", "issue:43441", "issue:43450", + "issue:43673", + "issue:43688", "issue:43742", "issue:43937", "issue:43986", - "issue:44220", - "issue:44261", + "issue:44117", "issue:44263", "issue:44380", "issue:44410", - "issue:44483", - "issue:44496", - "issue:44704", + "issue:44466", "issue:44779", "issue:44829", "issue:44877", "issue:44977", "issue:45071", + "issue:45081", + "issue:45092", "issue:45216", "issue:45310", "issue:45341", - "issue:45464", + "issue:45440", "issue:45561", + "issue:45563", + "issue:45588", "issue:45632", + "issue:46002", "issue:46077", "issue:46231", - "issue:46298", "issue:46328", "issue:46512", "issue:46752", @@ -17346,234 +17375,248 @@ "issue:46981", "issue:47000", "issue:47059", - "issue:47110" + "issue:47116" ], "soft_pairs": [ - "issue:44380|issue:46077", - "issue:42222|issue:47000", - "issue:39379|issue:46897", + "issue:44117|issue:45588", + "issue:39379|issue:43688", + "issue:46328|issue:47116", + "issue:44117|issue:45081", + "issue:43208|issue:46894", + "issue:43673|issue:46328", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:45092|issue:46762", "issue:42617|issue:45341", + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:42222|issue:47000", "issue:43937|issue:44977", - "issue:42222|issue:43441", - "issue:43408|issue:43742", + "issue:44380|issue:46077", "issue:43450|issue:43986", - "issue:44263|issue:46762", - "issue:42222|issue:46752", + "issue:43408|issue:43742", + "issue:42222|issue:43441", "issue:45071|issue:46512", - "issue:43208|issue:46894", + "issue:42222|issue:46752", + "issue:44263|issue:46762", + "issue:44877|issue:46231", + "issue:45632|issue:46981", "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" + "issue:45071|issue:47059", + "issue:44410|issue:45310", + "issue:45440|issue:46328" ], - "prepared_review_unit_hash": "c0f53c698589ed3ff2700e9cee03a1b403a60ecaa09218a9ec166aad9eef84b8", + "prepared_review_unit_hash": "6a3e0cf660bb5af521bde1b5049a66ce28a2dbb1cd4ed605041e9b85010857a9", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35851, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "soft_pair_count": 30, + "serialized_chars": 36645, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "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, + "summary": "These issues are largely unrelated, spanning tokenizer regressions, model-loading errors, attention/backend bugs, training-loss issues, and test infrastructure failures. I found no soft pair that looks like the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45071 is the best canonical issue because it is a broad core API regression: v5.4.0 breaks PretrainedConfig type checking, which has wider surface area than the model-specific bugs here.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45071 is the strongest representative issue in this set: it is clearly scoped, affects a foundational API, and is easier to generalize than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:44117", + "right": "issue:45588", "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." + "reason": "Tokenizer mapping returning None and a flash-attention AttributeError are different failure modes in different code paths." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "These concern different bugs: mllama mask handling vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A pad-time performance waste and a streaming pipeline regression are unrelated behaviors." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenization/loading, but one is mapping-name lookup and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated model/training failures." + "reason": "Both are training-related, but they affect different models and describe different concrete bugs." }, { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Different models and different bug classes: mllama masking logic vs Florence2 training-loss shift behavior." + "reason": "Generation cache handling and feature-extractor padding performance do not share the same bug." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "One is a 3d_parallel.py execution failure; the other is a testing_utils bug. No shared concrete failure." + "reason": "Both are tokenizer regressions, but one is loading and the other is incorrect offset_mapping for Qwen3." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but one is invalid GenerationConfig and the other is a flash-attention-specific Qwen3.5 generation regression." + "reason": "Optimizer-state mismatch under FSDP/PEFT is not the same as missing GenerationMixin cache during chunked prefill." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are separate model-specific issues." + "reason": "An invalid GenerationConfig error and a stale num_return_sequences warning are distinct issues." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "A sam3_tracker warning is not the same as a MobileLLM key-error on load." + "reason": "Meta-initialization incompatibility and numerical attention discrepancies are different bugs." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42617", + "right": "issue:45341", "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." + "reason": "A script execution failure and a testing_utils documentation/logic bug are not the same underlying issue." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "GlmMoeDsaIndexer split behavior and Minimax MSA numerical differences are distinct implementation problems." + "reason": "lm_head serialization inconsistency and NaNs in classification heads are unrelated." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:39379", + "right": "issue:46897", "accept": false, - "reason": "VitPose model breakage and empty-list chat template handling are unrelated." + "reason": "They share a vague pattern of model-specific training bugs, but the affected models and failure mechanisms differ." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:42222", + "right": "issue:47000", "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." + "reason": "VitPose breakage and RTDetrLoss infeasible cost-matrix errors are unrelated." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift training loss are unrelated model-specific issues." + "reason": "GenerationConfig validation failure is not the same as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different symptoms (offset mapping vs incorrect tokenization output)." + "reason": "Both touch attention behavior, but one is ignored scaling in backend implementations and the other is causal-mask construction for Gemma4." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "FlashAttention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different failure modes." + "reason": "Incorrect batched video processor output shape is separate from a torchvision-missing load crash." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Strict config loading and a docs/parameter-name mismatch are not the same underlying bug." + "reason": "The sam3_video/sam3_tracker warning and MobileLLM key error are different model-loading problems." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Missing projections in qwen3next layer 0 and a Qwen3.5 MoE from_pretrained error are separate model issues." + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are not the same code-path problem." }, { "left": "issue:45071", - "right": "issue:47059", + "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type checking regression is unrelated to a huggingface_hub CLI compatibility failure." + "reason": "Type-checking regression in PretrainedConfig and stale config.dtype after from_config are related only loosely and are different bugs." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "A generic testing_utils bug and a pytest-xdist race on captured_info.txt are not the same concrete defect." + "reason": "VitPose breakage and an empty-chat-template IndexError are unrelated." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "Cache-path collision for local models and repeated HTTP 429 retries are unrelated AutoProcessor behaviors." + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as Minimax attention numerical differences." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Testing-utils bug versus SequenceFeatureExtractor.pad performance inefficiency: different code paths and goals." + "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are unrelated." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "AutoProcessor kwargs propagation and special_tokens being a list instead of a dict are unrelated interface bugs." + "reason": "Remote-code cache-path collisions and repeated 429 retry behavior are different loader/network 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", + "right": "issue:44779", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports." + "reason": "Both are tokenizer correctness issues, but they affect different models and symptoms." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer regression and noisy logging are unrelated." + "reason": "FlashAttention3 degenerate training and Qwen3.5 checkpoint serialization are unrelated." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized-model config loading are different loading/configuration failures." + "reason": "These both mention testing_utils, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "ImportError for layer_type_validation and a feature-extraction helper issue are unrelated." + "reason": "PretrainedConfig type checking and a CLI completion attribute error are different failures." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both affect chat/completions, but one is a general API rejection and the other is a Qwen3.5 streaming inference failure." + "reason": "Missing projections in qwen3next and a Qwen3.5 MoE from_pretrained error are not the same bug." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:45440", + "right": "issue:46328", "accept": false, - "reason": "TF32 API guidance and MLA q_a_layernorm precision/config bug are unrelated." + "reason": "DeepseekV3MoE divergence from remote code and a padding performance issue are unrelated." } ] }, @@ -17587,7 +17630,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 58, "review_unit_count": 66, "status": "reviewed", @@ -17595,9 +17638,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:27957", + "issue:29925", + "issue:30947", + "issue:38617", + "issue:39401", "issue:41628", "issue:42371", "issue:42831", @@ -17606,307 +17652,286 @@ "issue:43097", "issue:43122", "issue:43208", - "issue:43352", + "issue:43421", "issue:43441", "issue:43452", - "issue:43531", "issue:43577", - "issue:43582", "issue:43673", - "issue:43874", "issue:43931", - "issue:43957", + "issue:43937", "issue:44038", "issue:44075", "issue:44077", - "issue:44117", + "issue:44220", "issue:44230", "issue:44261", "issue:44263", - "issue:44351", - "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", + "issue:44496", + "issue:44704", "issue:44829", "issue:44964", - "issue:44987", "issue:45071", "issue:45278", "issue:45310", "issue:45341", + "issue:45464", "issue:45478", - "issue:45588", + "issue:45542", "issue:45656", - "issue:46172", - "issue:46752", + "issue:46298", "issue:46762", "issue:46897", "issue:46981", - "issue:47116" + "issue:47110" ], "soft_pairs": [ + "issue:39401|issue:43421", + "issue:44483|issue:45464", + "issue:38617|issue:41628", + "issue:38617|issue:44220", + "issue:44704|issue:47110", + "issue:43937|issue:44496", + "issue:43122|issue:46298", "issue:44964|issue:45278", - "issue:44075|issue:45656", - "issue:44261|issue:46762", - "issue:42371|issue:42831", "issue:43097|issue:44493", + "issue:42371|issue:44261", + "issue:42371|issue:42831", + "issue:44261|issue:46762", + "issue:43208|issue:46897", "issue:44484|issue:45310", - "issue:43066|issue:43122", "issue:44077|issue:46981", + "issue:44075|issue:45656", "issue:43931|issue:44410", + "issue:43066|issue:43122", "issue:44410|issue:45478", - "issue:44263|issue:44485", "issue:43673|issue:45341", - "issue:41628|issue:45071", - "issue:43208|issue:46897", + "issue:44263|issue:44485", + "issue:29925|issue:30947", "issue:43097|issue:43452", "issue:43931|issue:44038", + "issue:45071|issue:45542", "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", + "prepared_review_unit_hash": "2f5ad940691e17eb86dc440e33c8cf6bca27087305e4dfee773481d739279e5b", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36538, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "soft_pair_count": 28, + "serialized_chars": 35612, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "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.", + "summary": "Most pairs are only loosely related by subsystem or error shape, not by the same underlying bug. The only soft edge that looks like a true duplicate/regression pair is the tokenizer v5 tokenization regression between 43066 and 43122.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43066 is the more direct root-cause report (wrong tokenizer decoder type in v5); issue:43122 reads as the user-facing symptom of the same version-regression.", "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_issue_reason": "issue:43066 is the best canonical issue because it names the likely implementation fault rather than just the behavioral difference.", "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", + "left": "issue:39401", + "right": "issue:43421", "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." + "reason": "Both are tokenizer-related, but one is an offset-mapping bug and the other is a runtime post-processor update bug; different code paths." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:44483", + "right": "issue:45464", "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." + "reason": "Both mention chat/completions failures, but one is a general request acceptance issue and the other is a streaming inference failure on a specific model." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "TF32 API setting changes and FineGrainedFP8 accuracy are separate precision-control problems, not the same bug." + "reason": "Both are import errors, but they involve different missing symbols and likely different breakages." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:38617", + "right": "issue:44220", "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." + "reason": "An import error for configuration_utils is unrelated to a _torch_extract_fbank_features bug." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "Max shard size in save_pretrained is unrelated to the Qwen3.5 MoE from_pretrained regression." + "reason": "AutoProcessor kwargs forwarding and special_tokens being a list are different failures." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer decoder type mismatch and changed tokenization behavior are related to tokenizers, but not the same concrete defect." + "reason": "GenerationConfig validation and unrecognized model config errors are unrelated." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "PatchTSMixer post_init gating and AutoProcessor HTTP 429 retry behavior are unrelated issues." + "reason": "Tokenizer regression and noisy logging do not look like the same underlying bug." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Both are model-loading shape/architecture problems, but they concern different models and different missing tensors." + "reason": "Model loading failure for Phi-4 multimodal and broad import errors are not the same issue." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Same general Qwen3.5/MoE area, but the reported missing projections and from_pretrained error are not the same fix." + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "torch.split return values in a DSA indexer and GLM-5 RoPE implementation are different internal bugs." + "reason": "TF32 API guidance and MLA layernorm epsilon precision are unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to a testing_utils bug." + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy are different concerns." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are separate API breakages." + "reason": "Both are numerical issues, but one is a missing epsilon in a layernorm and the other is a Minimax attention discrepancy." }, { "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." + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44484", + "right": "issue:45310", "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." + "reason": "Shard-size defaults and Qwen3.5 MoE from_pretrained errors are unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "A bfloat16 compilation warning and BLIP2 dtype persistence are different dtype-handling bugs." + "reason": "Optional post_init validation and repeated HTTP 429 retry behavior are unrelated." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44075", + "right": "issue:45656", "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." + "reason": "SGD args not being used and double optimizer.step under deepspeed are different optimizer bugs." }, { - "left": "issue:46752", - "right": "issue:47116", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "apply_chat_template empty-list IndexError and streaming pipeline regression are different API paths." + "reason": "Weight shape mismatch on Qwen3-VL-30B and missing projections in qwen3next layer 0 are different model-loading failures." }, { - "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:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both point to the same tokenizer v5 regression: a decoder/type change causing tokenization output to differ across versions." }, { - "left": "issue:44484", + "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained sharding size is unrelated to the Qwen3.5 MoE from_pretrained regression." + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are not the same bug." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "The DSA torch.split bug and deepseek-v4 comb transpose bug are not the same underlying implementation defect." + "reason": "Generation cache missing in chunked_prefill and a testing_utils bug do not match." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a specific model loading failure are different causes, even if both surface during from_pretrained." + "reason": "A torch.split return-value issue and a RoPE implementation discussion are not the same underlying problem." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:29925", + "right": "issue:30947", "accept": false, - "reason": "A missing ReLU in the DSA indexer and a DeepSeek tensor transpose issue are unrelated." + "reason": "Both are tokenizer behavior complaints, but one is about forcing fast tokenizers and the other about BOS/EOS flags not taking effect." }, { - "left": "issue:43957", - "right": "issue:44351", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Meta-device model loading breakage and HybridCache import failure are separate v5 regressions." + "reason": "A removed config option and gguf_file loading breakage are unrelated." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "Model weight-shape mismatch and Qwen3-VL-Moe fp8 support are different issues." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Embedding-tie removal and flash_attention.py crashing on s_aux=None are different code paths and different fixes." + "reason": "Type checking breakage in v5.4.0 and a TensorBoard/TensorFlow backend error are unrelated." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43441", + "right": "issue:44829", "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." + "reason": "FlashAttention load/runtime failure for Ministral-3 and degenerate training with flash_attention_3 are different code-path problems." }, { - "left": "issue:43582", - "right": "issue:45341", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Apple Silicon warmup TypeError and a testing_utils bug are unrelated." + "reason": "A compile-time float32 precision warning and BLIP2 submodules staying float32 after dtype load are not the same bug." }, { "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." + "reason": "Qwen3-VL-Moe incompatibility and fp8 inference support for qwen3-vl/qwen3.5 moe are different requests." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, 43066 vs 43122, is reasonably supported by the titles as the same v5 tokenizer regression, while the other pairs are appropriately rejected as only loosely related or clearly different bug classes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 59, "review_unit_count": 66, "status": "reviewed", @@ -17914,47 +17939,47 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:38617", - "issue:42757", - "issue:42890", + "issue:27957", + "issue:29159", + "issue:30947", + "issue:33453", + "issue:34567", "issue:43012", - "issue:43064", "issue:43097", "issue:43208", - "issue:43502", + "issue:43352", + "issue:43531", "issue:43550", + "issue:43582", "issue:43673", "issue:43873", "issue:43874", + "issue:43957", "issue:43986", - "issue:43992", "issue:44038", "issue:44062", "issue:44117", "issue:44246", + "issue:44261", "issue:44263", - "issue:44315", "issue:44351", + "issue:44360", "issue:44410", - "issue:44451", "issue:44484", - "issue:44704", - "issue:44936", - "issue:44938", - "issue:45103", + "issue:44485", + "issue:44987", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45478", + "issue:45588", "issue:45753", "issue:46050", "issue:46123", "issue:46172", - "issue:46178", - "issue:46298", - "issue:46365", "issue:46369", "issue:46655", "issue:46664", @@ -17966,237 +17991,265 @@ "issue:47116" ], "soft_pairs": [ - "issue:43986|issue:45341", - "issue:43097|issue:46050", + "issue:43957|issue:44351", + "issue:43874|issue:44261", + "issue:46752|issue:47116", + "issue:43531|issue:45341", + "issue:27957|issue:43352", + "issue:43582|issue:45341", + "issue:44484|issue:45478", + "issue:43097|issue:45588", + "issue:44117|issue:44987", + "issue:44263|issue:46172", + "issue:44360|issue:46172", "issue:43986|issue:45372", - "issue:45753|issue:46369", + "issue:43097|issue:46050", + "issue:44261|issue:44485", + "issue:29159|issue:30947", + "issue:43986|issue:45341", + "issue:43097|issue:43873", "issue:45440|issue:46172", + "issue:45753|issue:46369", + "issue:43208|issue:43550", "issue:44246|issue:46981", - "issue:43097|issue:43873", - "issue:44410|issue:45375", + "issue:43012|issue:46821", + "issue:44117|issue:46701", "issue:44062|issue:44117", + "issue:44410|issue:45375", "issue:43673|issue:46123", - "issue:43012|issue:46821", + "issue:30947|issue:33453", + "issue:30947|issue:34567", "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" + "issue:46172|issue:46710" ], - "prepared_review_unit_hash": "0c36b892334d0af17c0995e9a0f8d354d9f834629bb3b851be868c253ba4d455", + "prepared_review_unit_hash": "616ce8afeb1546f448a933e690c75b7981c568a08dd408335ed0faeb4e8aa230", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35826, - "estimated_input_tokens": 8957, - "estimated_eval_tokens": 18170 + "soft_pair_count": 32, + "serialized_chars": 36866, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "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, + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, model-loading, multimodal, quantization, and training bugs across many models. I don\u2019t see a credible duplicate core, so the soft edges should be rejected.", + "confidence": 0.96, "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_issue_reason": "No single issue is a strong canonical for this cluster; the reports cover many unrelated code paths and model families, so any one issue would be misleading as a representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43957", + "right": "issue:44351", "accept": false, - "reason": "Different failure domains: video-model loading via AutoProcessor vs a testing_utils bug." + "reason": "Both involve loading-related failures, but one is a torch.device(\"meta\") model-loading regression and the other is a missing HybridCache import. Different bugs and code paths." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "One is a removed API notice; the other is a save/load corruption issue for quantized models." + "reason": "Different GLM-family problems: one is a missing image-processor method, the other is a missing config field causing a precision error. Not the same underlying bug." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "Both are import/loading errors, but they involve different missing symbols and different code paths." + "reason": "Empty-list apply_chat_template crash is unrelated to the streaming pipeline regression." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Distinct model-specific failures: infinite loop on one image vs memory overflow in SAM3." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Both are DeepSeek-related, but one is an implementation divergence and the other is a dtype/transpose bug." + "reason": "Both mention Flash Attention 2, but they are model-specific enablement issues for different architectures and failure modes." }, { - "left": "issue:44246", - "right": "issue:46981", + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "Apple Silicon allocator TypeError and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Import latency and repeated 429 retry behavior are unrelated symptoms with different causes." + "reason": "Save_pretrained shard size defaults and Qwen3.5 MoE from_pretrained failures are unrelated." }, { "left": "issue:43097", - "right": "issue:43873", + "right": "issue:45588", "accept": false, - "reason": "API removal warning vs quantization/offloading malfunction; not the same bug." + "reason": "One is about a removed tie_embeddings API, the other is a flash_attention AttributeError on sink-less models. Different problems." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Both mention Qwen, but one is missing projections in qwen3next and the other is a missing config field in Qwen3_5MoeVisionConfig." + "reason": "Generic tokenizer mapping assumptions versus a specific model-loading failure are not enough to treat these as the same bug." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Tokenizer AddedToken construction error vs mapping lookup returning None; different code paths." + "reason": "These are different DSA/DeepSeek issues with different failing expressions and subsystems." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Generation cache regression during chunked prefill vs final partial batch results being dropped in a pipeline." + "reason": "A missing ReLU in the DSA indexer is unrelated to the DeepSeek-v4 dtype/transpose issue." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "A PyTorch precision warning and a TimesFM AttributeError are unrelated." + "reason": "Both are processor-loading problems, but they stem from different missing dependencies/imports and different models." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43097", + "right": "issue:46050", "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." + "reason": "A removed API and a broken quantized save/load flow are not the same underlying bug." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer mapping None and a DiffusionGemma pipeline failure are different problems." + "reason": "Both are GLM-related, but one is a missing rms_norm_eps config value and the other is a RoPE implementation question." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:29159", + "right": "issue:30947", "accept": false, - "reason": "Different Qwen variants and different failure mechanisms; not the same underlying bug." + "reason": "Tokenizer slow/fast inconsistency is broader, but this LLaMA3 special-token issue is a distinct behavior in a specific model." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Two separate import errors from different modules and missing symbols." + "reason": "Video processor dependency handling and a testing utility bug are unrelated." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings API and quantization/offloading behavior are different issues." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but one is a native-vs-remote implementation divergence and the other is a specific tensor operation bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Both hit SmolVLM video processing, but one is padding computation and the other is num_frames semantics." + "reason": "A Qwen3_5 infinite-loop bug and a SAM3 memory overflow are unrelated." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA bug are unrelated." + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are different model and runtime problems." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44246", + "right": "issue:46981", "accept": false, - "reason": "Distributed optimizer-state corruption vs Liger Kernel not being applied under model_init; different code paths." + "reason": "Import latency and repeated HTTP 429 retries in AutoProcessor.from_pretrained are not the same issue." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Noisy logging and an empty-list chat-template crash are not the same issue." + "reason": "A bfloat16 compilation warning and a TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "trainer.evaluate() failure after training is unrelated to Trainer import breakage caused by datasets." + "reason": "Tokenizer mapping None handling is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "A concrete DeepSeek-v4 code bug vs a post-upgrade accuracy regression; not a duplicate." + "reason": "An AddedToken argument duplication error is a different tokenizer bug than TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Video-model import crash vs a question about save_pretrained shard size." + "reason": "Different Qwen-family config/model issues: missing attention projections versus a missing visual-indexes field." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Test flakiness from missing set_seed() is unrelated to a noisy logging message." + "reason": "Generation cache absence during chunked prefill and MaskGenerationPipeline batch handling are different regressions." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:30947", + "right": "issue:33453", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling affect different subsystems." + "reason": "Special-token behavior in LLaMA3 is not the same as a generic tokenizer-loading regression." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:30947", + "right": "issue:34567", "accept": false, - "reason": "Different missing import names from different packages/files." + "reason": "Tokenizer special-token behavior and TrainerState token counting are unrelated." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Offline/local-files-only network leakage and a missing checkpoint weight are different bugs." + "reason": "A missing image-processor method and a torch.split return-value bug are unrelated." }, { - "left": "issue:44451", - "right": "issue:47116", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Model-loading failure for a specific checkpoint vs a streaming pipeline regression." + "reason": "Both are Qwen-related, but they affect different model classes and different missing pieces of model wiring." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Python 3.14 import failure and an invalid tensorflow_text backend mapping are unrelated." + "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is num_frames semantics; not the same concrete defect." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Repeated for completeness: these are distinct DeepSeek issues, not mergeable duplicates." + }, + { + "left": "issue:46710", + "right": "issue:46172", "accept": false, - "reason": "Repeated pair: logging noise vs empty-list crash; not duplicates." + "reason": "An accuracy regression after upgrade is not the same as a specific tensor-operation bug in DeepSeek-v4." } ] }, @@ -18210,7 +18263,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 60, "review_unit_count": 66, "status": "reviewed", @@ -18218,114 +18271,114 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:36010", + "issue:30947", + "issue:33357", "issue:36683", - "issue:42175", + "issue:38617", + "issue:41950", "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:43756", - "issue:43824", "issue:43825", "issue:43827", "issue:43906", "issue:43976", + "issue:43986", "issue:43992", "issue:44077", "issue:44162", - "issue:44222", - "issue:44261", + "issue:44315", "issue:44368", "issue:44380", - "issue:44483", + "issue:44451", "issue:44484", - "issue:44485", - "issue:44514", "issue:44655", + "issue:44704", "issue:44734", - "issue:45478", + "issue:44936", + "issue:44938", + "issue:45103", "issue:45479", "issue:45584", "issue:45712", "issue:45753", "issue:46132", "issue:46172", + "issue:46178", "issue:46298", "issue:46365", - "issue:46421", - "issue:47059", - "issue:47116", - "issue:47276" + "issue:46421", + "issue:46752", + "issue:47116" ], "soft_pairs": [ + "issue:46298|issue:46752", + "issue:44936|issue:46365", + "issue:38617|issue:42757", + "issue:44704|issue:45103", + "issue:43064|issue:44315", + "issue:43986|issue:44484", + "issue:38617|issue:41950", + "issue:42890|issue:46298", + "issue:43502|issue:43992", + "issue:44451|issue:47116", "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43208|issue:43526", "issue:43064|issue:47116", "issue:43012|issue:43550", - "issue:42907|issue:45753", "issue:45712|issue:46298", "issue:43066|issue:43906", + "issue:42907|issue:45753", "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:43825|issue:44655", "issue:44734|issue:47116", + "issue:43992|issue:44484", "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" + "issue:36683|issue:43582", + "issue:44380|issue:46132", + "issue:30947|issue:33357" ], - "prepared_review_unit_hash": "15ce15871630ea44c06bd1d0d59819855ae9ba67b2ebbb6a6e7c8e6856a5bcce", + "prepared_review_unit_hash": "7c520e54d51175cecfd140802fecae3c3b527516a7c320e23335aabc7f832faa", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37177, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "serialized_chars": 37207, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 }, "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.", + "summary": "The set is a grab bag of unrelated issue reports; the soft edges are mostly superficial keyword overlap and do not describe the same underlying bug or change. No duplicate cluster is strong enough to nominate a canonical issue/PR.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -18333,196 +18386,190 @@ "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", + "left": "issue:46298", + "right": "issue:46752", "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." + "reason": "Both mention noisy/empty-input behavior, but one is a logging complaint and the other is an apply_chat_template IndexError on empty lists; different code paths." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:44936", + "right": "issue:46365", "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." + "reason": "trainer.evaluate() after train() is a runtime/state bug, while importing Trainer fails because of an external datasets import conflict; not the same issue." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and Qwen3.5 image infinite-loop behavior are unrelated model-specific bugs." + "reason": "Both are import errors, but they come from different missing symbols in different dependencies/modules." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:44704", + "right": "issue:45103", "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." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation parsing are unrelated subsystems and failures." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of a different issue are not the same underlying defect." + "reason": "FSDP2/PEFT optimizer state corruption and model_init not applying Liger Kernel are separate training bugs." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43986", + "right": "issue:44484", "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." + "reason": "One is an AutoProcessor/torchvision crash, the other is a save_pretrained shard-size question; no shared bug." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:38617", + "right": "issue:41950", "accept": false, - "reason": "xLSTM training bugs for small models and BeitImageProcessorFast reduce_labels returning one label are unrelated." + "reason": "layer_type_validation import removal and video-classification processor lookup are unrelated regressions." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Whisper empty-transcription failure after align_special_tokens and inability to import Trainer until datasets is uninstalled are different subsystems entirely." + "reason": "Missing set_seed in a SAM HQ test is a test flake, not the same as a generic noisy logging message." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Misleading pipeline translation support error messaging and saving Pipeline objects are separate pipeline issues with different failure modes." + "reason": "local_files_only still making API requests and UMT5Encoder missing embed_tokens.weight are different loading behaviors." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:44451", + "right": "issue:47116", "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." + "reason": "Model loading failure for a specific checkpoint and streaming pipeline regression are different failure modes." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44380", + "right": "issue:46421", "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." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and cache lazy initialization recompilation are separate backend issues." }, { - "left": "issue:44734", - "right": "issue:47116", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "KV-cache continuation tensor indexing crash in transformers serve is not the same as the streaming pipeline regression." + "reason": "Python 3.14 import failure and TensorFlow-text backend mapping error are not the same bug." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "NemotronHForCausalLM not supporting FlashAttention 2.0 and Transformers 5.1.0 Python version compatibility are different problems." + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning one label are unrelated model/processor bugs." }, { - "left": "issue:43827", + "left": "issue:43064", "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." + "reason": "Optimizer-state corruption under FSDP2/PEFT and streaming pipeline regression do not share a code path." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "patchtsmixer post_init allowance and Trainer import failing due to datasets conflict are unrelated import/configuration issues." + "reason": "bfloat16 compilation warning and Bamba SDPA torch.compile failure are different PyTorch issues." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "ESM2 being broken and a deepseek-v4 tensor transpose bug are different model-specific failures." + "reason": "Leftover dummy classes in dummy_pt_objects.py and a noisy logging message are unrelated maintenance issues." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:43066", + "right": "issue:43906", "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." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not duplicates." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "FlashAttention support for Nemotron and GPT2 attention scaling ignored under SDPA/FlashAttention are separate backend/model issues." + "reason": "Saving dequantized models and a Qwen3_5 infinite-loop image bug are different model behaviors." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Failing to save dequantized models is not the same as saving Pipeline objects with save_pretrained." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:45584", + "right": "issue:46365", "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." + "reason": "Whisper empty-transcription failure after token alignment and Trainer import conflict with datasets are unrelated." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Ignored GPT2 attention scaling under SDPA/FlashAttention and degenerate zero-loss classification with num_labels=1 are different bugs." + "reason": "A PyTorch precision warning during compile and a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning are distinct warnings." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder without indication and a noisy logging message are not the same issue." + "reason": "Pipeline() error messaging in v5 and inability to save Pipeline objects are different pipeline API problems." }, { - "left": "issue:43012", - "right": "issue:47276", + "left": "issue:44734", + "right": "issue:47116", "accept": false, - "reason": "bf16 compile warning and misleading synced_gpus warning in continuous batching are both warnings, but they concern different APIs and causes." + "reason": "KV-cache continuation tensor indexing crash in serve and streaming pipeline regression are separate server paths." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "TensorFlow backend missing in pip install '.[torch]' and Trainer import failing until datasets is removed are different dependency/setup problems." + "reason": "UMT5Encoder weight-loading mismatch and a save_pretrained shard-size question are unrelated." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43352", + "right": "issue:43976", "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." + "reason": "Nemotron FlashAttention support and Python version compatibility are unrelated failures." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44077", + "right": "issue:46365", "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." + "reason": "patchtsmixer post_init validation and Trainer import blocked by datasets are unrelated." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "GenerationMixin import error from transformers.generation and is_offline_mode import error from huggingface_hub are unrelated import breakages." + "reason": "ESM2 model breakage and a deepseek-v4 tensor transpose bug are different model-specific issues." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Distributed optimizer-state corruption and GPT2 attention scaling under backend kernels are different failure domains." + "reason": "GPT2 attention scaling under fast attention backends and sequence-classification zero-loss behavior are unrelated." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:36683", + "right": "issue:43582", "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." + "reason": "Gemma3Config missing vocab_size and AppleSilicon caching_allocator_warmup TypeError are unrelated platform/model bugs." }, { - "left": "issue:42831", - "right": "issue:44261", + "left": "issue:44380", + "right": "issue:46132", "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." + "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register changing function behavior are not the same defect." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:30947", + "right": "issue:33357", "accept": false, - "reason": "v1/chat/completions request handling failure and Qwen2_5_VLProcessor batched chat_template crash are separate API paths." + "reason": "LLaMA3 BOS/EOS token handling and a MacOS CLIP bus error are clearly unrelated." } ] }, @@ -18536,7 +18583,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 61, "review_unit_count": 66, "status": "reviewed", @@ -18544,325 +18591,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:29870", "issue:29925", "issue:33453", - "issue:36296", + "issue:36010", "issue:36683", "issue:38617", - "issue:42994", - "issue:43010", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43012", "issue:43064", + "issue:43097", "issue:43299", "issue:43352", "issue:43475", "issue:43502", + "issue:43611", "issue:43618", + "issue:43756", "issue:43761", + "issue:43824", "issue:43867", "issue:43976", - "issue:43992", - "issue:44075", "issue:44077", + "issue:44222", + "issue:44261", "issue:44263", "issue:44355", "issue:44380", - "issue:44393", - "issue:44492", + "issue:44483", + "issue:44485", + "issue:44514", "issue:44625", "issue:44655", - "issue:44855", - "issue:44908", "issue:44938", - "issue:45216", "issue:45276", - "issue:45278", - "issue:45310", "issue:45440", + "issue:45478", "issue:45593", "issue:46077", - "issue:46202", + "issue:46298", "issue:46365", "issue:46512", - "issue:46851", "issue:46877", - "issue:47000", "issue:47059", - "issue:47110", - "issue:47317", + "issue:47276", "issue:47321", "issue:47332" ], "soft_pairs": [ + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43012|issue:47276", + "issue:43352|issue:44380", + "issue:43756|issue:44485", + "issue:43097|issue:46298", + "issue:36010|issue:42757", + "issue:42831|issue:44261", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", "issue:43618|issue:43761", - "issue:38617|issue:43502", + "issue:44483|issue:44514", "issue:44625|issue:46365", "issue:45276|issue:46077", + "issue:38617|issue:43502", + "issue:44655|issue:47332", "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:43611|issue:44655", + "issue:44380|issue:47276", "issue:36683|issue:43475", "issue:43352|issue:45593", "issue:36683|issue:44077", + "issue:46077|issue:46512", "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" + "issue:29925|issue:33453" ], - "prepared_review_unit_hash": "4ea9ec6a82553b42217eed3f54ce4f71674eed2da26ef6b93b9ba52996b52cc8", + "prepared_review_unit_hash": "f68cd9c5e15629a58eaa9390d356514bb7fd873782b731695553977921c548bc", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37409, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "soft_pair_count": 30, + "serialized_chars": 36322, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "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." - }, + "summary": "This cluster is a loose mix of transformer regression reports, mostly import/load failures, model-specific config bugs, backend behavior issues, and test flakiness. The soft matches are mostly superficial similarity rather than true duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 42757 is the best umbrella representative: it is a generic import/version-regression failure and sits closest to several other import-related reports, even though the overall cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "42757 is the strongest single anchor for the cluster because it is broad and representative of the recurring 'cannot import name' style regressions; however, the set is too heterogeneous to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:42757", + "right": "issue:43824", "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." + "reason": "Both are import errors, but they miss different symbols from different modules and likely have different root causes." }, { - "left": "issue:44655", - "right": "issue:47321", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Saving Pipeline objects and AMD quark class not updated are unrelated features and failure modes." + "reason": "Both mention import/runtime setup problems, but one is missing TensorFlow in an extra and the other is a Trainer import conflict with datasets." }, { - "left": "issue:44655", - "right": "issue:47332", + "left": "issue:43012", + "right": "issue:47276", "accept": false, - "reason": "Pipeline save_pretrained and disk-offloaded Qwen3-VL save failure are different save/offload paths, not the same bug." + "reason": "Different symptoms: one is a PyTorch precision warning from bfloat16 compilation, the other is a misleading synced_gpus warning message." }, { - "left": "issue:43618", + "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "CLIP output attribute regression is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Both touch attention backends, but they concern different models and different failures; not the same code-path bug." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Quantized model saving failure and Pipeline save_pretrained failure are both save-related but not the same concrete bug." + "reason": "Both involve RoPE, but they are separate model implementations with distinct incorrect behavior." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 attention-mask construction." + "reason": "One is a removed config API, the other is a logging annoyance; unrelated issues." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3 video missing fpn_position_embeddings affect different models and code paths." + "reason": "Both are import errors, but they are for different removed symbols in different dependency paths." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:42831", + "right": "issue:44261", "accept": false, - "reason": "Flash Attention 2 unsupported for NemotronH and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Both relate to precision/accuracy, but one is FineGrainedFP8 accuracy and the other is a missing config field in MLA layer norm." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Gemma3Config vocab_size and patchtsmixer post_init eligibility are unrelated config/model-definition issues." + "reason": "Both involve MoE models and loading/saving, but one is FP8 save_pretrained and the other is a from_pretrained load regression." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:42890", + "right": "issue:47059", "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." + "reason": "These are unrelated test failures caused by different missing setup/version issues." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Compiled Python import errors and auto_docstring printing lint diagnostics are unrelated tooling issues." + "reason": "Completely different problems: distributed optimizer state corruption versus attention scaling behavior." }, { - "left": "issue:29925", - "right": "issue:33453", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "SigLIP use_fast enforcement and tokenizer-loading regression are both tokenizer-related but not clearly the same underlying defect." + "reason": "Both are CLIP regressions, but one concerns attentions output and the other hidden_states output; not enough to treat as the same bug." }, { - "left": "issue:46077", - "right": "issue:46512", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Gemma4 attention-mask logic and stale config.dtype after from_config are different model initialization bugs." + "reason": "Different API surfaces: chat completions request handling versus processor chat template batching." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "torch.split return values in a specific indexer and DeepseekV3MoE divergence are unrelated model implementation problems." + "reason": "One is Qwen3.5 config propagation, the other is an import conflict involving Trainer and datasets." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "State_dict loading order and Qwen3.5 save_pretrained regression are both loading/saving related, but not the same concrete bug." + "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is attention mask construction." }, { - "left": "issue:44938", - "right": "issue:47059", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Python 3.14 import failure and CLI completion breakage with huggingface_hub 1.22.0 are unrelated compatibility issues." + "reason": "An import symbol removal is not the same as local_files_only still allowing API requests." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:44655", + "right": "issue:47332", "accept": false, - "reason": "CLIP output attribute regression and Qwen3.5 checkpoint-saving regression are different models and different failure modes." + "reason": "Both are save_pretrained-related, but one is generic Pipeline serialization and the other is disk-offloaded model saving." }, { - "left": "issue:36683", - "right": "issue:47110", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Gemma3Config missing vocab_size and special_tokens list-vs-dict handling are unrelated issues." + "reason": "Both are loading failures, but one is a specific Qwen3VL MoE regression and the other is a state_dict ordering issue." }, { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:44655", + "right": "issue:47321", "accept": false, - "reason": "Gemma3Config missing vocab_size and Qwen3.5 num_labels propagation are unrelated configuration bugs." + "reason": "These do not describe the same failure mode; one is pipeline saving, the other is an AMD quark class update problem." }, { - "left": "issue:29870", - "right": "issue:36296", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Bart generate decoder_attention_mask assignment bug and tensor parallel training optimizer-state bug are unrelated." + "reason": "Different Gemma4 config paths and different symptoms; not a duplicate." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Compiled Python file import errors and DebertaV2Model parsing/IndentationError on Python 3.13 are distinct parser/runtime issues." + "reason": "One is a model-loading regression tied to base_model_prefix, the other is inability to save Pipeline objects." }, { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:44380", + "right": "issue:47276", "accept": false, - "reason": "Scheduler kwargs omission and Qwen3.5 variable-length position_ids failure are unrelated training/inference bugs." + "reason": "One is backend-dependent attention scaling behavior, the other is just a warning text problem." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Model loading with sorted state_dict and Gemma pipeline roundtrip on \u2581 are not the same bug." + "reason": "Both are AttributeError reports, but they are for different models and missing attributes." }, { - "left": "issue:43992", - "right": "issue:47317", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and PPFormulaNet training-loss bug are unrelated model-specific issues." + "reason": "Distinct model issues: FlashAttention support versus auxiliary-loss handling." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Cache/layer update no_grad decoration and broad import errors after version upgrade are not the same underlying problem." + "reason": "Different config problems on different model families; not the same underlying bug." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:46077", + "right": "issue:46512", "accept": false, - "reason": "Optimizer SGD args being ignored and Trainer import failing because of datasets are unrelated." + "reason": "Both are Gemma4 config-related, but one is attention mask logic and the other is dtype metadata staleness." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "UMT5Encoder missing weight loading and Qwen3.5 Moe from_pretrained error are separate model-loading bugs." + "reason": "Both are Python-version compatibility reports, but they target different interpreter versions and failures." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and a typo in cache strategies are unrelated." + "reason": "Unrelated: compiled Python file execution errors versus import-time docstring logging noise." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Bart generate decoder_attention_mask assignment bug and tokenizer-loading regression are unrelated." + "reason": "Both involve MoE internals, but they are different models and different implementation mismatches." }, { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:29925", + "right": "issue:33453", "accept": false, - "reason": "Qwen3-VL 2D bounding box hallucination and RTDetrLoss infeasible cost matrix are different vision-model bugs." + "reason": "Both are tokenizer-related regressions, but one is enforcing use_fast and the other is a loading regression; different bugs." } ] }, @@ -18876,7 +18895,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 62, "review_unit_count": 66, "status": "reviewed", @@ -18884,324 +18903,321 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:28282", + "issue:29870", "issue:33453", "issue:36296", + "issue:36683", "issue:41669", "issue:42548", "issue:42890", - "issue:42898", "issue:43010", - "issue:43065", - "issue:43502", - "issue:43525", + "issue:43064", "issue:43575", - "issue:43576", "issue:43618", - "issue:43723", - "issue:43824", "issue:43867", - "issue:43874", "issue:43976", - "issue:44062", + "issue:43992", + "issue:44075", "issue:44077", - "issue:44112", "issue:44222", "issue:44246", "issue:44351", "issue:44355", "issue:44360", - "issue:44387", "issue:44393", - "issue:44485", - "issue:44556", - "issue:44734", - "issue:44749", - "issue:44964", + "issue:44492", + "issue:44625", + "issue:44855", + "issue:44908", + "issue:44938", "issue:44977", - "issue:45071", "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", "issue:45478", "issue:45561", "issue:45850", - "issue:46132", - "issue:46617", - "issue:46664", + "issue:46202", + "issue:46365", + "issue:46851", + "issue:47000", + "issue:47059", + "issue:47110", "issue:47317", "issue:47337" ], "soft_pairs": [ + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:44625", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:44355|issue:44855", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:43867|issue:46202", + "issue:43992|issue:47317", "issue:44393|issue:47337", - "issue:44222|issue:45125", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44393|issue:47000", + "issue:43992|issue:45310", + "issue:42548|issue:44351", + "issue:29870|issue:33453", + "issue:43064|issue:44492", "issue:36296|issue:43575", + "issue:44222|issue:45125", "issue:43618|issue:44077", "issue:41669|issue:44246", "issue:42890|issue:45561", + "issue:43867|issue:45357", "issue:43867|issue:45375", "issue:43010|issue:43976", - "issue:43867|issue:45357", - "issue:42548|issue:44351", "issue:28282|issue:33453", + "issue:43618|issue:44977", "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" + "issue:44360|issue:45440" ], - "prepared_review_unit_hash": "c2156008e874f15ec55bf93722bb9175e0bd89193db9191861a7e11da71cbdba", + "prepared_review_unit_hash": "54bcf7f71d0f547387ae94fe1c06037a8766f5031ecb03fd56af1d2d069e8736", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36480, - "estimated_input_tokens": 9120, - "estimated_eval_tokens": 18496 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36210, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "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.", + "summary": "This cluster is mostly a grab bag of import/load/serialization/model-specific regressions. The only strong duplicate-like edge is the transformers import-slowdown pair; the rest are too loosely related to merge as the same underlying bug.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 41669 is the clearest root-cause report: it names the import-star regression and quantifies the slowdown, making it the best anchor for the import-performance duplicate pair.", "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_issue_reason": "Issue 41669 is the most actionable and specific report in the set, with a concrete cause and measurable impact; it is the best overall issue candidate here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44393", - "right": "issue:47337", + "left": "issue:43867", + "right": "issue:45216", "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." + "reason": "Both are checkpoint/load-related, but one is a generic state_dict loading error and the other is a Qwen3.5 save_pretrained regression; too different to treat as the same bug." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:44938", + "right": "issue:47059", "accept": false, - "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different model-state/export issues." + "reason": "Both mention environment/import problems, but Python 3.14 import failure and a huggingface_hub CLI compatibility break are different failure modes and code paths." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:36683", + "right": "issue:44625", "accept": false, - "reason": "Tensor-parallel training bug vs loading Qwen2-57B-A14B-Instruct causing OOM; same subsystem, different failure mode and likely different fix." + "reason": "Both are missing config fields, but they affect different models and different attributes; not the same underlying defect." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:36683", + "right": "issue:47110", "accept": false, - "reason": "CLIP attentions assignment and patchtsmixer post_init allowance are unrelated model/API changes." + "reason": "These are unrelated symptoms: a missing Gemma3Config attribute versus a special_tokens list/dict handling error." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:43618", + "right": "issue:45216", "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." + "reason": "CLIP attentions assignment and Qwen3.5 checkpoint corruption are unrelated model regressions." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Set_seed-related flaky model test and xdist race on captured_info.txt are different CI issues." + "reason": "Both are import-time errors, but one is about compiled Python files and the other is a DebertaV2Model parsing problem on Python 3.13; different root causes." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:29870", + "right": "issue:36296", "accept": false, - "reason": "State-dict sorting load error and missing deepstack_visual_indexes are different config/load problems." + "reason": "Bart generate() unboundlocal and tensor-parallel training bugs are different code paths and symptoms." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:44908", + "right": "issue:46851", "accept": false, - "reason": "no_grad decoration for cache updates and Python version compatibility are unrelated." + "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids handling are unrelated." }, { "left": "issue:43867", - "right": "issue:45357", + "right": "issue:46202", "accept": false, - "reason": "Sorted state_dict loading and incorrect visual encoder keys on save_pretrained are different load/save regressions." + "reason": "Both involve loading/roundtrips, but one is a sorted state_dict load error and the other is a Gemma pipeline token roundtrip issue; not the same bug." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43992", + "right": "issue:47317", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export paths; not the same underlying breakage." + "reason": "UMT5Encoder weight loading and PPFormulaNet training loss are unrelated." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:44393", + "right": "issue:47337", "accept": false, - "reason": "PyTorch-missing ImportError for AutoModel and tokenizer loading regression are unrelated." + "reason": "Both mention bbox coordinates, but one is a model output problem and the other is a flaky test failure; they are adjacent but not clearly the same defect." }, { "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", + "right": "issue:45278", "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." + "reason": "Cache update no_grad semantics and broad import errors after upgrade are different issues." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "CLIP attentions assignment and Qwen3.5 flash-attention generation failure are different model-specific bugs." + "reason": "SGD args not being used and import failure due to datasets are unrelated." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:44393", + "right": "issue:47000", "accept": false, - "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different Qwen3.5 MoE config omissions." + "reason": "Qwen3-VL bbox output issues and RTDetrLoss cost-matrix infeasibility are different models and failure modes." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated implementation issues." + "reason": "Missing UMT5 encoder weights and Qwen3.5 MoE from_pretrained errors are unrelated." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "local_files_only network leak and AddedToken special-argument duplication are unrelated tokenizer/load bugs." + "reason": "Both are import-name errors, but they refer to different missing exports and likely different packaging/export regressions." }, { - "left": "issue:43525", - "right": "issue:47317", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Llama4Config missing pad_token_id and PPFormulaNet training-loss bug are different model-specific problems." + "reason": "Bart generate() unboundlocal and tokenizer loading regression are not the same bug." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Seed-related flaky integration test and GraniteSpeech CI stale device override failure are different test failures." + "reason": "FSDP/PEFT optimizer state mismatch and a cache strategy typo are unrelated." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "SamHQ test flakiness and inability to load Phi-4 multimodal are unrelated." + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM on tp are related only broadly; not the same concrete defect." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "KV-cache continuation tensor indexing crash and trust_remote_code cache FileNotFoundError are different serve/load code paths." + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different issues." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Tokenizer cleanup-space behavior and SmolVLM num_frames semantics are unrelated model/input-processing issues." + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." }, { - "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:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report slow transformers import, and 41669 gives the concrete root cause for the same performance regression." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Int4 quantization memory regression and checkpoint reload compatibility are unrelated." + "reason": "A flaky SamHQ integration test and an xdist race in captured_info.txt are different test infra problems." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Cache update no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated changes." + "reason": "Generic load-model error and Qwen3.5 visual encoder key regression are different serialization bugs." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export and trust_remote_code cache FileNotFoundError are different import/load failures." + "reason": "State_dict loading failure and missing deepstack_visual_indexes config field are not the same underlying issue." }, { - "left": "issue:45071", - "right": "issue:47317", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "PretrainedConfig type checking regression and PPFormulaNet training-loss bug are unrelated." + "reason": "Cache no_grad decoration and Python 3.9/3.10 compatibility are unrelated." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Broken transformers env command and AttentionInterface.register behavior change are different CLI/API issues." + "reason": "PyTorch missing ImportError and tokenizer loading regression are unrelated." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Compiled Python file errors and a Chinese report about much slower filtering after upgrade are not the same issue." + "reason": "CLIP attentions assignment and Qwen3.5 flash-attention generation issues are different model/code paths." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Missing image-patch helper in GLM46V and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "Cache update decoration and broad post-5.0 model breakage are too generic to be duplicates." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Int4 OOM regression and checkpoint reload incompatibility are different problems." + "reason": "Missing _tp_plan for tensor parallelism and Qwen3.5 Moe from_pretrained error are not the same concrete bug." }, { - "left": "issue:44246", - "right": "issue:43065", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Import slowdown and Sam3PixelDecoder Conv2d placeholder are unrelated." + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted edge, issue:41669 \u2194 issue:44246, is well supported by the titles as the same transformers import-slowdown regression, and the other pairs are reasonably rejected as different bug classes or model-specific failures." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 63, "review_unit_count": 66, "status": "reviewed", @@ -19209,325 +19225,321 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:29870", "issue:30333", "issue:30990", "issue:31795", - "issue:33453", "issue:36296", "issue:38617", "issue:41628", "issue:42548", "issue:42757", + "issue:42890", + "issue:42898", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", - "issue:43352", - "issue:43475", "issue:43502", "issue:43525", "issue:43576", - "issue:43673", + "issue:43723", "issue:43824", "issue:43827", - "issue:43901", + "issue:43874", "issue:44038", + "issue:44062", + "issue:44112", "issue:44222", "issue:44230", - "issue:44315", - "issue:44351", "issue:44355", - "issue:44360", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", + "issue:44734", + "issue:44749", "issue:44961", + "issue:44964", "issue:45071", "issue:45125", - "issue:45362", - "issue:45375", - "issue:45468", "issue:45850", "issue:46095", + "issue:46132", "issue:46143", "issue:46144", - "issue:46209", "issue:46617", "issue:46664", "issue:46726", "issue:47059", - "issue:47110" + "issue:47110", + "issue:47317" ], "soft_pairs": [ - "issue:30333|issue:33453", - "issue:45850|issue:47110", - "issue:30990|issue:31795", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:43525|issue:47317", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:44387|issue:44556", "issue:41628|issue:42548", + "issue:43723|issue:44556", "issue:44222|issue:44230", - "issue:43010|issue:43232", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:42898|issue:46664", + "issue:43576|issue:46132", + "issue:45071|issue:47317", "issue:46143|issue:46144", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43874|issue:46617", + "issue:43010|issue:43232", + "issue:45850|issue:47110", + "issue:43299|issue:44556", "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:44230|issue:46095", "issue:44038|issue:45125", - "issue:43502|issue:44961", - "issue:44355|issue:45071", "issue:43576|issue:43824", + "issue:44355|issue:45071", + "issue:43502|issue:44961", "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" + "issue:31795|issue:38617" ], - "prepared_review_unit_hash": "7f8749bce9fd97cd78fdae56aef96e001eb2e9da02efa0033dc224fb8b3bd369", + "prepared_review_unit_hash": "82626f479cb698fdbf3e8e4779a4212510e47685cf5607cd7a503f2c88988afa", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37263, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "soft_pair_count": 36, + "serialized_chars": 38168, + "estimated_input_tokens": 9542, + "estimated_eval_tokens": 19340 }, "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.", + "summary": "These items are mostly unrelated bug reports, regressions, docs issues, and feature requests. I did not find any soft-pair duplicates that look like the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "No single duplicate cluster stands out; the issues span different subsystems and failure modes, so there is no clear canonical issue to anchor on.", "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_issue_reason": "issue:46144 is the most concrete and actionable open issue: it names a specific RoFormer attention integration problem and has some discussion, making it the strongest representative bug report here.", "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", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Both are v5 breakage reports, but the concrete failures differ." + "reason": "Different bugs: unexpected API requests vs AddedToken argument handling." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Sentence Transformers loading hang vs documentation confusion." + "reason": "Both are test flakiness, but they affect different model tests with different failure modes." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43525", + "right": "issue:47317", "accept": false, - "reason": "Different import errors for different symbols." + "reason": "Unrelated: missing pad_token_id attribute vs a training-loss bug." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Related FP8/MoE area, but one is save_pretrained and the other inference support." + "reason": "Seed-related CI instability is unrelated to a model-loading failure." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "Both involve generation/cache internals, but not the same bug." + "reason": "Different code paths: server KV-cache indexing vs trust_remote_code cache file lookup." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "RoFormer-related, but one is kwargs passthrough and the other attention interface usage." + "reason": "Both are version regressions, but one is int4 OOM and the other is checkpoint reload compatibility." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Different processor/video semantics vs missing vision backend handling." + "reason": "Both are import errors, but for different symbols and likely different export breakages." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "local_files_only network leak vs FP8 MoE save behavior." + "reason": "Tokenizer loading and checkpoint reload are different failure modes." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Both are model loading regressions, but for different models and failure modes." + "reason": "One is FP8 save_pretrained behavior, the other is FP8 inference support." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "MLflow reporting bug vs tensor-parallel training bug." + "reason": "Missing model-class import is unrelated to cache-loading FileNotFoundError." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Docs about pipeline removals vs unrelated issue." + "reason": "Cache no_grad decoration is unrelated to the Sam3PixelDecoder Conv2d placeholder." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "Generate() runtime error vs model.forward docs confusion." + "reason": "Tokenization cleanup behavior and video frame semantics are different docs/behavior issues." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Same model family, but different tensor-parallel/loading problems." + "reason": "CLI env command failure is unrelated to AttentionInterface.register behavior." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:45071", + "right": "issue:47317", "accept": false, - "reason": "Network/file loading bug vs unrelated issue." + "reason": "Type-checking regression and training-loss bug do not describe the same issue." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Compiled Python file errors vs type-checking regression." + "reason": "Related RoFormer area, but one is kwargs passthrough and the other is AttentionInterface integration; not the same concrete bug." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "CLI/env command bug vs model import error." + "reason": "Offline-mode network requests are unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "CLI/env command bug vs type checking regression." + "reason": "Compiled-file errors and data-filtering slowdown after upgrade are different problems." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "FP8 inference support vs weight-conversion script question." + "reason": "Missing image-patch helper vs cache FileNotFoundError are distinct issues." }, { - "left": "issue:43576", - "right": "issue:47059", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "CLI/env command bug vs huggingface_hub/typer compatibility failure." + "reason": "Both involve generation internals, but the bugs are different methods and symptoms." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "Different import/CLI breakages in unrelated code paths." + "reason": "A broad complaint about v5 breakage is not the same as a specific special_tokens keys error." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Documentation issue vs import error." + "reason": "Qwen3VL MoE loading regression is different from a generic post-upgrade checkpoint reload problem." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Tensor-parallel training bug vs pipeline docs mismatch." + "reason": "Video num_frames semantics are unrelated to missing-vision-backend processor errors." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "SAM3 video attribute error vs cache FileNotFoundError." + "reason": "API requests despite local_files_only and FP8 moe save_pretrained are unrelated." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "ImportError for HybridCache vs trust_remote_code cache loading failure." + "reason": "MLFlow reporting on failed jobs is unrelated to tensor-parallel training bugs." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Liger Kernel integration bug vs DSA indexer discussion." + "reason": "Docs still referencing pipeline() is unrelated to the racoon issue." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "General v5 breakage theme, but not the same concrete failure." + "reason": "Runtime UnboundLocalError in generation is unrelated to confusing model.forward docs." }, { - "left": "issue:45375", - "right": "issue:47110", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Missing config field in Qwen3.5 MoE vs special_tokens list handling." + "reason": "FP8 inference support and a weight-conversion-script question are different concerns." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "GLM-5 RoPE implementation vs unrelated issue." + "reason": "Both mention Qwen3 MoE/tensor parallelism, but the concrete failure modes differ." }, { - "left": "issue:43525", - "right": "issue:47110", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Config missing pad_token_id vs special_tokens structure error." + "reason": "CLI env breakage and missing model import are unrelated." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Chunked prefill cache bug vs cache-strategy typo." + "reason": "Compiled Python file execution errors are unrelated to PretrainedConfig type checking." }, { - "left": "issue:43352", + "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Nemotron Flash Attention support vs unrelated issue." + "reason": "Local-files-only network behavior is unrelated to the racoon issue." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Different model/runtime problems; not the same bug." + "reason": "huggingface_hub import failure and the transformers env CLI bug are different issues." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Unrelated issues; no shared concrete code path." + "reason": "A docs confusion issue is unrelated to a missing import symbol." } ] }, @@ -19541,7 +19553,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 64, "review_unit_count": 66, "status": "reviewed", @@ -19549,20 +19561,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ - "issue:31795", - "issue:33453", + "issue:36296", "issue:41669", "issue:42371", - "issue:42890", - "issue:43298", + "issue:43352", "issue:43408", + "issue:43475", "issue:43525", "issue:43572", - "issue:43576", "issue:43673", "issue:43867", + "issue:43901", "issue:43976", "issue:44077", "issue:44246", @@ -19571,6 +19582,7 @@ "issue:44297", "issue:44315", "issue:44351", + "issue:44360", "issue:44393", "issue:44466", "issue:44485", @@ -19578,319 +19590,334 @@ "issue:44556", "issue:44623", "issue:44655", - "issue:44704", "issue:44861", - "issue:44908", + "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45230", - "issue:45341", + "issue:45362", + "issue:45375", "issue:45381", + "issue:45468", "issue:45542", "issue:45753", "issue:45850", "issue:46018", - "issue:46095", "issue:46172", - "issue:46218", + "issue:46209", "issue:46328", + "issue:46617", "issue:46664", "issue:47059", - "issue:47110", - "issue:47176" + "issue:47110" ], "soft_pairs": [ - "issue:44273|issue:45542", + "issue:36296|issue:43901", + "issue:43475|issue:46617", "issue:44077|issue:44861", - "issue:43867|issue:47110", "issue:44623|issue:45230", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:45362|issue:45850", + "issue:45375|issue:47110", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:43352|issue:44961", + "issue:43525|issue:47110", + "issue:44273|issue:45542", + "issue:44315|issue:46209", + "issue:44961|issue:45468", "issue:45381|issue:46664", + "issue:43867|issue:47110", "issue:44273|issue:45003", - "issue:44485|issue:46664", - "issue:41669|issue:43673", "issue:44466|issue:44556", - "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44655|issue:44861", "issue:43572|issue:45850", + "issue:44485|issue:46664", + "issue:43525|issue:45850", "issue:44393|issue:45753", "issue:44393|issue:45071", + "issue:44295|issue:45230", "issue:44556|issue:45092", + "issue:44297|issue:45230", "issue:42371|issue:44492", "issue:45850|issue:47059", "issue:44246|issue:44273", - "issue:44655|issue:44861", + "issue:46018|issue:46172", "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" + "issue:44492|issue:46328" ], - "prepared_review_unit_hash": "521a1282f8e40c92030191465f2f78d7ef91cb2f4fd0320290a35ac56dba77a7", + "prepared_review_unit_hash": "50cdc2ead767fed8666243d4e43d50227ee2c3c239aa049e652bf3730e2d0446", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38208, - "estimated_input_tokens": 9552, - "estimated_eval_tokens": 19360 + "serialized_chars": 38029, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 }, "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.", + "summary": "This cluster is mostly heterogeneous: many unrelated bug reports across different models, cache/loading, and docs. The only strong duplicate-looking pair is the v5 checkpoint reload regression around meta initialization and old checkpoints.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45092 is the clearest concrete report of the shared v5 checkpoint reload regression: it names the upgrade path, remote-code checkpoints, and meta-initialization incompatibility.", "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_issue_reason": "issue:45092 is the most actionable and specific issue in the cluster; it best captures the underlying reload failure better than the broader upgrade-broken reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "One is a lazy-loading bug; the other is a TensorBoard/TensorFlow backend issue. Different subsystems and failure modes." + "reason": "Different bug classes: tensor-parallel training vs docs/behavior mismatch for `return_all_scores`." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:43475", + "right": "issue:46617", "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." + "reason": "Unrelated model attribute error vs trust-remote-code cache file loading failure." }, { - "left": "issue:43867", - "right": "issue:47110", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "A state_dict loading error and a special_tokens dict/list mismatch are unrelated." + "reason": "Both are config/model validation issues, but they describe different failures and code paths." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "#45230 is too generic to establish the same save_pretrained processor-file bug." + "reason": "One is a concrete `save_pretrained` missing-files bug; the other is too generic to establish the same root cause." }, { - "left": "issue:45381", - "right": "issue:46664", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "Different models and different video-processing bugs: wrong position_ids vs inconsistent num_frames semantics." + "reason": "Importing `HybridCache` and loading a cached remote-code model are different failure modes." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44315", + "right": "issue:44360", "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." + "reason": "Different subsystems: Liger Kernel application vs a discussion about the DSA indexer." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "GLM RoPE implementation discussion is unrelated to SmolVLM video-frame semantics." + "reason": "A specific Qwen chat crash is not the same bug as the broad 'v5 breaks too many models' complaint." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:45375", + "right": "issue:47110", "accept": false, - "reason": "Import * slowdown in models is different from missing GenerationMixin cache during chunked prefill." + "reason": "Missing config field in a Qwen vision config is unrelated to a `special_tokens` list/dict shape error." }, { - "left": "issue:44466", - "right": "issue:44556", + "left": "issue:43673", + "right": "issue:44492", "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." + "reason": "Chunked-prefill cache regression vs a cache-strategy typo; no shared concrete failure path." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Specific missing pad_token_id on Llama4Config is not the same as the broad 'many models break' complaint." + "reason": "GLM-5 RoPE implementation issue vs an unrelated placeholder issue." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:43352", + "right": "issue:44961", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a distinct concrete config bug, not the same as the generic version-wide report." + "reason": "Flash Attention support error is unrelated to the other issue." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43525", + "right": "issue:47110", "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." + "reason": "Different attribute/config failures: `pad_token_id` vs `special_tokens` handling." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Qwen3-VL output issues are unrelated to PretrainedConfig type-checking breakage." + "reason": "Lazy loading/import behavior and tensorboard-without-TF backend detection are different problems." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44315", + "right": "issue:46209", "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." + "reason": "Liger Kernel application and FP8 inference on B200 are unrelated." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "TF32 control settings and a cache-strategy typo are unrelated." + "reason": "No meaningful overlap: placeholder issue vs Gemma audio positional encoding bug." }, { - "left": "issue:45850", - "right": "issue:47059", + "left": "issue:45381", + "right": "issue:46664", "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." + "reason": "Both are vision/video-related but the specific models and symptoms differ." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:43867", + "right": "issue:47110", "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." + "reason": "State-dict sorting load error is unrelated to `special_tokens` shape handling." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Saving Pipeline objects and a tied-weights helper AttributeError are different save paths and failures." + "reason": "Both touch loading/lazy-loading themes, but the titles indicate different concrete failures and no clear same code path." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:44466", + "right": "issue:44556", "accept": false, - "reason": "A model-type warning and a Liger Kernel/model_init application issue are unrelated." + "reason": "Serialization inconsistency and checkpoint reload failure are related only broadly, not the same bug." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "A typo in cache strategy docs/code is not the same as a broad compatibility regression report." + "reason": "Import-time slowdown from `import *` is unrelated to chunked-prefill cache behavior." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Import * slowdown is unrelated to a missing Qwen3_5ForCausalLM import/export." + "reason": "Pipeline save_pretrained failure and `_get_tied_weight_keys` AttributeError are different save/load problems." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Position_ids buffer access error is not the same as a generic bug report." + "reason": "A missing config field in StableLm is not the same as a broad v5 regression report." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "Tokenizer_class mismatch in save_pretrained is distinct from an unspecified bug report." + "reason": "Different models and symptoms; RoPE implementation vs video frame semantics." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "A flaky integration test due to missing set_seed and a scheduler kwargs bug are different issues." + "reason": "A specific `Llama4Config` attribute error is not the same as a general version-wide breakage report." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated code paths." + "reason": "Both involve Qwen vision, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image." }, { - "left": "issue:44908", + "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." + "reason": "Vision model output bug vs `PretrainedConfig` type-checking regression are unrelated." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Import performance and a testing_utils bug are unrelated." + "reason": "Registering `position_ids` as a buffer causing read errors is too specific to match a generic bug report." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both describe the same v5 regression loading older checkpoints after upgrade, centered on meta-initialization/remote-code compatibility in the load path." + }, + { + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Broken transformers env command and scheduler kwargs are unrelated." + "reason": "Tokenizer save metadata mismatch is a distinct issue from a generic bug report." }, { - "left": "issue:43576", - "right": "issue:47176", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Environment command breakage is unrelated to a shell-operator allowlist bypass security bug." + "reason": "TF32 settings guidance and cache-strategy typo are unrelated." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad v5 breakage and CLI completion failure with huggingface_hub are different problems." + }, + { + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Import * cleanup/performance and HybridCache import failure are different import/export issues." + "reason": "Import slowness and lazy-loading malfunction are related only at a very high level, not the same concrete bug." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and a dtype/transpose bug are different model issues." + "reason": "Both mention DeepSeek-V4, but the titles indicate different concrete issues in different parts of the model code." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Python-version compatibility failure and a missing Qwen module import are unrelated." + "reason": "sam3 model-type mismatch vs Liger Kernel application are unrelated." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight-conversion question." + "reason": "A typo in cache strategy naming is not the same as broad v5 incompatibility." }, { "left": "issue:43976", - "right": "issue:47176", + "right": "issue:44393", "accept": false, - "reason": "Python compatibility and command-substitution allowlist bypass are unrelated." + "reason": "Python-version compatibility and Qwen vision bounding-box errors are unrelated." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Documentation confusion in model.forward and tokenizer loading regression are unrelated." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance bug are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:44556 and issue:45092, is a plausible same-bug match around v5 checkpoint reload incompatibility after upgrade. The summary appropriately reflects a mostly heterogeneous cluster without overstating weaker similarities." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 65, "review_unit_count": 66, "status": "reviewed", @@ -19898,30 +19925,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ "issue:28348", - "issue:29870", - "issue:30333", - "issue:31515", "issue:31795", - "issue:34689", - "issue:36296", - "issue:38617", + "issue:33453", + "issue:37428", "issue:41669", "issue:42371", + "issue:42890", "issue:42913", "issue:43066", + "issue:43298", "issue:43352", "issue:43502", "issue:43519", "issue:43576", "issue:43606", - "issue:43618", "issue:43704", "issue:43976", "issue:44230", - "issue:44263", + "issue:44261", "issue:44273", "issue:44315", "issue:44351", @@ -19929,10 +19953,12 @@ "issue:44485", "issue:44492", "issue:44623", + "issue:44704", "issue:44829", "issue:44861", "issue:44908", "issue:44998", + "issue:45071", "issue:45230", "issue:45250", "issue:45290", @@ -19941,6 +19967,7 @@ "issue:45468", "issue:45656", "issue:45850", + "issue:46095", "issue:46218", "issue:46655", "issue:46894", @@ -19950,357 +19977,394 @@ "issue:47177" ], "soft_pairs": [ + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:44908|issue:45071", + "issue:43298|issue:46095", + "issue:41669|issue:44351", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43976|issue:46218", + "issue:45230|issue:45656", + "issue:43976|issue:47176", + "issue:31795|issue:33453", "issue:43519|issue:46655", "issue:44315|issue:44829", - "issue:44485|issue:47176", - "issue:45230|issue:45656", + "issue:44861|issue:47110", "issue:45468|issue:46894", + "issue:42913|issue:43066", + "issue:44485|issue:47176", "issue:44360|issue:45468", "issue:43976|issue:47177", - "issue:43576|issue:44273", "issue:43519|issue:44485", + "issue:31795|issue:37428", + "issue:43576|issue:44273", "issue:44485|issue:47177", "issue:44273|issue:44908", - "issue:31795|issue:34689", - "issue:44861|issue:47110", + "issue:44861|issue:47059", "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:43606|issue:45468", + "issue:43704|issue:44485", "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:28348|issue:45250", + "issue:44261|issue:45468", "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:28348|issue:43352", "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" + "issue:44492|issue:44998" ], - "prepared_review_unit_hash": "d7fd9e4f6ec0c22a52745b5e3330f2acc596d703cfad6e6c01ba542377da3058", + "prepared_review_unit_hash": "f28230e825f56531460d018dbf23d994694d8ad0b46dfe3ea7fcc94f135b335f", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40655, - "estimated_input_tokens": 10164, - "estimated_eval_tokens": 20584 + "soft_pair_count": 53, + "serialized_chars": 42834, + "estimated_input_tokens": 10709, + "estimated_eval_tokens": 21674 }, "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, + "summary": "The items are mostly unrelated issue reports that only share broad topical keywords (tokenizers, v5, flash attention, processors). I did not find any soft pair that clearly describes the same underlying bug or change, so all candidate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44704 is the strongest representative bug: it names a specific failing code path (`AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`) and is narrow enough to be actionable.", "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_issue_reason": "issue:44704 is the best global issue candidate because it is precise, reproducible, and clearly tied to one API-level defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:41669", + "right": "issue:46218", "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." + "reason": "Different problems: import-* cleanup/perf issue vs a model import failure for Qwen3_5ForCausalLM." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Model-init Liger-kernel application and flash_attention_3 training degeneration are different problems." + "reason": "Unrelated: flaky SAM HQ tests due to missing seeds vs inverse_sqrt scheduler kwargs being ignored." }, { - "left": "issue:44485", + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Different code paths: processor download-argument forwarding vs LR scheduler parameter handling." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* refactor/performance concern is unrelated to a small testing_utils bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are separate issues." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to asking for a weight-conversion script." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Broad import-* cleanup is not the same as a missing HybridCache import/export bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` CLI and scheduler kwargs are unrelated failures." + }, + { + "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "GLM-5 RoPE implementation and shell allowlist bypass are unrelated subsystems." + "reason": "One is a broken environment command; the other is a shell-operator allowlist bypass security issue." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility issue is unrelated to a model import error." }, { "left": "issue:45230", "right": "issue:45656", "accept": false, - "reason": "Generic bug report versus a deepspeed optimizer-step duplication bug; no shared concrete issue." + "reason": "Generic bug report vs optimizer.step being called twice under deepspeed are not the same defect." }, { - "left": "issue:45468", - "right": "issue:46894", + "left": "issue:43976", + "right": "issue:47176", "accept": false, - "reason": "Gemma4AudioRelPositionalEncoding and CohereASR double-shift loss are different model-specific bugs." + "reason": "Python support regression and command-substitution bypass are unrelated." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to Gemma4 audio positional encoding." + "reason": "Documentation confusion about forward args is not a tokenizer loading regression." }, { - "left": "issue:43976", - "right": "issue:47177", + "left": "issue:43519", + "right": "issue:46655", "accept": false, - "reason": "Python version compatibility and tar/zip slip RCE are unrelated." + "reason": "Different processors and different failure modes: timestamp math vs video padding calculation." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Broken `transformers env` command and lazy loading failure are different changes." + "reason": "Liger kernel application in model_init is unrelated to flash_attention_3 training collapse." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Both involve attribute/key handling, but one is tied to tied-weights internals and the other to special_tokens parsing; not the same bug." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model-specific bugs." + }, + { + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE are both model internals, but not the same bug." + "reason": "Both mention tokenizer v5, but one is a broad behavior change and the other is a specific wrong decoder type issue." }, { "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to shell command allowlist bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation detail and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation bug and archive write RCE are unrelated." + "reason": "Python support regression and tar/zip-slip RCE are unrelated." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Lazy loading regression and inverse_sqrt scheduler kwargs bug do not share a code path." + "reason": "Timestamp calculation bug in Qwen3VL is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:31795", - "right": "issue:34689", + "right": "issue:37428", "accept": false, - "reason": "Documentation confusion and Llama 3.2 Vision model loading breakage are different issues." + "reason": "Documentation ambiguity is not the same as an ImportError for `_flash_supports_window_size`." }, { - "left": "issue:44861", - "right": "issue:47110", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Tied-weight key crash and special_tokens dict/list error are different failures." + "reason": "Broken CLI env command and lazy-loading failure are separate issues." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated." + "reason": "Different models and different implementation areas: GLM-5 RoPE vs Gemma-4 audio positional encoding." }, { - "left": "issue:41669", + "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and Qwen3ForCausalLM VRAM leak are unrelated." + "reason": "TF32 API guidance is unrelated to VRAM leakage across dataloader threads." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "CLI env command breakage and Qwen3_5ForCausalLM import failure are unrelated." + "reason": "CLI env command breakage is unrelated to a model import failure." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:44485", + "right": "issue:47177", "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." + "reason": "Model RoPE implementation and archive file-write/RCE security bug are unrelated." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "Different model families and different math paths." + "reason": "Lazy loading bug and inverse_sqrt scheduler kwargs are unrelated." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:44861", + "right": "issue:47059", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders and RoPE implementation are unrelated." + "reason": "Tied-weight-key AttributeError is unrelated to the huggingface_hub CLI completion regression." }, { - "left": "issue:42371", + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior settings and VRAM leak are unrelated." + "reason": "Import-* cleanup/performance issue does not match a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad v5 regression complaint and archive RCE are unrelated." + "reason": "A broad statement about v5 breaking models is not the same as a tar/zip-slip security issue." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Broad v5 regression complaint and shell allowlist bypass are unrelated." + "reason": "Broad v5 model breakage is unrelated to shell operator allowlist bypass." }, { "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." + "reason": "Flash Attention support for NemotronH is unrelated to archive extraction RCE." }, { "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." + "reason": "local_files_only still making API requests is unrelated to Qwen3VL timestamp calculation." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation and processor.save_pretrained missing files are different bugs." + "reason": "Processor timestamp math and missing files from save_pretrained are different bugs." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:28348", + "right": "issue:45250", "accept": false, - "reason": "Generic v5 breakage and Qwen3_5ForCausalLM import failure are unrelated." + "reason": "Both are about Flash Attention 2.0, but one is specific GPT2 support and the other is only a generic title with no evidence of the same change." }, { - "left": "issue:44263", + "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split issue and Gemma4 audio positional encoding are unrelated." + "reason": "Precision error from missing rms_norm_eps is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:43704", - "right": "issue:45341", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "VRAM leak and a testing_utils bug are unrelated." + "reason": "Broad v5 breakage does not match a specific Qwen3_5ForCausalLM import failure." }, { - "left": "issue:28348", - "right": "issue:45250", + "left": "issue:43704", + "right": "issue:45341", "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." + "reason": "VRAM leak across dataloader threads is unrelated to a small testing_utils bug." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Missing FA2 support for Nemotron and Qwen3_5ForCausalLM import failure are unrelated." + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to a missing Qwen3_5ForCausalLM import." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import error and Qwen3_5ForCausalLM import error are different modules and fixes." + "reason": "Both are import-related, but one is HybridCache export/import and the other is a specific Qwen3_5ForCausalLM module import failure." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight crash and chat-template tool-call crash are different code paths." + "reason": "Tied-weight-key AttributeError and chat-template crash with tool calls are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and processor.save_pretrained file omission are unrelated." + "reason": "FP8 support request and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different feature requests." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and the unrelated placeholder issue title are not the same bug." + "reason": "Scheduler behavior and the unrelated 'Unemployment' issue are clearly not the same." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Unemployment placeholder issue and archive RCE are unrelated." + "reason": "No relation between the placeholder issue and a tar/zip-slip security vulnerability." }, { "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." + "reason": "No relation between the placeholder issue and a shell command allowlist bypass." }, { "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." + "reason": "FP8 support for qwen3-vl/qwen3.5 moe is unrelated to a from_pretrained error in Qwen3.5 Moe." }, { - "left": "issue:31515", - "right": "issue:36296", + "left": "issue:44492", + "right": "issue:44998", "accept": false, - "reason": "Slow checkpoint loading and tensor-parallel training bug are unrelated." + "reason": "A typo in cache strategies is unrelated to the placeholder issue." } ] }, @@ -20314,7 +20378,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 66, "review_unit_count": 66, "status": "reviewed", @@ -20322,24 +20386,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-535", + "cluster_id": "cluster-10000-537", "nodes": [ + "issue:29870", + "issue:30333", "issue:31515", "issue:31795", + "issue:36296", "issue:37934", + "issue:38617", "issue:42936", "issue:43240", "issue:43298", + "issue:43618", "issue:43668", "issue:43717", "issue:43813", "issue:44031", "issue:44230", + "issue:44998", "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:29870|issue:31515", "issue:43298|issue:44230", + "issue:30333|issue:31515", + "issue:31515|issue:36296", "issue:31515|issue:31795", "issue:43717|issue:46144", "issue:42936|issue:46018", @@ -20354,118 +20429,148 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "02066b81cca16f5bbce4ea45d98fae0465a23e79f20bed67bdf11e5956be25b2", + "prepared_review_unit_hash": "33acf786ea3b16afeca8944bbe45821bf3ae169fc10d1a4a07cb047eca2ee790", "component_budget": { - "node_count": 535, - "item_count": 535, - "soft_pair_count": 1971, - "serialized_chars": 1022199, - "estimated_input_tokens": 255550, - "estimated_eval_tokens": 511356 + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 14, - "serialized_chars": 11436, - "estimated_input_tokens": 2859, - "estimated_eval_tokens": 5974 + "node_count": 19, + "item_count": 19, + "soft_pair_count": 19, + "serialized_chars": 16334, + "estimated_input_tokens": 4084, + "estimated_eval_tokens": 8424 }, "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.", + "summary": "The cluster is heterogeneous: the soft links are mostly superficial title similarity across unrelated Transformers issues (generation, loading, docs, config typing, model-specific bugs). No pair looks like the same underlying bug or change, so none should be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: the items span distinct components and failure modes, so there is no single underlying bug represented by the cluster.", "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_issue_reason": "issue:29870 is the most concrete standalone bug report, with a specific traceback and clear generation-path failure, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP attentions bug vs unrelated 'Unemployment' issue; no shared code path." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint load slowness vs ImportError; different components and failure modes." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Generation UnboundLocalError vs slow from_pretrained loading; unrelated bugs." + }, { "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." + "reason": "Continuous batching audio support vs fp8 Qwen infer support; different features." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting bug vs checkpoint loading performance; not the same problem." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading slowdown vs tensor-parallel training bug; different subsystems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading speed and forward-input documentation are unrelated concerns." + "reason": "Performance issue vs documentation confusion; not a duplicate." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba/Mamba-2 init weight behavior and RoFormer attention interface usage are distinct implementation issues." + "reason": "Mamba init-weights behavior vs RoFormer attention interface usage; separate model implementations." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model-specific bugs." + "reason": "Mask2Former ignore_value bug vs DeepSeek shared-expert gating; unrelated architectures." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint typo and tokenizer regex warning behavior are unrelated." + "reason": "Config type-hint typo vs tokenizer regex warning; different issues." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage and loss kwargs propagation are separate API/model behaviors." + "reason": "Mask2Former ignore_value handling vs kwargs not passed to loss; different loss-path bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and RoFormer attention plumbing are not the same underlying defect." + "reason": "Loss kwargs propagation vs attention interface implementation; unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling does not overlap with tokenizer warning regressions." + "reason": "Segmentation ignore_value bug vs tokenizer warning; no overlap." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These affect different models and different failure modes; not mergeable as one fix." + "reason": "Mask2Former bug vs RoFormer attention-interface bug; different models and code paths." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss-input behavior and a quantization attribute typo are unrelated." + "reason": "Loss/ignore_value behavior vs a typo in quantization conversion; not the same bug." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hints in ModernBERTConfig and a typo in quantization conversion are separate issues." + "reason": "Config type hint issue vs quantization-operation typo; unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-function kwargs forwarding and config annotation correctness do not describe the same bug." + "reason": "Loss kwargs propagation vs ModernBERT config typing; different areas." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about Llama4TextL2Norm semantics is unrelated to a ModernBERT config type hint." + "reason": "RMS norm question vs incorrect type hint; unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are unrelated model-specific problems." + "reason": "Mask2Former ignore_value bug vs config typing typo; different targets." } ] }, @@ -20479,7 +20584,7 @@ { "label": "issue", "component_index": 2, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20498,7 +20603,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "d6f5bd07411c8a67e211f6e56d0a7ba0c12f6f514298fc8a3b62d35b8b1e5533", + "prepared_review_unit_hash": "31124cc2a99a7948886ab0a4da7279404a2816de097a0a233a0e2e16a9c42ef9", "component_budget": { "node_count": 3, "item_count": 3, @@ -20520,30 +20625,30 @@ "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).", + "summary": "The three issues are not duplicates: one is about tokenizer truncation direction, one about learning-rate scheduler functionality, and one about Wav2Vec2 word offset extraction. No canonical duplicate issue/PR emerges from this cluster.", "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_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different feature areas and problems: truncation strategy vs. Wav2Vec2 word boundary offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: truncation option vs scheduler behavior/functionality." + "reason": "Unrelated requests: tokenizer truncation from the beginning vs. ReduceLROnPlateau-like scheduler behavior." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared bug or code path; scheduler functionality and Wav2Vec2 offset extraction are separate topics." + "reason": "Different subsystems and use cases: LR scheduler functionality vs. speech model word timestamp extraction." } ] }, @@ -20557,7 +20662,7 @@ { "label": "issue", "component_index": 3, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20575,12 +20680,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "88fffc4734a27db1ce066c6353a2d01199aef26d8d6cb19be5568e8d1f64247c", + "prepared_review_unit_hash": "cbc6ccaf35a8f1ecf11fb2585b07ee33e77157628d0342ee33b6e57880f9e0ad", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -20588,7 +20693,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -20597,24 +20702,24 @@ "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.", + "summary": "These issues do not look like duplicates: one is about Tapas tokenization parity, one is about auth-related model download errors for private repos, and one is a generic inability to load bert-base-uncased. The only partial overlap is between the two model-loading issues, but the specific failure modes differ enough that I would not merge them.", + "confidence": 0.78, + "canonical_issue_reason": "None of the issues cleanly matches the others. If forced to pick the broadest representative, #16618 is the most general model-loading report, but it is not a true duplicate target for the others.", "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_issue_reason": "#16618 is the best issue to represent the cluster only because it is the broadest and most user-facing loading failure; however, it is still not a good canonical duplicate because the other issues describe different root causes.", "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." + "reason": "Different problem domains: Tapas tokenization behavior versus a model-loading failure for bert-base-uncased. No evidence of 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." + "reason": "Both concern model loading, but #15980 is specifically about a private-model download/auth error, while #16618 is a generic failure loading a public model. Not the same concrete issue." } ] }, @@ -20628,7 +20733,7 @@ { "label": "issue", "component_index": 4, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20636,56 +20741,116 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-19631-3", + "cluster_id": "cluster-19631-7", "nodes": [ "issue:19631", + "issue:19865", + "issue:20334", "issue:20362", - "issue:22372" + "issue:22352", + "issue:22372", + "issue:25725" ], "soft_pairs": [ "issue:19631|issue:22372", - "issue:19631|issue:20362" - ], - "prepared_review_unit_hash": "5329c6df7acea51a52f6f5de6e2f7b7c9c9381f523ed972ab2efe294237e43b0", + "issue:19631|issue:20362", + "issue:19865|issue:25725", + "issue:19865|issue:22372", + "issue:20334|issue:22352", + "issue:20334|issue:20362", + "issue:20334|issue:25725", + "issue:20362|issue:25725", + "issue:22352|issue:25725", + "issue:22372|issue:25725" + ], + "prepared_review_unit_hash": "8581cab004af3dff51c8beebbca088f17b69a24163ccde810dcbe3ada77f5a6c", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2351, - "estimated_input_tokens": 588, - "estimated_eval_tokens": 1432 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 7316, + "estimated_input_tokens": 1829, + "estimated_eval_tokens": 3914 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2351, - "estimated_input_tokens": 588, - "estimated_eval_tokens": 1432 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 7316, + "estimated_input_tokens": 1829, + "estimated_eval_tokens": 3914 }, "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, + "summary": "These are not duplicates: each issue requests a different model or workflow addition (EDSR/MDSR, VATT, Longformer content, FlexiBERT, Whisper XVector finetuning, Restormer, Meta-Transformer). The title overlap is only broad \"add model\" similarity, not the same underlying change.", + "confidence": 0.97, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:19631", - "right": "issue:20362", + "right": "issue:22372", "accept": false, - "reason": "Different model addition requests with no shared code path or concrete duplicate target; only the phrasing is similar." + "reason": "Different model families: EDSR/MDSR vs Restormer; same broad task, but not the same feature request." }, { "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "EDSR/MDSR and FlexiBERT are unrelated model additions." + }, + { + "left": "issue:19865", + "right": "issue:25725", + "accept": false, + "reason": "VATT and Meta-Transformer are distinct models with no indication of the same implementation work." + }, + { + "left": "issue:19865", "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." + "reason": "VATT request and Restormer request target different architectures and code paths." + }, + { + "left": "issue:20334", + "right": "issue:22352", + "accept": false, + "reason": "Longformer content issue is unrelated to Whisper XVector finetuning." + }, + { + "left": "issue:20334", + "right": "issue:20362", + "accept": false, + "reason": "Longformer content and FlexiBERT are different model-related requests." + }, + { + "left": "issue:20334", + "right": "issue:25725", + "accept": false, + "reason": "Longformer content vs Meta-Transformer are not the same underlying change." + }, + { + "left": "issue:20362", + "right": "issue:25725", + "accept": false, + "reason": "FlexiBERT and Meta-Transformer are separate model additions." + }, + { + "left": "issue:22352", + "right": "issue:25725", + "accept": false, + "reason": "Whisper XVector finetuning is a training/process issue, not the same as adding Meta-Transformer." + }, + { + "left": "issue:22372", + "right": "issue:25725", + "accept": false, + "reason": "Restormer and Meta-Transformer are unrelated requests." } ] }, @@ -20699,7 +20864,7 @@ { "label": "issue", "component_index": 5, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20775,316 +20940,322 @@ "issue:47299|issue:47402", "issue:46226|issue:47299" ], - "prepared_review_unit_hash": "f93c7f162e1374f6f3b23504c0357ffd10c920d56ace0b4c027b3711c2f28a6a", + "prepared_review_unit_hash": "0c315bf9d83fd7e6f82480b09d78f78b4f3732ac74995e49639a8d235acdccd4", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 48, - "serialized_chars": 26216, - "estimated_input_tokens": 6554, - "estimated_eval_tokens": 13364 + "serialized_chars": 26225, + "estimated_input_tokens": 6557, + "estimated_eval_tokens": 13370 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 48, - "serialized_chars": 26216, - "estimated_input_tokens": 6554, - "estimated_eval_tokens": 13364 + "serialized_chars": 26225, + "estimated_input_tokens": 6557, + "estimated_eval_tokens": 13370 }, "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.", + "summary": "This is not a duplicate cluster in the strict sense. It mixes two unrelated feature requests (Flash Attention 2 support and GGUF support) with many language-specific documentation translation issues. The translation items share a boilerplate pattern, but they are separate tasks for different languages, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is safe here: the cluster spans unrelated feature requests and multiple distinct translation requests. The shared similarity is mostly template-based, not the same underlying bug/change.", "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_issue_reason": "If a representative is needed, the generic translation-template issue is the closest structural match, but it should not be treated as a true umbrella duplicate for the language-specific translation tasks.", "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." + "reason": "Different feature requests in different subsystems: Flash Attention 2 vs GGUF support." }, { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same translation-template pattern, but different language-specific request; not the same docs translation task." + "reason": "Both are translation-task templates, but they are distinct language-specific requests, not the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Same translation-template pattern, but different language-specific request; not the same docs translation task." + "reason": "Same boilerplate translation pattern, but the actual translation language/task is distinct." }, { "left": "issue:27088", "right": "issue:47402", "accept": false, - "reason": "Same translation-template pattern, but different language-specific request; not the same docs translation task." + "reason": "Template similarity only; no evidence these are the same language translation request." }, { "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." + "reason": "Same generic translation template, but the underlying requested language work is separate." }, { "left": "issue:27088", "right": "issue:30191", "accept": false, - "reason": "Different translation requests for different locales; similar template, but not duplicates." + "reason": "Different translation targets; template similarity does not make them duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Same docs-translation template, but Spanish vs generic placeholder; distinct request." + "reason": "Spanish docs translation vs a generic translation template: related category, but not the same task." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish), so these are separate translation requests." + "reason": "Turkish vs Spanish documentation translation requests are distinct and should remain separate." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Same translation template, but different locale request; not a duplicate." + "reason": "Different language translation requests; only the boilerplate matches." }, { "left": "issue:28936", "right": "issue:30240", "accept": false, - "reason": "Different target languages, so these are separate translation tasks." + "reason": "Spanish vs Polish translation issues are separate language-specific tasks." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages, so these are separate translation tasks." + "reason": "Different language translation requests; same category, not same underlying change." }, { "left": "issue:30191", "right": "issue:30240", "accept": false, - "reason": "Different language translation requests; same template, not the same underlying issue." + "reason": "Persian vs Polish translation requests are distinct." }, { "left": "issue:28936", "right": "issue:30191", "accept": false, - "reason": "Different target languages (Spanish vs Persian), so these are distinct requests." + "reason": "Spanish and Persian translation tasks are separate." }, { "left": "issue:30240", "right": "issue:44370", "accept": false, - "reason": "Different language/placeholder translation requests; same template only." + "reason": "Different translation targets; no sign of a single shared request." }, { "left": "issue:30240", "right": "issue:44365", "accept": false, - "reason": "Different language/placeholder translation requests; same template only." + "reason": "Different language-specific translation work, despite matching template wording." }, { "left": "issue:30240", "right": "issue:47402", "accept": false, - "reason": "Different language/placeholder translation requests; same template only." + "reason": "Boilerplate similarity only; the underlying translation tasks are not the same." }, { "left": "issue:30240", "right": "issue:43834", "accept": false, - "reason": "Polish-specific translation request vs generic placeholder template; not the same issue." + "reason": "Generic translation template vs a concrete Polish translation request is not a duplicate." }, { "left": "issue:30240", "right": "issue:47299", "accept": false, - "reason": "Different language/placeholder translation requests; similar wording is not enough to merge." + "reason": "Different language/task; no shared concrete translation target." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Different language translation requests; same template, not duplicates." + "reason": "Romanian translation vs a different language translation request; not duplicates." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language translation requests; same template, not duplicates." + "reason": "Separate language-specific docs translation tasks." }, { "left": "issue:38435", "right": "issue:47402", "accept": false, - "reason": "Different language translation requests; same template, not duplicates." + "reason": "Different translation request despite same boilerplate." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request vs generic placeholder template; distinct issue." + "reason": "A concrete Romanian translation issue is not the same as the generic template issue." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "Different translation requests; no evidence they refer to the same locale or work item." + "reason": "Different language translation tasks, so do not merge." }, { "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." + "reason": "Generic template and specific translation request; similar form, different underlying task." }, { "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." + "reason": "Template match only; no evidence of the same language or same translation work." }, { "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." + "reason": "Boilerplate similarity is not enough to call these duplicates." }, { "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." + "reason": "Generic translation template vs a concrete translation issue; distinct tasks." }, { "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." + "reason": "Same loose translation pattern, but the actual request content is different." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Generic template similarity only; no proof they are the same locale or same translation task." + "reason": "Two separate language translation issues, not one underlying change." }, { "left": "issue:44365", "right": "issue:47402", "accept": false, - "reason": "Generic template similarity only; no proof they are the same locale or same translation task." + "reason": "Different translation targets; only the title template overlaps." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Generic template similarity only; no proof they are the same locale or same translation task." + "reason": "Language-specific translation tasks are distinct." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different placeholder/translation-style issues; similarity alone is not enough to merge." + "reason": "No evidence of the same translation request; just shared boilerplate." }, { "left": "issue:44370", "right": "issue:47402", "accept": false, - "reason": "Generic template similarity only; no proof they are the same locale or same translation task." + "reason": "These appear to be separate language translation issues." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Generic template similarity only; no proof they are the same locale or same translation task." + "reason": "Different underlying translation tasks." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different placeholder/translation-style issues; similarity alone is not enough to merge." + "reason": "Shared pattern only; not the same translation issue." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "The Thai-text issue does not match the concrete translation requests as the same task." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "Different content and no clear shared translation target." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "Boilerplate similarity only; not a duplicate underlying request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "Generic translation template vs unrelated Thai-text issue; not the same task." }, { "left": "issue:46222", "right": "issue:47402", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "No concrete evidence these are the same translation request." }, { - "left": "issue:43834", + "left": "issue:46226", + "right": "issue:47402", + "accept": false, + "reason": "Different language/content; not a duplicate." + }, + { + "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "The Thai-text issues are not clearly the same request, and the wording differs materially." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "Different content and no evidence of the same underlying translation task." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "Distinct issue content; template similarity is insufficient." }, { - "left": "issue:46226", + "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "Generic template similarity only; not the same issue." }, { "left": "issue:46931", "right": "issue:47402", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "Different issue content and no shared concrete translation target." }, { "left": "issue:47299", "right": "issue:47402", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "Both are translation-like, but there is no evidence they are the same underlying request." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "Different placeholder/nonstandard translation-like issues; no evidence they are the same request." + "reason": "Different text and no clear same-task evidence." } ] }, @@ -21098,7 +21269,73 @@ { "label": "issue", "component_index": 6, - "component_count": 27, + "component_count": 28, + "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-30396-2", + "nodes": [ + "issue:30396", + "issue:31103" + ], + "soft_pairs": [ + "issue:30396|issue:31103" + ], + "prepared_review_unit_hash": "e07b7e4d8848f48b3813a4f7e8adee2cb3f2756ea3f80d8e25cb30d4790ae70d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are very likely related HelpingAI feature requests, but the packet does not prove they are the same request. Issue 31103 remains the best canonical hub because it is more active and its title is marginally broader.", + "confidence": 0.76, + "canonical_issue_reason": "issue:31103 has higher discussion activity and, by title, looks like the broader HelpingAI request, though that breadth is only weakly indicated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:31103 is the better issue to keep as the hub because it is more active and appears to cover the general HelpingAI support request; 30396 looks like a narrower variant naming a specific model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30396", + "right": "issue:31103", + "accept": false, + "reason": "The titles and strong similarity signal make these look likely related or possibly duplicate feature requests, but the available evidence is not enough to confirm they are the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The ranking is mostly grounded, but the soft-edge verdict overstates the evidence. The packet only provides titles, activity counts, and a very strong soft-similarity signal; it does not establish that these are definitively the same underlying feature request. Please hedge this as 'likely related' or 'possibly duplicate' rather than asserting duplicate/identical support requests. The 'more active' rationale for 31103 is supported, but 'broader request' is only weakly supported by the titles." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21106,13 +21343,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-36718-22", + "cluster_id": "cluster-36718-23", "nodes": [ "issue:36718", "issue:36817", "issue:36879", "issue:37015", "issue:37334", + "issue:40330", "issue:41115", "issue:41211", "issue:42503", @@ -21152,13 +21390,17 @@ "issue:37334|issue:43837", "issue:37334|issue:43671", "issue:37334|issue:42503", + "issue:40330|issue:42503", + "issue:40330|issue:43671", + "issue:40330|issue:42954", + "issue:40330|issue:46653", + "issue:40330|issue:42738", "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", @@ -21167,7 +21409,6 @@ "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", @@ -21183,369 +21424,394 @@ "issue:37015|issue:45027", "issue:37334|issue:45027", "issue:43837|issue:45177", + "issue:42954|issue:45177", "issue:45322|issue:46133", "issue:42954|issue:46653", "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "791104f794b2a0aabbe67b469d50d47b720d6c450b9846b6dd91099088361263", + "prepared_review_unit_hash": "64185cd5b651a4bd3ddadeb5899e12f17484d8a0ec39583bd01fb29bfcbb805f", "component_budget": { - "node_count": 22, - "item_count": 22, - "soft_pair_count": 55, - "serialized_chars": 31683, - "estimated_input_tokens": 7921, - "estimated_eval_tokens": 16098 + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33615, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 }, "budget": { - "node_count": 22, - "item_count": 22, - "soft_pair_count": 55, - "serialized_chars": 31683, - "estimated_input_tokens": 7921, - "estimated_eval_tokens": 16098 + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33615, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 }, "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.", + "summary": "This cluster is mostly a grab-bag of unrelated model request issues that only share templated wording like \"Add X model/support\". I found no true duplicates or mergeable PR-equivalents among the soft pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items span unrelated requests across keypoint matching, text/vision models, speech models, OCR, and config changes; the similarity is mostly generic request phrasing.", "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_issue_reason": "Issue 46133 is the best standalone representative because it is concrete and well-scoped, but it does not serve as a duplicate umbrella for the rest of the cluster.", "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." + "reason": "Both are keypoint-related, but RoMa matcher vs LoMa detector+matcher are different model requests and not the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different model families and unrelated integration requests." + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated model families and code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + "reason": "EuroBERT config update and DEIMv2 model support are different requests in different subsystems." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different tasks: EuroBert config vs Qwen3-TTS audio support." + "reason": "Config addition for EuroBERT vs adding Qwen3-TTS support; unrelated model types and tasks." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are distinct models with no shared code-path." + "reason": "EuroBERT config vs RF-DETR model support are distinct model additions, not the same bug or change." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert and MiMo are unrelated model requests." + "reason": "EuroBERT config request and XiaoMi MiMo support are unrelated model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate vision models." + "reason": "RF-DETR and DEIMv2 are different vision models with different implementation work." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different modalities and models." + "reason": "RF-DETR detector vs LFM2.5 Audio model support; different domains and code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Object-detection model support and sparse-transformer support are unrelated." + "reason": "RF-DETR vision model vs OpenAI weight-sparse transformer request; unrelated models." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model requests." + "reason": "RF-DETR detector and Qwen3-ASR speech support are different model requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS target different model types." + "reason": "RF-DETR vision detector vs Qwen3-TTS support; unrelated tasks." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated models." + "reason": "NeoBERT request and Qwen3-ASR support are different model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT addition and weight-sparse transformer support are different changes." + "reason": "NeoBERT vs OpenAI weight-sparse transformer; not the same concrete change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated requests." + "reason": "NeoBERT text model request and LFM2.5 Audio support are unrelated." }, { "left": "issue:37015", "right": "issue:37334", "accept": false, - "reason": "NeoBERT and LLMDet are different model integrations." + "reason": "NeoBERT and LLMDet are separate model requests in different areas." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct models with no common bug." + "reason": "RF-DETR and NeoBERT are different models with no shared underlying fix." }, { "left": "issue:37334", "right": "issue:41115", "accept": false, - "reason": "LLMDet and MiniCPM3 are different model requests." + "reason": "LLMDet support vs MiniCPM3 architecture; different models and implementation work." }, { "left": "issue:37334", "right": "issue:43837", "accept": false, - "reason": "LLMDet and Qwen3-ASR are unrelated." + "reason": "LLMDet detection support and Qwen3-ASR support are unrelated requests." }, { "left": "issue:37334", "right": "issue:43671", "accept": false, - "reason": "LLMDet and Qwen3-TTS are different model support requests." + "reason": "LLMDet vs Qwen3-TTS support; different model families and code paths." }, { "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "LLMDet and ModernVBERT are separate model additions." + "reason": "LLMDet support and ModernVBERT models are distinct model-add requests." + }, + { + "left": "issue:40330", + "right": "issue:42503", + "accept": false, + "reason": "open-qwen2vl-base and ModernVBERT models are unrelated model support requests." + }, + { + "left": "issue:40330", + "right": "issue:43671", + "accept": false, + "reason": "Qwen2VL base model vs Qwen3-TTS support; same vendor naming, but different model and task." + }, + { + "left": "issue:40330", + "right": "issue:42954", + "accept": false, + "reason": "open-qwen2vl-base and XiaoMi MiMo are unrelated model requests." + }, + { + "left": "issue:40330", + "right": "issue:46653", + "accept": false, + "reason": "open-qwen2vl-base and Mirko Privitera are not the same issue; the latter is not a model request." + }, + { + "left": "issue:40330", + "right": "issue:42738", + "accept": false, + "reason": "Qwen2VL base model request vs generic BERT-like RoPE support; different scope and target models." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are unrelated model families." + "reason": "MiniCPM3 architecture request and Qwen3-ASR support are different model changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 support and sparse-transformer support are different changes." + "reason": "MiniCPM3 architecture vs weight-sparse transformer support; unrelated code paths." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct requests." + "reason": "MiniCPM3 architecture and ModernVBERT models are different model additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model support requests." + "reason": "DEIMv2 model support and Qwen3-TTS support are unrelated requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model additions." + "reason": "NeoBERT and ModernVBERT are separate text-model requests, not the same concrete change." }, { "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." + "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are not the same issue." + "reason": "Generic BERT-like RoPE request and Voxtral-4B-TTS-2603 support are unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and generic RoPE/BERT-like support are different requests." + "reason": "ModernVBERT models vs BERT-like models with RoPE; overlapping theme, but not the same implementation request." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "RoPE BERT-like models and MiMo are unrelated model families." + "reason": "BERT-like RoPE support and XiaoMi MiMo are different model requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "The user-name issue is not a model request and is unrelated." + "reason": "BERT-like RoPE support and a non-model personal-name issue are not duplicates." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "MiMo and SAM3-LiteText are different model domains." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model families and tasks." }, { "left": "issue:37334", "right": "issue:42954", "accept": false, - "reason": "LLMDet and MiMo are unrelated model requests." + "reason": "LLMDet support and XiaoMi MiMo are unrelated requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo and Qwen3-TTS are distinct model additions." + "reason": "XiaoMi MiMo and Qwen3-TTS support are distinct model requests." }, { "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." + "reason": "ModernVBERT models and XiaoMi MiMo are different add-model requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but target different audio tasks." + "reason": "Qwen3-TTS support and Qwen3-ASR support are related by prefix only; they are different speech models and changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different concrete model support requests." + "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 support are different concrete model requests." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "TTS support and weight-sparse transformer support are unrelated changes." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated modalities." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated models." + "reason": "Qwen3-TTS support and weight-sparse transformer support are unrelated requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models." + "reason": "Qwen3-ASR support and LFM2.5 Audio 1.5B are different speech-model requests, not one mergeable fix." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model additions." + "reason": "Qwen3-ASR support and EUPE are different model families and tasks." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and sparse-transformer support are different code paths." + "reason": "Qwen3-ASR support and OpenAI weight-sparse transformer are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different modalities and implementations." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support and Granite SWA+sink option are different changes." + "reason": "LFM2.5 Audio 1.5B and SWA+sink for Granite models are different requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer support and EUPE are unrelated model-add requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are distinct model support tickets." + "reason": "MiniCPM3 architecture and Voxtral TTS support target different models and code paths." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + "reason": "Qwen3-ASR support and Voxtral TTS support are separate speech-model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated models." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:37334", "right": "issue:45027", "accept": false, - "reason": "LLMDet and Voxtral TTS are different model additions." + "reason": "LLMDet and Voxtral TTS are different model families." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different tasks and architectures." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model requests." + "reason": "EUPE and TIPSv2 are both model requests, but they are different architectures and not the same concrete change." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo and the Mirko Privitera issue are unrelated." + "reason": "XiaoMi MiMo and Mirko Privitera are not the same issue; one is a model request and the other is not." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and the Mirko Privitera issue are unrelated." + "reason": "ModernVBERT models and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS and the Mirko Privitera issue are unrelated." + "reason": "Voxtral TTS support and Mirko Privitera are unrelated; no duplicate signal." } ] }, @@ -21558,8 +21824,8 @@ }, { "label": "issue", - "component_index": 7, - "component_count": 27, + "component_index": 8, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21575,7 +21841,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "41abd028d4be05c3db3f80ff1e49203b4827f9ea820a4324f8b2d48e157d64d7", + "prepared_review_unit_hash": "8b6ee7641e1478b29cc797e7d00a049ea397932d221f19d826d282e323f8122a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21597,18 +21863,18 @@ "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, + "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46443 is the more substantive, code-focused item and is the better representative of the cluster; the Pruna item is a separate documentation request.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46443 is the best issue to keep as the cluster anchor because it describes an actual technical refactor, whereas issue 38740 is a standalone docs enhancement.", "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." + "reason": "Different subjects and scopes: a docs integration request versus a Vision RoPE refactor. They do not describe the same underlying bug or change." } ] }, @@ -21621,8 +21887,8 @@ }, { "label": "issue", - "component_index": 8, - "component_count": 27, + "component_index": 9, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21638,7 +21904,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "549414449385174cce4b25c5c6b32c47b3f9b257380db62968cc1dabcb6f8f05", + "prepared_review_unit_hash": "315c1f40e55d6a7ac8b963ca7ec04f1c3df6913f76412a8178773f62bbacc637", "component_budget": { "node_count": 2, "item_count": 2, @@ -21660,18 +21926,18 @@ "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, + "summary": "The two issues are not duplicates: one asks for generic block decoding support, while the other requests DeepSeek v3.2 model support. The overlap is too vague to imply the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the topics differ materially, with no explicit linkage or shared technical target beyond broad AI/model-related similarity.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong cluster anchor because they describe different requested capabilities; if forced, 43037 is the more specific request, but it does not subsume 41084.", "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." + "reason": "Reject: the titles indicate different feature requests. \"Set Block Decoding\" is a low-level decoding behavior change, while \"DeepSeek v3.2 support\" is model compatibility support; no shared files, targets, or concrete code path evidence tie them together." } ] }, @@ -21684,8 +21950,8 @@ }, { "label": "issue", - "component_index": 9, - "component_count": 27, + "component_index": 10, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21701,7 +21967,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "724a5c0ad7f537123efaf7c0136a794df609ed155f3529213b09f2119816e4ec", + "prepared_review_unit_hash": "4414259e0cc914d9c8b81823f2feed003c1ea169a691934796ae7d26158270f7", "component_budget": { "node_count": 2, "item_count": 2, @@ -21723,18 +21989,18 @@ "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.", + "summary": "These two open issues are only loosely related by ML/model-efficiency language, but they request different features in different code paths: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other is about integrating TiledMLP to reduce memory footprint. They are not duplicates.", "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_issue_reason": null, "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." + "reason": "Different feature requests and different components: `from_pretrained()` flag for FLCE vs TiledMLP integration for memory savings. No shared concrete bug/change path." } ] }, @@ -21747,8 +22013,8 @@ }, { "label": "issue", - "component_index": 10, - "component_count": 27, + "component_index": 11, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21764,12 +22030,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "e4ecd68c60a7aac7ae01989ce5d3686a8d49407e4639b38943c73e2738fc5e59", + "prepared_review_unit_hash": "bc72b706d1b43a20db3faaab889bbb252a143e77594cd8f76595e954294df8c9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -21777,7 +22043,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -21786,18 +22052,18 @@ "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, + "summary": "The two issues are only loosely related through Trainer/custom-trainer behavior, but they describe different bugs and should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical duplicate: #43598 is about `remove_unused_column` customizability, while #43600 is about FLOPS estimation for custom trainers.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good global duplicate representative because they concern separate Trainer concerns and different code paths.", "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." + "reason": "They target different behavior: column-pruning customizability vs FLOPS accounting for custom trainers. Shared theme is too broad for a duplicate." } ] }, @@ -21810,8 +22076,8 @@ }, { "label": "issue", - "component_index": 11, - "component_count": 27, + "component_index": 12, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21827,7 +22093,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "8537a5d966e6ee1fa84cc8c41ed6be50d0e7b3dac6d849daddbcaf0caf98d169", + "prepared_review_unit_hash": "cbdde23942a42466c8d4c6ee727244e60ef6a56815bae4f858ac8b3b2a36081e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21849,18 +22115,18 @@ "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.", + "summary": "These two issues are related only at a very broad level (adding model support), but they target different model families and different APIs: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "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_issue_reason": "Issue #43684 is the broader registration request and is the closest representative of the shared theme, but it still does not match #44405\u2019s separate sequence-classification support request.", "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." + "reason": "Different underlying changes: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Same broad area, but not the same bug/change." } ] }, @@ -21873,8 +22139,8 @@ }, { "label": "issue", - "component_index": 12, - "component_count": 27, + "component_index": 13, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21897,7 +22163,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "5b68de6837469c80190e2f28219d29e699e929f684a5451437b4acff18018176", + "prepared_review_unit_hash": "9ae650e021e2adeb39f5c63f5efcfc149a8c1761672abffed8e2fca2f48a8750", "component_budget": { "node_count": 4, "item_count": 4, @@ -21919,65 +22185,65 @@ "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.", + "summary": "The three \"huggingface\" issues are only weakly similar based on generic title/body metadata, so they may be related but are not confirmed duplicates. Issue 43835 appears separate. No soft edge has strong enough evidence to accept as the same underlying issue.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43845 is the most reasonable anchor only because it is the earliest of the near-identical \"huggingface\" reports, but the evidence is limited to soft title/body similarity.", "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_issue_reason": "Issue 43845 is the best issue to keep as the provisional representative for the cluster because it is the earliest of the similar \"huggingface\" reports and there is no stronger distinguishing evidence for any of the three.", "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." + "reason": "Different titles and no shared targets, files, or explicit links; soft similarity alone is too weak." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence of a shared underlying bug." + "reason": "No concrete evidence beyond generic similarity; this does not establish the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete evidence of a shared underlying bug." + "reason": "Only weak metadata similarity is present, with no shared targets or other confirming evidence." }, { "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." + "accept": false, + "reason": "Identical generic titles suggest possible duplication, but the packet has no body detail, shared files, or explicit linkage to confirm it." }, { "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." + "accept": false, + "reason": "Similar generic title and metadata are not enough to accept as the same issue without more concrete overlap." }, { "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." + "accept": false, + "reason": "These look plausibly related, but the evidence is still only soft similarity, so accepting the duplicate edge would be too strong." } ] }, "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." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the soft-edge decisions are a bit too strong for the evidence provided. The packet only shows soft_similarity on title/body-length metadata and no explicit links, shared files, or shared targets. In particular, accepting issue:43845 with issue:43846 and issue:43859 as the same issue overstates the evidence; these should be framed more conservatively as possible duplicates rather than accepted duplicates. The 'strongest duplicate linkage' wording is also not supported by the packet." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 13, - "component_count": 27, + "component_index": 14, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22008,106 +22274,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "d98dde3f13f42e0b00e24b109a2dd8f7c1dca7e11638ad0a811a340aea33c880", + "prepared_review_unit_hash": "0238c6c2dcd8b5c4705c34352bfd72f22b5ea3bde1c750ca6f5b7d78042f45ed", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7349, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7349, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "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.", + "summary": "These issues are sparse, mostly spam-like or generic, and do not describe the same underlying problem. No duplicate cluster is supported; reject all soft edges.", + "confidence": 0.93, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Both are titled \"\" but contain no substantive problem description; identical low-information titles alone are not enough to treat them as the same 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." + "reason": "Same as above: both are generic spam placeholders with no concrete shared bug or feature request." }, { "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." + "reason": "One is spam-like, the other is a generic documentation suggestion; no evidence they describe the same issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a community benchmark tip; unrelated content and no common underlying issue." + "reason": "Spam placeholder versus a \"Community benchmark tip\"; clearly different topics." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus an unrelated \"Google LLC\" check-out topic; no shared issue." + "reason": "Spam placeholder versus a specific \"Google LLC\" topic; no shared underlying problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation request and a spam placeholder are not the same underlying report." + "reason": "Generic documentation enhancement and spam placeholder are not the same concrete issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No evidence the documentation suggestion and spam placeholder refer to the same bug or change." + "reason": "Generic documentation enhancement versus spam placeholder; no substantive overlap." }, { "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." + "reason": "Both are titled \"\" but that is too little evidence to assert a true duplicate relationship." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; different topics and no concrete overlap." + "reason": "Spam placeholder versus a benchmark tip; unrelated." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated check-out text; no shared bug or fix." + "reason": "Spam placeholder versus a specific named-topic issue; unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Different content categories; the shared soft similarity is too weak to be a duplicate." + "reason": "Spam placeholder versus a benchmark tip; not the same issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No substantive overlap beyond being low-information issues." + "reason": "Spam placeholder versus a specific named-topic issue; no concrete match." } ] }, @@ -22120,8 +22386,8 @@ }, { "label": "issue", - "component_index": 14, - "component_count": 27, + "component_index": 15, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22137,7 +22403,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "1448e3ca3bf5f62ce0d6aad0a5c104c9a829182370a74024e8131ece3e7978bf", + "prepared_review_unit_hash": "19a66a41a144624c9e2920f9ae0d10f176cf54dba664135983792f3bf7e9f346", "component_budget": { "node_count": 2, "item_count": 2, @@ -22159,35 +22425,35 @@ "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).", + "summary": "These two closed issues appear to be duplicate reports with the same title and very similar body size/content. Issue #45145 is the better canonical choice because it already has an inbound reference, suggesting slightly more linkage in the tracker.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 and #45151 have the same title and highly similar content; #45145 has an inbound reference, so it is the better canonical anchor.", "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_issue_reason": "#45145 is the strongest representative issue: it matches the duplicate pair and has the only inbound reference.", "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." + "reason": "Same title and very similar issue content; this looks like a duplicate report of the same underlying energy-reduction proposal." } ] }, "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." + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the exact title, have similar body sizes, and the pair is flagged by soft_similarity. Choosing #45145 as canonical because it has the only inbound reference is a conservative, packet-supported tie-breaker. The duplicate/near-duplicate wording is appropriately cautious." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 15, - "component_count": 27, + "component_index": 16, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22240,8 +22506,8 @@ }, { "label": "issue", - "component_index": 16, - "component_count": 27, + "component_index": 17, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22257,7 +22523,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "61b08d697a8edd02d2e38d549eaed26d388c8cdd5fab080ff1fc962233cef6f0", + "prepared_review_unit_hash": "52d87c292b76d67656ab9182f7948736cfd960295215c9b34a2053fcf5bd90c2", "component_budget": { "node_count": 2, "item_count": 2, @@ -22279,18 +22545,18 @@ "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.", + "summary": "The two closed issues have unrelated titles consisting of different personal names and birth dates, with no bodies or links suggesting the same underlying report. 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_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different named entities and dates with no shared context; they do not appear to describe the same issue." } ] }, @@ -22303,8 +22569,8 @@ }, { "label": "issue", - "component_index": 17, - "component_count": 27, + "component_index": 18, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22320,7 +22586,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "c3e4e320065c9cfef2d779d4d421bc01d451f3e2bd6db18f833d02b6d4901c75", + "prepared_review_unit_hash": "1908620586c4e6ba1c36f973f2dd966e578e35c3a3b909708117877ff5658181", "component_budget": { "node_count": 2, "item_count": 2, @@ -22342,18 +22608,18 @@ "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.", + "summary": "Two closed issues with unrelated personal-name/date titles and no bodies, links, or code references; there is no evidence they describe the same 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_issue_reason": "Neither issue is a strong canonical candidate; both lack any actionable description and do not appear to be duplicates of a concrete bug report.", "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." + "reason": "The titles only share a surname and similar date formatting; with no body, targets, or shared references, there is no indication of the same underlying issue." } ] }, @@ -22366,8 +22632,8 @@ }, { "label": "issue", - "component_index": 18, - "component_count": 27, + "component_index": 19, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22383,7 +22649,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "1056bdf468766f80c51bceafc5c59af504e74916b010dd00b1bfbf998407e15d", + "prepared_review_unit_hash": "4ebd57f877d45c89f136f793a32695efd4451d154f2afe9fb5b3da867344cfb0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22405,18 +22671,18 @@ "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.", + "summary": "These issues are unrelated: one requests a new Qwen3_5 token-classification model for value-model use, while the other asks for FP8 training support.", "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_issue_reason": null, "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_issue_reason": "Issue 46295 is the broader, more generally applicable feature request, but it is not a duplicate of 45810.", "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." + "reason": "Different underlying requests: new token-classification model support vs FP8 training support." } ] }, @@ -22429,8 +22695,8 @@ }, { "label": "issue", - "component_index": 19, - "component_count": 27, + "component_index": 20, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22456,88 +22722,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "5faa3a45b008b449b87ab192ec058a55011ccfbacb2c299d5d9d08bde0ef6317", + "prepared_review_unit_hash": "54452be02ce4e372a755ecf5b8f19ba420b31499c14f822c8550cb232d9cee81", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "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.", + "summary": "The cluster has two exact-duplicate issue pairs (45870/45871 and 45872/45873) and one topic-distinct promotional dataset issue (45869). The cross-pairs are only loosely related by the broad financial/DataForge theme and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is a reasonable representative of the 45870/45871 exact-duplicate pair: the titles match exactly and the bodies are identical. The cluster overall is mixed, with a separate exact-duplicate pair (45872/45873) and a distinct dataset-promotion issue, so this is only a local canonical choice.", "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_issue_reason": "45870 is the safest overall issue representative because it is an exact duplicate with 45871, appears first in its pair, and the other duplicate pair is a different topic. There is no single semantic canonical across all five issues.", "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." + "reason": "Same broad financial theme, but this is a dataset promotion versus an example prediction workflow; not the same underlying 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." + "reason": "Same broad financial theme, but this is a dataset promotion versus an example prediction workflow; not the same underlying issue." }, { "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." + "reason": "Exact duplicate titles with identical body length/content pattern; these are the same example issue." }, { "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." + "reason": "Related only at a high level through DataForge/financial data; the requests differ between an example prediction workflow and a scraping-service feature." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different titles and different apparent scope; only the broad finance/DataForge context overlaps." + "reason": "Related only at a high level through DataForge/financial data; the requests differ between an example prediction workflow and a scraping-service feature." }, { "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." + "reason": "Related only at a high level through DataForge/financial data; the requests differ between an example prediction workflow and a scraping-service feature." }, { "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." + "reason": "Related only at a high level through DataForge/financial data; the requests differ between an example prediction workflow and a scraping-service feature." }, { "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." + "reason": "Exact duplicate titles with identical body length/content pattern; these are the same scraping-service issue." } ] }, "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." + "feedback": "The soft-edge verdicts are mostly conservative, but the summary/reasons overstate the evidence in a few places. In particular, \"45872 is the clearest representative... it has the fuller description\" is not supported because 45872 and 45873 have the same body length and identical titles, so you can only say it is one representative of an exact-duplicate pair. Also, \"most actionable and specific\" for 45872 is not grounded in the packet. The safer framing is that the cluster has two exact-duplicate pairs (45870/45871 and 45872/45873) and one topic-distinct issue (45869)." }, "evaluator_used": true, "retried": true, @@ -22547,8 +22813,8 @@ }, { "label": "issue", - "component_index": 20, - "component_count": 27, + "component_index": 21, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22564,40 +22830,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "15f581b15a90e09908876f1edf4e755bface4d3ec6ebb4df74e2af91da406b1e", + "prepared_review_unit_hash": "943bf3fecb9618a93cfe492c7a0bf8464a4d6066215771fcfa782998d8d887be", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1639, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1639, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "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.", + "summary": "The two issues are related to static cache and linear-attention, but they describe different failure modes: one is shape corruption leading to a RuntimeError, the other is a KeyError for `linear_attention` in Qwen3.5. They are not the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "If a single representative issue is needed, 46439 is the broader report of static-cache/early-initialization breaking linear-attention tensors, while 46441 appears to be a separate lookup/registry failure.", "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_issue_reason": "46439 is the better representative issue because it describes the core cache-initialization corruption path; 46441 looks like a distinct KeyError symptom rather than the same defect.", "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." + "reason": "Related area, but not the same concrete bug: 46439 reports wrong shapes and a RuntimeError from early initialization, while 46441 reports a KeyError for `linear_attention`. They should stay separate." } ] }, @@ -22610,8 +22876,8 @@ }, { "label": "issue", - "component_index": 21, - "component_count": 27, + "component_index": 22, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22627,57 +22893,57 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "b0612a1b21baacdb9c5ff8649eff01886f1463f86dcaff69da977554cbe5ecd8", + "prepared_review_unit_hash": "defc7ee0ac2660c4f0702ecebdee82aa7c127540a2b862bbcdd0f92b1a754241", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1708, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1708, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 }, "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.", + "summary": "These two closed issues are duplicates: they have the exact same title and essentially identical content about Wav2Vec2CTCTokenizer v5 mishandling the word delimiter as a special token.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical because it has inbound references and appears to be the more-linked report, while describing the same bug as #46551.", "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_issue_reason": "Issue #46552 is the strongest representative of the duplicate set due to its identical report plus higher reference activity.", "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." + "reason": "Exact same title and same underlying tokenizer bug; this is a clear duplicate pair." } ] }, "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." + "accept": true, + "feedback": "The grouping is grounded: the two issues share the exact same title, identical body length, and a soft-similarity score of 1.0. Choosing #46552 as canonical is conservative and supported by its higher inbound references. The duplicate verdict on the issue pair is reasonable." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 22, - "component_count": 27, + "component_index": 23, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22693,12 +22959,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "98b8bf74a13d569e110a6a0e2b5790ea7cf8d87cea66ce1c11da404c33c21b9d", + "prepared_review_unit_hash": "5e44feb3c9393cebe42f5efd5681071a0bf0b27e3b649854b839a473c3e90c72", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, + "serialized_chars": 1569, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -22706,7 +22972,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, + "serialized_chars": 1569, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -22715,18 +22981,18 @@ "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.", + "summary": "These are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2. They involve different failure modes and likely different fixes.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46657 is the better representative because it names a concrete, reproducible training error rather than a general resource exhaustion symptom.", "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_issue_reason": "Issue #46657 is the most specific and actionable report in the cluster; #46692 appears to be a separate OOM problem.", "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." + "reason": "Different underlying bugs: tensor shape mismatch vs memory exhaustion during later epochs. The titles and implied fixes do not indicate the same code-path problem." } ] }, @@ -22739,8 +23005,8 @@ }, { "label": "issue", - "component_index": 23, - "component_count": 27, + "component_index": 24, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22756,7 +23022,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "f38c78c18b29102c8f7dd8eb222670b2d68a9d8abc94cce0bcf94880756e0781", + "prepared_review_unit_hash": "6c4e2e358c4e18ce8faa4224615405aaf0274f61ab584d204da42c836b72d81d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22778,18 +23044,18 @@ "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.", + "summary": "These are not duplicates: one is a ZeRO-3 / zero.Init multimodal submodule partitioning OOM, the other is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. Different triggers, different code paths, and no shared targets.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46823 is the more concrete and self-contained bug report, with a specific configuration and failure mode; however, it is not the same underlying problem as 46822.", "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_issue_reason": "Issue 46823 is the strongest standalone issue candidate because it clearly states the repro conditions and the observed ValueError.", "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." + "reason": "Reject: these describe different bugs. 46822 is about ZeRO-3 zero.Init failing to partition a composite multimodal submodule and causing OOM, while 46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU and raising a ValueError." } ] }, @@ -22802,8 +23068,8 @@ }, { "label": "issue", - "component_index": 24, - "component_count": 27, + "component_index": 25, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22811,7 +23077,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-21", + "cluster_id": "cluster-46906-22", "nodes": [ "issue:46906", "issue:46940", @@ -22833,7 +23099,8 @@ "issue:47309", "issue:47377", "issue:47390", - "issue:47406" + "issue:47406", + "issue:47419" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -22894,453 +23161,486 @@ "issue:47279|issue:47377", "issue:47309|issue:47377", "issue:47182|issue:47309", - "issue:47227|issue:47309", + "issue:47309|issue:47419", "issue:47390|issue:47406", + "issue:47390|issue:47419", "issue:47377|issue:47390", - "issue:47279|issue:47390", "issue:47227|issue:47390", - "issue:47256|issue:47390", + "issue:47279|issue:47390", + "issue:47406|issue:47419", "issue:47377|issue:47406", "issue:47279|issue:47406", "issue:47120|issue:47406", - "issue:47256|issue:47406" + "issue:47377|issue:47419", + "issue:47279|issue:47419", + "issue:47265|issue:47419" ], - "prepared_review_unit_hash": "786bfb7d7874f4f5898b690902768f4a3c0f992068802068b186fc4608b952a0", + "prepared_review_unit_hash": "bb81a2d9261927923c428cdb86aefd42c112c47a2e7e4c513dc7695ee4349040", "component_budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 68, - "serialized_chars": 36202, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "node_count": 22, + "item_count": 22, + "soft_pair_count": 71, + "serialized_chars": 37835, + "estimated_input_tokens": 9459, + "estimated_eval_tokens": 19174 }, "budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 68, - "serialized_chars": 36202, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "node_count": 22, + "item_count": 22, + "soft_pair_count": 71, + "serialized_chars": 37835, + "estimated_input_tokens": 9459, + "estimated_eval_tokens": 19174 }, "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.", + "summary": "These are a dated series of [serge] integration failure triage issues. They look like recurring daily triage reports rather than duplicates of one underlying bug report, so the soft edges should not be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:47419 is the newest open triage report in the series, so it is the best anchor if a single canonical issue is required.", "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_issue_reason": "issue:47419 is the most current open item and best represents the active triage thread, though the cluster itself does not appear to be true duplicates.", "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." + "reason": "Same triage-series template, but different dates; no evidence they track the same underlying bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Different daily triage dates; these are separate reports in a recurring series." + "reason": "These look like separate daily triage reports, not one duplicate issue." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Date-specific triage entries, not duplicate instances of one issue." + "reason": "Date-stamped triage entries; no sign of the same incident being reported twice." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same series title, but each issue corresponds to a different day/run." + "reason": "Recurring report format only; different day, likely different failing run." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "These look like consecutive daily triage notes, not one underlying bug report." + "reason": "Same series, but not enough evidence of the same bug/change." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Separate date-stamped triage issues; similarity is only in the template." + "reason": "Adjacent daily triage reports; similar wording alone is not enough to dedupe." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different days in the same triage series, not duplicates." + "reason": "Likely separate integration-failure snapshots from different dates." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Each issue tracks a different day's integration failure triage." + "reason": "Same broad triage series, but no shared underlying defect shown." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same recurring report format, but not the same concrete failure." + "reason": "Different dates in a recurring triage log; not a clear duplicate." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Date-driven triage entries; no evidence they describe one bug." + "reason": "These appear to be separate daily reports, not one bug repeated." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Different daily reports in the same series, not duplicates." + "reason": "No evidence they refer to the same failing code path." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Same subsystem and template, but separate triage instances." + "reason": "Same title pattern, but likely distinct triage instances." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Consecutive daily triage reports, each tied to its own date." + "reason": "Date-separated triage reports; not enough to call duplicate." }, { "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." + "reason": "Recurring integration triage item, but different report day." }, { - "left": "issue:46985", - "right": "issue:46998", + "left": "issue:46969", + "right": "issue:47091", "accept": false, - "reason": "These are separate daily triage issues, not one bug report." + "reason": "Same series, but no concrete shared bug/change evidence." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Same recurring triage pattern, but different underlying daily failure context." + "reason": "Similar triage notes are not sufficient to merge these issues." }, { "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." + "reason": "Appears to be another daily triage report, not the same issue." }, { - "left": "issue:46985", - "right": "issue:47102", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Date-specific triage reports; no sign they are the same bug." + "reason": "Same template across dates; no duplicate signal beyond the title." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Distinct daily integration failure triage entries." + "reason": "Likely separate failing runs captured on different days." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Different report dates mean different triage artifacts." + "reason": "Recurring triage series, but not the same underlying defect." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Same template, but separate day/run and therefore not duplicates." + "reason": "Different date-stamped reports; no concrete same-bug evidence." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same series, but distinct daily triage entries." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "These are separate daily triage issues, not one change or bug." + "reason": "Different dates and no shared issue target means no duplicate confidence." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Consecutive daily triage reports; similarity is superficial." + "reason": "Likely separate integration failures reported on consecutive days." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Different date-stamped triage reports, not the same underlying issue." + "reason": "Same reporting pattern, but no evidence of one underlying bug." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Each entry corresponds to a different day\u2019s integration failure triage." + "reason": "These read as different triage instances rather than duplicate bug reports." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Separate daily reports; no evidence of a single duplicate bug." + "reason": "Date-separated triage notes; insufficient evidence they are the same issue." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same recurring triage series, but different day and likely different failure run." + "reason": "Adjacent daily reports, but not clearly the same failing path." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Not the same report; just another daily triage item." + "reason": "Recurring triage item only; no clear duplicate linkage." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Different dates and separate triage contexts." + "reason": "Same series of reports, but likely different incidents." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Daily triage issues are related by theme, not identical by bug." + "reason": "Similar titles do not establish the same bug/change." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Separate triage entries for different dates." + "reason": "Different dates in the triage sequence; not enough to merge." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Different daily integration-failure reports, not duplicates." + "reason": "No concrete evidence of the same underlying failure." }, { - "left": "issue:47102", - "right": "issue:47256", + "left": "issue:47091", + "right": "issue:46985", + "accept": false, + "reason": "Same triage-series pattern only; not a duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different daily triage reports, no same-bug evidence." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Recurring report format alone is not enough to accept as duplicate." + }, + { + "left": "issue:47049", + "right": "issue:47102", "accept": false, - "reason": "Later issue in the same series, but still a separate date-specific report." + "reason": "Likely separate integration-failure entries from different dates." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Same triage-series title, but different dates and separate reports." + "reason": "Same triage-series pattern, but different report dates and no shared underlying bug." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "These are different daily triage issues, not one underlying bug." + "reason": "These appear to be separate daily integration triage issues." }, { "left": "issue:47120", - "right": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "Shared template only; each issue is a distinct daily report." + "reason": "No evidence they describe the same failing code path." }, { "left": "issue:47120", - "right": "issue:47279", + "right": "issue:47265", "accept": false, - "reason": "Not duplicates; both are separate date-based triage artifacts." + "reason": "Same dated triage template, not a clear duplicate bug report." }, { "left": "issue:47120", "right": "issue:47377", "accept": false, - "reason": "Same recurring series, but each day\u2019s triage is distinct." + "reason": "Likely different daily run failures; too little to merge." }, { "left": "issue:47120", "right": "issue:47406", "accept": false, - "reason": "Different date-stamped reports; no single concrete bug to merge." + "reason": "Recurring triage log entry, but not the same underlying issue." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Separate daily triage reports, not the same issue instance." + "reason": "Adjacent daily triage reports; title similarity alone is insufficient." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "The titles match by pattern, but the reports are date-specific." + "reason": "No explicit linkage or concrete same-bug evidence." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Distinct daily integration failure triage items." + "reason": "Separate dated triage items, not one duplicate issue." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Same series, but not the same bug or report." + "reason": "Same series, but likely different integration-failure snapshots." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Different triage dates indicate different reports." + "reason": "Date-stamped reports from the same workflow, but not clearly duplicates." }, { "left": "issue:47182", "right": "issue:47377", "accept": false, - "reason": "These are recurring daily reports, not duplicates." + "reason": "No sign these are the same incident or bug." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Separate day-specific triage issues." + "reason": "Different daily triage reports; similar wording is expected in this series." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Same templated series, but distinct reports." + "reason": "Likely separate reports rather than duplicate bugs." }, { "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." + "reason": "No concrete shared failure context to justify merging." }, { "left": "issue:47227", "right": "issue:47377", "accept": false, - "reason": "Each issue is a different daily triage entry." + "reason": "Same triage-series template only, not a same-code-path match." }, { "left": "issue:47227", "right": "issue:47390", "accept": false, - "reason": "Different daily reports in the same recurring series." + "reason": "Recurring issue cluster, but not enough evidence for duplication." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Separate daily triage issues with the same title pattern." + "reason": "Separate date-specific triage entries." }, { "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." + "reason": "No explicit same-bug evidence." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "These are separate daily triage artifacts, not duplicates." + "reason": "These look like distinct daily failure reports." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "Different dates mean different underlying reports." + "reason": "Same reporting pattern, but not the same underlying defect." }, { "left": "issue:47265", "right": "issue:47377", "accept": false, - "reason": "Not the same bug; just the same recurring triage format." + "reason": "Different date and no shared issue target." + }, + { + "left": "issue:47265", + "right": "issue:47419", + "accept": false, + "reason": "Recurring triage series, but not duplicate by content available here." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Separate daily integration-failure triage issues." + "reason": "Likely separate integration failures, not one bug." }, { "left": "issue:47279", "right": "issue:47377", "accept": false, - "reason": "Different date-stamped reports, so do not merge as duplicates." + "reason": "Similar daily triage note, but no concrete duplicate evidence." }, { "left": "issue:47279", "right": "issue:47390", "accept": false, - "reason": "Same recurring series, but distinct daily reports." + "reason": "No indication these refer to the same issue instance." }, { "left": "issue:47279", "right": "issue:47406", "accept": false, - "reason": "Different date-based triage issues; not the same underlying bug." + "reason": "Same title pattern, but different dates and likely different runs." + }, + { + "left": "issue:47279", + "right": "issue:47419", + "accept": false, + "reason": "Not enough evidence of the same underlying failure." }, { "left": "issue:47309", "right": "issue:47377", "accept": false, - "reason": "These appear to be separate daily reports, not duplicates." + "reason": "Date-separated triage reports with no concrete same-bug signal." + }, + { + "left": "issue:47309", + "right": "issue:47419", + "accept": false, + "reason": "They belong to the same recurring series, but appear distinct." }, { "left": "issue:47377", "right": "issue:47390", "accept": false, - "reason": "Different triage dates, same template only." + "reason": "Separate daily triage reports, not a duplicate code-path problem." }, { "left": "issue:47377", "right": "issue:47406", "accept": false, - "reason": "Later daily triage report; not the same issue instance." + "reason": "No evidence these are the same underlying bug/change." + }, + { + "left": "issue:47377", + "right": "issue:47419", + "accept": false, + "reason": "Same workflow, different report date, likely different incident." }, { "left": "issue:47390", "right": "issue:47406", "accept": false, - "reason": "Same recurring triage series, but each day is a separate issue." + "reason": "Adjacent triage notes but not the same issue." + }, + { + "left": "issue:47390", + "right": "issue:47419", + "accept": false, + "reason": "Recurring integration-failure triage entry; no duplicate proof." + }, + { + "left": "issue:47406", + "right": "issue:47419", + "accept": false, + "reason": "Same series, but the artifacts look like separate daily reports." } ] }, @@ -23353,8 +23653,8 @@ }, { "label": "issue", - "component_index": 25, - "component_count": 27, + "component_index": 26, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23370,12 +23670,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "21b24e4985d76676c164bb0f72003ebd532dc4c1b1ccb3bff8b7c90562f3d92a", + "prepared_review_unit_hash": "cb7b22271eff07d9e1b0472a6c97dafa6a702b6c9723855340a77f8ad8adcb83", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1492, + "serialized_chars": 1490, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -23383,7 +23683,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1492, + "serialized_chars": 1490, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -23392,35 +23692,35 @@ "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.", + "summary": "The two issues are duplicates: same title and highly similar bodies, both requesting RWKV7 model support.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical representative because it has a bit more discussion/activity, suggesting it contains the richer thread for the duplicate request.", "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_issue_reason": "Issue #46984 best represents the cluster for the same reason: same request, slightly more context from discussion.", "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." + "reason": "Same title and nearly identical request for RWKV7 model support; these look like the same underlying issue." } ] }, "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." + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the same title, have highly similar bodies, and the soft-similarity signal is strong. Choosing issue:46984 as canonical based on slightly higher discussion activity is conservative and supported by the metadata." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 26, - "component_count": 27, + "component_index": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23436,12 +23736,12 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "10d3169d560f6f95aeb5eed3bd7550c1614d55105ccd27f5c926e2d1f36711a3", + "prepared_review_unit_hash": "1336c8f963c7009a03dc0bae832354c50b38176f74201982e3976fa6ed62f10f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1625, + "serialized_chars": 1626, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -23449,7 +23749,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1625, + "serialized_chars": 1626, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -23458,18 +23758,18 @@ "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, + "summary": "These two issues are thematically similar high-level AI/security topic posts, but they do not describe the same concrete bug, feature, or code change. The overlap is broad topical framing only, so they should not be treated as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue 47015 is the broader, more central formulation of the topic, so it is the best representative if the cluster needs one, but it is still not a duplicate of 47007.", "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." + "reason": "Same broad AI vulnerability-discovery theme, but no shared concrete problem statement, target, or change; the titles suggest different articles/topics rather than the same underlying issue." } ] }, @@ -23482,8 +23782,8 @@ }, { "label": "issue", - "component_index": 27, - "component_count": 27, + "component_index": 28, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23499,7 +23799,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "b21f8ad092a32673710b5ebf5c27e6e025d486877ddefe1dc1df76bc90552fbb", + "prepared_review_unit_hash": "1d7c8e666dcc782443e30ae2a0a01dcdf0f4a5b5bab35e8317e9f6ecb67afed4", "component_budget": { "node_count": 2, "item_count": 2, @@ -23521,24 +23821,24 @@ "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.", + "summary": "These issues are highly likely duplicates: they share the same title, the same body length, and maximal soft-similarity. The earlier report, issue 47138, is the best canonical choice, though the evidence stops short of proving an exact byte-for-byte duplicate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:47138 is earlier and, based on the available metadata, indistinguishable in substance from issue:47139, so it is the best canonical issue.", "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_issue_reason": "issue:47138 is the best global issue representative because it was created first and appears to describe the same underlying bug as issue:47139.", "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." + "reason": "Same title, identical body length, and soft_similarity/jaccard 1.0 strongly indicate the same bug report. I cannot prove the bodies are identical, but this is sufficiently strong to treat them as duplicates." } ] }, "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." + "feedback": "The duplicate judgment is plausible, but the writeup overstates the evidence. The packet supports strong similarity (same title, identical body_length, soft_similarity/jaccard 1.0), but it does not prove the bodies are identical or that this is an exact duplicate. The conservative conclusion would be that these are highly likely duplicates, with 47138 as the earlier canonical issue." }, "evaluator_used": true, "retried": true, @@ -23569,7 +23869,6 @@ "pull_request:46836", "pull_request:46903", "pull_request:46912", - "pull_request:46954", "pull_request:46957", "pull_request:46958", "pull_request:46974", @@ -23606,7 +23905,8 @@ "pull_request:47395", "pull_request:47398", "pull_request:47409", - "pull_request:47415" + "pull_request:47415", + "pull_request:47420" ], "soft_pairs": [ "pull_request:47291|pull_request:47415", @@ -23618,7 +23918,6 @@ "pull_request:46903|pull_request:47395", "pull_request:47268|pull_request:47284", "pull_request:46958|pull_request:46974", - "pull_request:46954|pull_request:46958", "pull_request:47173|pull_request:47284", "pull_request:47202|pull_request:47204", "pull_request:47204|pull_request:47374", @@ -23652,295 +23951,302 @@ "pull_request:45157|pull_request:47093", "pull_request:46995|pull_request:47163", "pull_request:45157|pull_request:46395", + "pull_request:47108|pull_request:47420", "pull_request:47163|pull_request:47173", "pull_request:46836|pull_request:47275" ], - "prepared_review_unit_hash": "01b25448107571aefc181b0e7cc31857ec4f3da709876793fadde2a8807f1f4d", + "prepared_review_unit_hash": "2ba66ebe333f2914ff5f01c662db0f714fbff89f98b31da8d48ff02e352f67d8", "component_budget": { "node_count": 87, "item_count": 87, - "soft_pair_count": 239, - "serialized_chars": 296330, - "estimated_input_tokens": 74083, - "estimated_eval_tokens": 148422 + "soft_pair_count": 242, + "serialized_chars": 296944, + "estimated_input_tokens": 74236, + "estimated_eval_tokens": 148728 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 45, - "serialized_chars": 124011, - "estimated_input_tokens": 31003, - "estimated_eval_tokens": 62262 + "serialized_chars": 123471, + "estimated_input_tokens": 30868, + "estimated_eval_tokens": 61992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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, + "summary": "This cluster is mostly heterogeneous noise: only the loss-helper kwargs PRs and the training-loss double-shift PRs look like true duplicate families; the rest are unrelated by model, docs, CI, or exporter area.", + "confidence": 0.84, "canonical_issue_reason": null, - "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.", + "canonical_pr_reason": "No single canonical PR across the whole cluster. If you pick the only real duplicate family here, PR 47090 is the strongest representative because it applies the loss double-shift fix across the widest affected set and keeps the loss-function handling consistent.", "best_issue_reason": null, - "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.", + "best_pr_reason": "PR 47090 is the best representative of the loss-double-shift subcluster: it fixes the same concrete bug in CohereASR and also covers the additional affected models, so it is the most complete version of that change.", "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." + "accept": false, + "reason": "Same file, but different generation-config problems: one deprecates CB config, the other fixes dict serialization/rehydration." }, { "left": "pull_request:47398", "right": "pull_request:47409", "accept": true, - "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." + "reason": "Same backward-compat fallback bug: legacy num_experts should not overwrite an explicit n_routed_experts value." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same fixed_cross_entropy kwargs propagation issue; both add support for passing weight/label_smoothing through to cross_entropy." + "reason": "Same fixed_cross_entropy helper change: forward supported kwargs like weight and label_smoothing into nn.functional.cross_entropy." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same training-loss double-shift bug in the ASR/FormulaNet loss path; 47090 is a broader variant of the same fix." + "reason": "Same training-loss double-shift bug in the seq2seq causal loss path; both fix labels being shifted twice, with 47090 being the broader variant." }, { "left": "pull_request:47090", "right": "pull_request:47395", "accept": false, - "reason": "Both are loss-shift related, but they fix different code paths and models (ASR/Moonshine vs Git image-text LM)." + "reason": "Both are loss-related, but they fix different models and different bugs/code paths (CohereASR/PPFormulaNet double-shift vs Git causal LM loss handling)." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift loss bug; 46958 is a narrower implementation of the same underlying fix." + "reason": "Same CohereASR double-shift training-loss bug; the PRs use different implementations, but they target the same underlying code-path problem." }, { "left": "pull_request:46903", "right": "pull_request:47395", "accept": false, - "reason": "Different models and different loss code paths; only the general symptom is similar." + "reason": "Different models and different failures: CohereASR/PPFormulaNet training-loss shifting versus Git next-token loss handling." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated test-fix PRs for different models; no shared concrete bug or change." + "reason": "Different model-specific test fixes with no shared underlying code change." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "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 strict-fp32 cleanup versus CohereASR loss logic; different problems." + "reason": "Unrelated changes: CohereASR loss handling versus a MusicGen generate typo." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Different XPU test fixes for different models; not the same underlying issue." + "reason": "Different test families and different failures; same broad testing area is not enough." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch CI/docker, but one removes an old workflow while the other adds exporter dependencies; not the same change." + "reason": "Both touch docker/CI, but one removes a workflow and the other adds exporter test deps to torch-light; different changes." }, { "left": "pull_request:47204", "right": "pull_request:47374", "accept": false, - "reason": "Exporter runtime dependency setup versus docs rewording; unrelated." - }, - { - "left": "pull_request:47284", - "right": "pull_request:47292", - "accept": false, - "reason": "Different failing-test fixes in different model suites." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47202", - "accept": false, - "reason": "Doc-builder pin comment tweak versus docker workflow removal; different changes." + "reason": "Different docs/build/exporter concerns; shared CI/exporter ecosystem is too broad to be the same change." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese doc updates, but one adds DistilBERT docs while the other is a wording cleanup; not the same artifact." + "reason": "Both are Japanese docs edits, but one is a DistilBERT translation and the other is a wider wording cleanup; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Exporter dependency/install changes versus executorch exporter code fixes; related area but different concrete problems." + "reason": "Both mention exporters, but one is dependency setup and the other is exporter implementation fixes; different code-path problems." }, { "left": "pull_request:47202", "right": "pull_request:47360", "accept": false, - "reason": "Docker builder cleanup versus OTEL CI workflow pilot; unrelated." + "reason": "CI workflow removal versus OTEL workflow usage; unrelated changes." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "A comment tweak in docs workflow pinning is unrelated to the OTEL CI workflow change." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "VITS test re-enable versus RT-DETR v2 converter fix; different code paths." + "reason": "Different model/test fixes with no shared underlying bug." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Japanese translation changes versus quantized-cache docs updates; unrelated." + "reason": "Japanese docs translation versus kv-cache documentation update; different content and intent." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO model-standardization work versus finegrained FP8 generation/kernel optimization; different features." + "reason": "Model conversion/support work in different areas: dinov2 conversion mapping versus generation kernel optimization." }, { "left": "pull_request:47301", "right": "pull_request:47360", "accept": false, - "reason": "Docs for multi-token prediction versus CI OTEL workflow changes; unrelated." - }, - { - "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": "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." + "reason": "Assisted decoding docs versus CI OTEL workflow; unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47173", + "left": "pull_request:47173", + "right": "pull_request:47184", "accept": false, - "reason": "Different test-extension PRs in different suites; not the same bug." + "reason": "Different XPU-related test updates for different models; no shared bug." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs translation versus EfficientViT-SAM model addition; unrelated." + "reason": "Docs translation versus a new model addition; unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "New model support versus assisted-decoding docs; unrelated." + "reason": "New model support versus MTP docs; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test expansion versus Granite model support; different changes." + "reason": "RoPE test updates versus Granite model support; different changes." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47360", + "accept": false, + "reason": "Quantization/compressed-tensors work versus CI OTEL workflow; unrelated." }, { "left": "pull_request:47216", "right": "pull_request:47275", "accept": false, - "reason": "Compressed-tensors quantization work versus EfficientViT-SAM model support; unrelated." + "reason": "Compressed-tensors quantization versus EfficientVit-SAM model support; different code paths." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "SDPA dispatch support for audio models versus docker builder cleanup; unrelated." + "reason": "Both are infra-related, but sdpa dispatch support and docker-image workflow cleanup are separate changes." }, { "left": "pull_request:47163", "right": "pull_request:47284", "accept": false, - "reason": "Paged-attention XPU tests versus mimo_v2_flash test/model fix; different model paths." + "reason": "Paged-attention XPU tests versus Mimo v2 flash model fixes; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47284", "accept": false, - "reason": "RoPE tests versus mimo_v2_flash fixes; unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47210", - "accept": false, - "reason": "Both touch SDPA-related code, but one adds model dispatch support while the other adds packed varlen routing; different concrete changes." + "reason": "RoPE test expansion and Mimo v2 flash fixes are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47204", "accept": false, - "reason": "OpenVINO exporter implementation versus exporter test dependencies; different changes." + "reason": "OpenVINO exporter support and torch-light exporter-test dependencies are different changes." }, { "left": "pull_request:46836", "right": "pull_request:47202", "accept": false, - "reason": "Unlimited OCR model addition versus docker workflow cleanup; unrelated." + "reason": "Unlimited OCR model addition versus docker image builder removal; unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "OpenPangu-V2 model addition versus EfficientViT-SAM model addition; separate model integrations." + "reason": "OpenPangu-V2 model support versus EfficientVit-SAM model support; different model additions." }, { "left": "pull_request:45157", "right": "pull_request:47093", "accept": false, - "reason": "PrismML GGUF support versus OpenPangu-V2 model addition; unrelated." + "reason": "PrismML GGUF support versus OpenPangu-V2 support; unrelated model integrations." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:45157", + "right": "pull_request:46395", "accept": false, - "reason": "Flash-linear-attention availability check versus paged-attention test updates; different layers of the stack." + "reason": "PrismML GGUF support versus Param2MoE model addition; unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:46395", + "left": "pull_request:47108", + "right": "pull_request:47420", + "accept": false, + "reason": "Docs workflow pin comment versus tokenizer special-token builder cleanup; unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "GGUF Prism support versus Param2MoE model support; unrelated." + "reason": "Availability check for flash linear attention versus paged-attention XPU tests; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Different XPU-related test fixes for different model suites; not duplicates." + "reason": "Different XPU test fixes for different model/test suites; not the same bug." }, { "left": "pull_request:46836", + "right": "pull_request:47093", + "accept": false, + "reason": "Different model additions (Unlimited OCR vs OpenPangu-V2), not a duplicate." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Exporter test dependency setup versus exporter implementation fixes; different changes." + }, + { + "left": "pull_request:47003", "right": "pull_request:47275", "accept": false, - "reason": "Unlimited OCR model support versus EfficientViT-SAM model support; different models and code paths." + "reason": "OpenVINO exporter support versus EfficientVit-SAM model support; unrelated." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model-specific test fixes with no shared underlying code change." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "A documentation pin comment and a CI workflow deletion are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test updates versus XPU expectation fixes; different test surfaces and bugs." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47384", + "accept": false, + "reason": "ContinuousBatchingConfig serialization/deprecation work versus Gemma 4 heterogeneous attention config refactor; unrelated." } ] }, @@ -23974,7 +24280,6 @@ "pull_request:46604", "pull_request:46658", "pull_request:46836", - "pull_request:46895", "pull_request:46912", "pull_request:46957", "pull_request:46995", @@ -24005,13 +24310,14 @@ "pull_request:47320", "pull_request:47322", "pull_request:47336", - "pull_request:47352", + "pull_request:47367", "pull_request:47383", "pull_request:47384", "pull_request:47398", "pull_request:47414", "pull_request:47416", - "pull_request:47418" + "pull_request:47418", + "pull_request:47420" ], "soft_pairs": [ "pull_request:47414|pull_request:47416", @@ -24027,6 +24333,7 @@ "pull_request:47077|pull_request:47301", "pull_request:44775|pull_request:47077", "pull_request:47294|pull_request:47320", + "pull_request:47367|pull_request:47420", "pull_request:47166|pull_request:47292", "pull_request:46267|pull_request:47383", "pull_request:47336|pull_request:47414", @@ -24035,8 +24342,8 @@ "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:47113|pull_request:47416", "pull_request:47179|pull_request:47210", "pull_request:47093|pull_request:47163", "pull_request:44775|pull_request:47304", @@ -24044,8 +24351,8 @@ "pull_request:47322|pull_request:47414", "pull_request:46604|pull_request:47003", "pull_request:47082|pull_request:47108", - "pull_request:47078|pull_request:47275", "pull_request:46266|pull_request:47216", + "pull_request:47078|pull_request:47275", "pull_request:47108|pull_request:47301", "pull_request:47082|pull_request:47275", "pull_request:47184|pull_request:47414", @@ -24056,53 +24363,44 @@ "pull_request:47163|pull_request:47179", "pull_request:44517|pull_request:45157", "pull_request:46604|pull_request:46658", + "pull_request:47398|pull_request:47420", "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:47306|pull_request:47420", "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", - "pull_request:47184|pull_request:47352", - "pull_request:47143|pull_request:47320", - "pull_request:47175|pull_request:47294", - "pull_request:46895|pull_request:47306", - "pull_request:46196|pull_request:47301", - "pull_request:47301|pull_request:47418", - "pull_request:47294|pull_request:47418", - "pull_request:47398|pull_request:47416", - "pull_request:47304|pull_request:47418" + "pull_request:47322|pull_request:47420", + "pull_request:47179|pull_request:47301" ], - "prepared_review_unit_hash": "e0456d57a00d4524ebcf913d75b1818c01eb1ffb477c12cbaf8358d741dbc51e", + "prepared_review_unit_hash": "0c3cd4463849381fca1bce7483e7f73138c808cb6d0a5de5b38f290c855c4b19", "component_budget": { "node_count": 87, "item_count": 87, - "soft_pair_count": 239, - "serialized_chars": 296330, - "estimated_input_tokens": 74083, - "estimated_eval_tokens": 148422 + "soft_pair_count": 242, + "serialized_chars": 296944, + "estimated_input_tokens": 74236, + "estimated_eval_tokens": 148728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 64, - "serialized_chars": 135142, - "estimated_input_tokens": 33786, - "estimated_eval_tokens": 67828 + "soft_pair_count": 56, + "serialized_chars": 131205, + "estimated_input_tokens": 32802, + "estimated_eval_tokens": 65860 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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, + "summary": "The cluster is heterogeneous: it mixes unrelated model additions, documentation updates, test-only fixes, and distinct bugfixes. The soft-similarity links are mostly driven by broad shared vocabulary or shared infrastructure files, not the same concrete change or code-path bug.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -24112,325 +24410,325 @@ "left": "pull_request:47414", "right": "pull_request:47416", "accept": false, - "reason": "Unrelated fixes: kernels version compatibility vs special_tokens input validation." + "reason": "One is a kernels version-range bump; the other adds special-tokens input validation. Different subsystems and bug classes." }, { "left": "pull_request:47204", "right": "pull_request:47295", "accept": false, - "reason": "Docker exporter dependencies vs DiffusionGemma mask casting; different problems." + "reason": "Exporter-test container deps vs DiffusionGemma decoder mask casting. No shared underlying bug or change." }, { "left": "pull_request:46912", "right": "pull_request:47082", "accept": false, - "reason": "RoPE test updates vs adding RoMa model support; unrelated." + "reason": "RoPE test adjustments for existing models vs adding a new keypoint matcher model. Unrelated work." }, { "left": "pull_request:47163", "right": "pull_request:47384", "accept": false, - "reason": "Paged attention XPU tests vs Gemma 4 heterogeneous config; unrelated." + "reason": "Paged-attention XPU test coverage vs Gemma 4 heterogeneous attention config refactor. Different issues." }, { "left": "pull_request:44775", "right": "pull_request:47301", "accept": false, - "reason": "Docs reorganization for parallelism vs MTP documentation; different topics." + "reason": "Doc navigation/content updates for parallelism vs assisted-decoding MTP docs. Same medium, not same change." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "SDPA dispatch support for audio models vs flash-linear-attention MLU availability." + "reason": "SDPA dispatch support for specific audio models vs adding MLU support to flash-linear-attention availability. Different code paths and targets." }, { "left": "pull_request:47113", "right": "pull_request:47414", "accept": false, - "reason": "Audio feature/proc requirements vs kernels dependency bounds; not the same change." + "reason": "Audio feature/proc requirement annotations vs kernels version compatibility. Shared dependency theme only, not the same bug." }, { "left": "pull_request:47301", "right": "pull_request:47384", "accept": false, - "reason": "MTP docs vs Gemma 4 per-layer config; unrelated." + "reason": "MTP documentation addition vs Gemma 4 config validation changes. Completely different areas." }, { "left": "pull_request:47216", "right": "pull_request:47384", "accept": false, - "reason": "Compressed-tensors fp8 support vs Gemma 4 config refactor; different areas." + "reason": "Compressed-tensors fp8 support vs Gemma 4 heterogeneous config changes. Same broad release era, unrelated functionality." }, { "left": "pull_request:47336", "right": "pull_request:47384", "accept": false, - "reason": "Offloading save bugfix vs Gemma 4 heterogeneous attention config; unrelated." + "reason": "Offloading save_pretrained bugfix vs Gemma 4 config refactor. No overlap in concrete behavior." }, { "left": "pull_request:47077", "right": "pull_request:47301", "accept": false, - "reason": "Japanese DistilBERT docs vs MTP docs; unrelated documentation work." + "reason": "Japanese DistilBERT docs translation vs MTP docs. Both docs-only, but unrelated topics." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Different docs updates for parallelism vs DistilBERT translation; not duplicates." + "reason": "Parallelism docs reorganization vs Japanese DistilBERT documentation translation. Not the same underlying change." }, { "left": "pull_request:47294", "right": "pull_request:47320", "accept": false, - "reason": "Kernel-native causal conv1d utilities vs response-schema deprecation; different features." + "reason": "Kernel-native causal_conv1d support vs response_schema deprecation. Different APIs and goals." + }, + { + "left": "pull_request:47367", + "right": "pull_request:47420", + "accept": false, + "reason": "Pipeline device-placement clarification vs removing an unreachable return in token building. Unrelated changes." }, { "left": "pull_request:47166", "right": "pull_request:47292", "accept": false, - "reason": "Quantization test updates vs XPU test fixes; unrelated test maintenance." + "reason": "Quantization test expectation tweaks vs XPU fixes for tipsv2_dpt tests. Both are tests, but different models and failures." }, { "left": "pull_request:46267", "right": "pull_request:47383", "accept": false, - "reason": "Serve chat parsing refactor vs Kimi integration tests; unrelated." + "reason": "Serve chat parsing refactor vs Kimi integration tests. No shared code-path problem." }, { "left": "pull_request:47336", "right": "pull_request:47414", "accept": false, - "reason": "Model offloading save fix vs kernels dependency bump; unrelated." + "reason": "Model offloading save bugfix vs kernels version bump. Different areas and not mergeable as one fix." }, { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "Nemotron Omni support vs flash-linear-attention availability; separate features." + "reason": "Nemotron Omni model support vs flash-linear-attention MLU availability. Broadly unrelated additions." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "Audio SDPA dispatch vs Granite SWA model support; unrelated." + "reason": "Audio SDPA dispatch support vs Granite SWA model support. Different model families and implementation work." }, { "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "MLU flash-linear-attention support vs NeuCodec model support; different changes." + "reason": "Flash-linear-attention availability vs NeuCodec model support. Distinct subsystems with no shared bug." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenPangu-V2 model addition vs NeuCodec model addition. Both are model support PRs, but not the same model or change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47301", + "accept": false, + "reason": "Dino conversion/model modernization vs MTP docs. Shared no concrete bug or code path." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47383", + "accept": false, + "reason": "Dino modernization work vs Kimi integration tests. Different features entirely." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47416", + "accept": false, + "reason": "Audio backend requirement annotations vs special-tokens validation. No overlap beyond generic cleanup." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite SWA model support vs packed SDPA varlen attention routing. Different domains and fixes." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "OpenPangu-V2 model support vs paged-attention XPU tests. Unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47304", + "accept": false, + "reason": "Parallelism docs vs MPS graph-cache docs cleanup. Both docs-only, but different topics." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47210", + "accept": false, + "reason": "RoMa model support vs packed SDPA varlen attention implementation. No common bug or change." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:47322", + "right": "pull_request:47414", "accept": false, - "reason": "OpenPangu-V2 model addition vs NeuCodec addition; distinct model PRs." + "reason": "Quark config class rename vs kernels version bump. Related only by AMD tooling context, not the same fix." }, { - "left": "pull_request:46266", - "right": "pull_request:47301", + "left": "pull_request:46604", + "right": "pull_request:47003", "accept": false, - "reason": "Dino modernization/model conversion work vs MTP docs; unrelated." + "reason": "Mistral Tekken tokenizer utilities vs OpenVINO exporter support. Different features and code paths." }, { - "left": "pull_request:47113", - "right": "pull_request:47416", + "left": "pull_request:47082", + "right": "pull_request:47108", "accept": false, - "reason": "Audio requirements cleanup vs special_tokens validation; different code paths." + "reason": "New RoMa model vs doc-builder comment tweak. Clearly unrelated." }, { "left": "pull_request:46266", - "right": "pull_request:47383", - "accept": false, - "reason": "Dino modernization/model conversion vs Kimi integration tests; unrelated." - }, - { - "left": "pull_request:47179", - "right": "pull_request:47210", + "right": "pull_request:47216", "accept": false, - "reason": "Granite SWA model support vs packed SDPA varlen attention; unrelated." + "reason": "Dino model modernization vs compressed-tensors fp8 support. Shared conversion/quantization vocabulary only." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:47078", + "right": "pull_request:47275", "accept": false, - "reason": "OpenPangu-V2 model addition vs XPU paged-attention tests; unrelated." + "reason": "Japanese wording cleanup vs EfficientViT-SAM model support. Unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47304", + "left": "pull_request:47108", + "right": "pull_request:47301", "accept": false, - "reason": "Parallelism docs vs MPS graph cache docs; unrelated documentation changes." + "reason": "Doc-builder pin comment update vs MTP docs. No shared underlying issue." }, { "left": "pull_request:47082", "right": "pull_request:47275", "accept": false, - "reason": "RoMa model support vs EfficientViT-SAM model support; different model additions." + "reason": "RoMa keypoint matcher vs EfficientViT-SAM model addition. Both are model PRs, but not the same model or code path." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:47184", + "right": "pull_request:47414", "accept": false, - "reason": "Dino modernization/model conversion vs compressed-tensors fp8; unrelated." + "reason": "Test decorator wording updates for multi-accelerator support vs kernels version bump. Different surfaces." }, { - "left": "pull_request:47108", - "right": "pull_request:47301", + "left": "pull_request:46266", + "right": "pull_request:47336", "accept": false, - "reason": "Doc-builder comment tweak vs MTP docs; unrelated." + "reason": "Dino modernization vs fully offloaded save bugfix. No concrete duplicate behavior." }, { "left": "pull_request:46995", "right": "pull_request:47301", "accept": false, - "reason": "MLU flash-linear-attention support vs MTP docs; unrelated." + "reason": "Flash-linear-attention availability vs MTP docs. Not the same bug or feature." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI expectation updates vs Granite SWA model support; not the same change." + "reason": "Olmo3 CI expectation refresh vs Granite SWA model support. Test-only vs new model implementation." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Parallelism docs vs Unlimited OCR model addition; unrelated." + "reason": "Parallelism docs vs Unlimited OCR model support. Unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", + "accept": false, + "reason": "Paged-attention XPU test support vs Granite SWA model support. Different problems." }, { "left": "pull_request:44517", "right": "pull_request:45157", "accept": false, - "reason": "Qwen3-TTS model addition vs PrismML Bonsai support; unrelated model PRs." + "reason": "Qwen3-TTS model addition vs PrismML GGUF dequantization support. Separate models and code paths." }, { "left": "pull_request:46604", "right": "pull_request:46658", "accept": false, - "reason": "Mistral tekken utilities vs Step-3.7 flash model work; unrelated." + "reason": "Tekken tokenizer utilities vs Step-3.7 flash model tooling. Both are model-adjacent, but not the same concrete change." + }, + { + "left": "pull_request:47398", + "right": "pull_request:47420", + "accept": false, + "reason": "GLM MoE config fallback fix vs removing an unreachable return in special-token building. Different bugs." }, { "left": "pull_request:47082", "right": "pull_request:47216", "accept": false, - "reason": "RoMa model support vs compressed-tensors fp8; unrelated." + "reason": "RoMa model support vs compressed-tensors fp8 support. Different features." }, { "left": "pull_request:47275", "right": "pull_request:47336", "accept": false, - "reason": "EfficientViT-SAM model support vs offloaded model saving bugfix; unrelated." + "reason": "EfficientViT-SAM model support vs offloaded save bugfix. Unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Packed SDPA varlen attention vs MPS docs wording update; unrelated." + "reason": "Packed SDPA varlen attention vs MPS graph-cache docs cleanup. Different code and intent." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 decode optimization vs compressed-tensors fp8; different quantization topics." + "reason": "Finegrained FP8 decode optimization vs compressed-tensors fp8 export/load support. Same buzzword, different implementation problems." }, { - "left": "pull_request:47108", - "right": "pull_request:47383", + "left": "pull_request:47216", + "right": "pull_request:47336", "accept": false, - "reason": "Doc-builder pin comment vs Kimi integration tests; unrelated." + "reason": "Compressed-tensors fp8 support vs fully offloaded model saving. No shared failure mode." }, { - "left": "pull_request:47216", - "right": "pull_request:47336", + "left": "pull_request:47306", + "right": "pull_request:47420", "accept": false, - "reason": "Compressed-tensors fp8 support vs offloaded saving bugfix; unrelated." + "reason": "Neuron experiment scripts vs tokenization special-token return cleanup. Completely unrelated." }, { "left": "pull_request:47304", "right": "pull_request:47416", "accept": false, - "reason": "MPS docs wording fix vs special_tokens validation; unrelated." + "reason": "MPS graph-cache docs wording vs special-tokens validation. Different areas." }, { "left": "pull_request:47291", "right": "pull_request:47416", "accept": false, - "reason": "Continuous batching config deprecation vs special_tokens validation; unrelated." + "reason": "Continuous batching config deprecation vs special-tokens input validation. Separate configuration concerns." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE tests vs Japanese docs wording cleanup; unrelated." + "reason": "RoPE tests for model behavior vs Japanese docs wording. No duplicate bug/change." }, { "left": "pull_request:47077", "right": "pull_request:47418", "accept": false, - "reason": "Japanese DistilBERT docs vs quicktour typo fixes; not the same change." - }, - { - "left": "pull_request:47179", - "right": "pull_request:47301", - "accept": false, - "reason": "Granite SWA model support vs MTP docs; unrelated." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47352", - "accept": false, - "reason": "Quantization test tweaks vs distributed runtime utils work; unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47294", - "accept": false, - "reason": "RoPE test updates vs kernel-native causal conv1d integration; unrelated." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47294", - "accept": false, - "reason": "Olmo3 CI updates vs kernel-native causal conv1d integration; unrelated." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47306", - "accept": false, - "reason": "CohereASR loss fix vs Neuron experiment scripts; unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47301", - "accept": false, - "reason": "Audio SDPA dispatch vs MTP docs; unrelated." - }, - { - "left": "pull_request:47301", - "right": "pull_request:47418", - "accept": false, - "reason": "MTP docs vs quicktour typo fixes; unrelated." - }, - { - "left": "pull_request:47294", - "right": "pull_request:47418", - "accept": false, - "reason": "Kernel-native causal conv1d vs quicktour typos; unrelated." - }, - { - "left": "pull_request:47398", - "right": "pull_request:47416", - "accept": false, - "reason": "GLM MoE DSA config fallback vs special_tokens validation; unrelated." - }, - { - "left": "pull_request:47304", - "right": "pull_request:47418", - "accept": false, - "reason": "MPS docs wording fix vs quicktour typo fixes; unrelated." + "reason": "Japanese DistilBERT docs vs quicktour typo fixes. Both documentation, but different content and scope." } ] }, @@ -24465,25 +24763,24 @@ "pull_request:44827", "pull_request:45157", "pull_request:45170", - "pull_request:45213", "pull_request:45655", - "pull_request:46048", + "pull_request:46196", "pull_request:46381", "pull_request:46604", "pull_request:46658", "pull_request:46895", "pull_request:46912", "pull_request:46957", - "pull_request:46958", "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:47175", + "pull_request:47184", "pull_request:47210", "pull_request:47243", "pull_request:47275", @@ -24493,6 +24790,7 @@ "pull_request:47301", "pull_request:47304", "pull_request:47306", + "pull_request:47320", "pull_request:47322", "pull_request:47352", "pull_request:47360", @@ -24500,9 +24798,21 @@ "pull_request:47383", "pull_request:47398", "pull_request:47399", + "pull_request:47416", "pull_request:47418" ], "soft_pairs": [ + "pull_request:47166|pull_request:47352", + "pull_request:46912|pull_request:47294", + "pull_request:47184|pull_request:47352", + "pull_request:47143|pull_request:47320", + "pull_request:47175|pull_request:47294", + "pull_request:46895|pull_request:47306", + "pull_request:46196|pull_request:47301", + "pull_request:47301|pull_request:47418", + "pull_request:47294|pull_request:47418", + "pull_request:47398|pull_request:47416", + "pull_request:47304|pull_request:47418", "pull_request:47105|pull_request:47298", "pull_request:47367|pull_request:47418", "pull_request:45157|pull_request:46658", @@ -24548,365 +24858,342 @@ "pull_request:44827|pull_request:45170", "pull_request:43424|pull_request:44827", "pull_request:43823|pull_request:43995", - "pull_request:43251|pull_request:43823", - "pull_request:44827|pull_request:46048", - "pull_request:43424|pull_request:43823", - "pull_request:43251|pull_request:44827", - "pull_request:44827|pull_request:45655", - "pull_request:43995|pull_request:45213", - "pull_request:44827|pull_request:45213", - "pull_request:43995|pull_request:44827", - "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:43251|pull_request:43823" ], - "prepared_review_unit_hash": "90be24c23ee21eb19a9a484a9ec7bf2c577c28884af6a9219ff785df1dbb15e4", + "prepared_review_unit_hash": "e99f67e067b4e69baecc1c99c8d7d5418cb5046aed68872c05864f08edb2d9b8", "component_budget": { "node_count": 87, "item_count": 87, - "soft_pair_count": 239, - "serialized_chars": 296330, - "estimated_input_tokens": 74083, - "estimated_eval_tokens": 148422 + "soft_pair_count": 242, + "serialized_chars": 296944, + "estimated_input_tokens": 74236, + "estimated_eval_tokens": 148728 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 57, - "serialized_chars": 128085, - "estimated_input_tokens": 32022, - "estimated_eval_tokens": 64300 + "serialized_chars": 129407, + "estimated_input_tokens": 32352, + "estimated_eval_tokens": 64960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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, + "summary": "No duplicate or mergeable pair emerges here: the soft edges are mostly false positives across unrelated PRs (docs, CI, model additions, exporter fixes, tests, and tokenizer/config changes).", + "confidence": 0.98, "canonical_issue_reason": null, - "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.", + "canonical_pr_reason": null, "best_issue_reason": null, - "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.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:47166", + "right": "pull_request:47352", + "accept": false, + "reason": "Different areas: quantization test tweaks vs distributed runtime/mixin refactor; no shared bug or code path." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47294", + "accept": false, + "reason": "RoPE test coverage changes do not match kernel-native causal_conv1d integration work." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47352", + "accept": false, + "reason": "One is a Qwen3 Next test maintenance PR; the other adds distributed runtime utilities. Unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47320", + "accept": false, + "reason": "NeuCodec model support and response_schema deprecation address different subsystems entirely." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47294", + "accept": false, + "reason": "Olmo3 CI expectation updates are unrelated to kernel-native causal_conv1d functions." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47306", + "accept": false, + "reason": "CohereASR training-loss fix and Neuron experimentation scripts are different changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47301", + "accept": false, + "reason": "SDPA dispatch support for audio models is not the same as adding assisted-decoding MTP docs." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47418", + "accept": false, + "reason": "Docs for MTP support and quicktour typo fixes are separate documentation edits with no shared fix." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47418", + "accept": false, + "reason": "Kernel utilities and quicktour typo cleanup are unrelated." + }, + { + "left": "pull_request:47398", + "right": "pull_request:47416", + "accept": false, + "reason": "GLM config fallback behavior and tokenization special-token input validation fix different APIs." + }, + { + "left": "pull_request:47304", + "right": "pull_request:47418", + "accept": false, + "reason": "MPS graph-cache docs cleanup does not overlap with quicktour wording fixes." + }, { "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." + "reason": "VITS forward-test reenablement and MI450 model failures are different test suites/issues." }, { "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." + "reason": "Pipeline device-placement clarification is unrelated to quicktour typo/wording edits." }, { "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." + "reason": "Prism GGUF support and Step 3.7 Flash work are distinct model/format efforts." }, { "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." + "reason": "Japanese docs wording changes are unrelated to AMD Quark config-class updates." }, { "left": "pull_request:47078", "right": "pull_request:47243", "accept": false, - "reason": "Docs-only wording cleanup vs exporter/runtime fixes. Different artifacts and problems." + "reason": "Japanese docs edits and Executorch exporter fixes do not share a code path." }, { "left": "pull_request:47275", "right": "pull_request:47304", "accept": false, - "reason": "New model addition vs docs typo cleanup. Completely different scope." + "reason": "EfficientViT-SAM model addition and MPS graph-cache docs are unrelated." }, { "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." + "reason": "Qwen3-TTS model addition and MTP docs are separate features; no mergeable common bug." }, { "left": "pull_request:47294", "right": "pull_request:47360", "accept": false, - "reason": "Kernel integration support vs CI workflow instrumentation. Not the same code-path problem." + "reason": "Kernel-native causal_conv1d functions and OTEL CI workflow changes are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47291", "accept": false, - "reason": "RoPE test coverage changes vs generation config deprecation / ContinuousBatchingConfig handling." + "reason": "RoPE tests and continuous-batching config deprecation address different areas." }, { "left": "pull_request:47113", "right": "pull_request:47304", "accept": false, - "reason": "Audio feature/proc requirement fixes vs docs-only MPS graph cache wording. No overlap in underlying bug." + "reason": "Audio feature/proc requirement fixes and MPS graph-cache docs are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47398", "accept": false, - "reason": "CohereASR loss bug vs GlmMoeDsa config fallback behavior. Different models and failures." + "reason": "CohereASR loss-shift fix and GLM config fallback are different bugs in different models." }, { "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." + "reason": "Paged-attention XPU tests do not correspond to distributed runtime utilities." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Different new model additions: Molmo2 vs Qwen3-TTS. Similar pattern, not duplicate." + "reason": "Both add models, but for different architectures and code paths; not the same change." }, { "left": "pull_request:47352", "right": "pull_request:47383", "accept": false, - "reason": "Distributed runtime utilities vs Kimi integration tests. Different functionality and files." + "reason": "Distributed runtime utils and Kimi integration tests are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47399", "accept": false, - "reason": "CohereASR training-loss fix vs Cosmos3 Edge patch packing order. Unrelated model bugs." + "reason": "CohereASR training loss and Cosmos 3 Edge patch packing are separate fixes." }, { "left": "pull_request:47243", "right": "pull_request:47294", "accept": false, - "reason": "Executorch exporter fixes vs causal_conv1d kernel integration. Different export/integration subsystems." + "reason": "Executorch exporter fixes and causal_conv1d kernel integration are different exporter/model paths." }, { "left": "pull_request:44517", "right": "pull_request:47383", "accept": false, - "reason": "Qwen3-TTS model addition vs Kimi integration tests. No shared underlying defect." + "reason": "Qwen3-TTS model support and Kimi integration tests do not share a concrete bug or implementation." }, { "left": "pull_request:43451", "right": "pull_request:47352", "accept": false, - "reason": "Molmo2 model addition vs distributed runtime utilities. Same release cycle, different work." + "reason": "Molmo2 model addition and distributed runtime utils are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Qwen3-TTS vs NeuCodec are separate model additions." + "reason": "Qwen3-TTS model support and NeuCodec support are separate model additions." }, { "left": "pull_request:47210", "right": "pull_request:47291", "accept": false, - "reason": "Packed SDPA varlen routing vs generation config deprecation. Different code paths and issues." + "reason": "Packed SDPA varlen routing and continuous-batching config deprecation are different generation internals." }, { "left": "pull_request:46957", "right": "pull_request:47383", "accept": false, - "reason": "Finegrained FP8 decode optimization vs Kimi integration tests. No same bug or mergeable combined fix." + "reason": "Finegrained FP8 decode optimization and Kimi integration tests are unrelated." }, { "left": "pull_request:46604", "right": "pull_request:47163", "accept": false, - "reason": "Mistral tekken utilities vs paged-attention XPU tests. Different features and files." + "reason": "Mistral tekken utilities and paged-attention XPU tests touch unrelated subsystems." }, { "left": "pull_request:46604", "right": "pull_request:47383", "accept": false, - "reason": "Mistral tekken utilities vs Kimi integration tests. Only superficial similarity in being test-heavy PRs." + "reason": "Mistral tokenizer conversion utilities and Kimi integration tests are not the same issue." }, { "left": "pull_request:46957", "right": "pull_request:47360", "accept": false, - "reason": "Finegrained FP8 kernel optimization vs OTEL CI workflow changes. Unrelated." + "reason": "Finegrained FP8 fused grouped/batched kernels and OTEL CI workflow changes are unrelated." }, { "left": "pull_request:46381", "right": "pull_request:47322", "accept": false, - "reason": "Tokenizers dependency bump vs AMD Quark config-class rename. Different dependency and backend issues." + "reason": "Tokenizers dependency/version compatibility and AMD Quark config updates are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47301", "accept": false, - "reason": "FP8 decode path changes vs MTP docs. No shared code path." + "reason": "Finegrained FP8 kernel work does not match MTP documentation changes." }, { "left": "pull_request:47113", "right": "pull_request:47175", "accept": false, - "reason": "Audio feature/proc requirements vs Olmo3 CI expectation updates. One is a functional fix, the other test data refresh." + "reason": "Audio backend requirement fixes and Olmo3 CI expectation updates are separate test/support changes." }, { "left": "pull_request:43451", "right": "pull_request:46604", "accept": false, - "reason": "Molmo2 model addition vs Mistral tekken utilities. Completely different domains." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47275", - "accept": false, - "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 translation vs pipeline device-placement clarification. Different documentation topics." - }, - { - "left": "pull_request:47294", - "right": "pull_request:47306", - "accept": false, - "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 routing vs pipeline docs. Different subsystems." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47367", - "accept": false, - "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 vs tokenizers version compatibility bump. Different PR classes entirely." + "reason": "Molmo2 model addition and Mistral tekken utilities are different model families and code paths." }, { "left": "pull_request:46381", "right": "pull_request:47096", "accept": false, - "reason": "Dependency pin change vs Executorch exporter fixes. No overlap in code path or bug." + "reason": "Tokenizers version bump and Kimi exporter support are unrelated." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer missing methods vs Executorch dynamic-shape export tests. Different issues and files." + "reason": "Mistral tokenizer method additions and executorch dynamic-shape tests are not the same fix." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer API additions vs MobileLLM model addition. Not duplicate work." + "reason": "Mistral tokenizer methods and MobileLLM model support are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs MobileLLM model support. Different problems." + "reason": "Processor auto-loading robustness and MobileLLM model support are different features." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "Executorch export test coverage vs assisted-decoding docs. Not the same bug/change." + "reason": "Executorch dynamic-shape testing and MTP docs do not address the same underlying issue." }, { "left": "pull_request:43424", "right": "pull_request:47383", "accept": false, - "reason": "Executorch dynamic-shape test vs Kimi integration tests. Only both are tests." + "reason": "Executorch export tests and Kimi integration tests are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition vs config-resolution ordering fix. Different scope and code paths." + "reason": "MobileLLM model support and config-resolution order fixes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:47383", "accept": false, - "reason": "Mistral4 test fixes vs Kimi integration tests. Not the same underlying issue." + "reason": "Mistral4 tests/integration fixes and Kimi integration tests are separate model/test areas." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs layrnorm->layernorm rename. Different bugs." + "reason": "Mistral4 test fixes and layrnorm->layernorm renaming are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test vs Mistral4 test fixes. No same concrete change." + "reason": "Executorch export tests and Mistral4 test fixes are different code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", - "accept": false, - "reason": "MobileLLM model addition vs Falcon output-interface refactor. Unrelated." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43823", - "accept": false, - "reason": "cross_entropy kwargs forwarding vs MobileLLM model addition. Different code paths." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "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 vs model-creation skill scaffolding. No shared underlying artifact." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45213", - "accept": false, - "reason": "Mistral4 tests vs model creation skill. Different domains entirely." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "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 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": "Both fix the identical CohereASR double-shift loss bug in the same code path; 47090 is a later refined implementation of the same issue." + "accept": false, + "reason": "MobileLLM model support and Falcon output-collection refactor do not share a bug or mergeable change." }, { - "left": "pull_request:46895", - "right": "pull_request:46958", - "accept": true, - "reason": "Both are implementations of the same CohereASR training-loss double-shift fix and target the same files and bug." + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs forwarding and MobileLLM model addition are unrelated." } ] }, @@ -24931,15 +25218,26 @@ "cluster_id": "cluster-40546-87", "nodes": [ "pull_request:40546", + "pull_request:43251", + "pull_request:43424", "pull_request:43451", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", "pull_request:45157", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", "pull_request:46196", "pull_request:46509", "pull_request:46658", "pull_request:46836", + "pull_request:46895", "pull_request:46912", + "pull_request:46958", "pull_request:47003", "pull_request:47077", + "pull_request:47090", "pull_request:47096", "pull_request:47143", "pull_request:47163", @@ -24966,6 +25264,17 @@ "pull_request:47399" ], "soft_pairs": [ + "pull_request:44827|pull_request:46048", + "pull_request:43424|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:44827|pull_request:45655", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45213", + "pull_request:43995|pull_request:44827", + "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", @@ -24975,10 +25284,10 @@ "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:47003|pull_request:47243", "pull_request:47163|pull_request:47166", + "pull_request:47163|pull_request:47184", "pull_request:46509|pull_request:47163", "pull_request:45157|pull_request:46836", "pull_request:46836|pull_request:47387", @@ -25026,167 +25335,222 @@ "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", "pull_request:43451|pull_request:47322", - "pull_request:47096|pull_request:47322", - "pull_request:43451|pull_request:47298", - "pull_request:43451|pull_request:47398", - "pull_request:43451|pull_request:47399", - "pull_request:47096|pull_request:47398", - "pull_request:47096|pull_request:47399", - "pull_request:43451|pull_request:47306", - "pull_request:47096|pull_request:47306", - "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:47322" ], - "prepared_review_unit_hash": "54ede7e62cf438d50daf0198c988c146e6f0e14773dcec2fe3366400e10100f0", + "prepared_review_unit_hash": "f5499bba0155e7e94ebac387c22814db34e68f05767d17546b52e941d3fa3212", "component_budget": { "node_count": 87, "item_count": 87, - "soft_pair_count": 239, - "serialized_chars": 296330, - "estimated_input_tokens": 74083, - "estimated_eval_tokens": 148422 + "soft_pair_count": 242, + "serialized_chars": 296944, + "estimated_input_tokens": 74236, + "estimated_eval_tokens": 148728 }, "budget": { - "node_count": 34, - "item_count": 34, + "node_count": 45, + "item_count": 45, "soft_pair_count": 72, - "serialized_chars": 103064, - "estimated_input_tokens": 25766, - "estimated_eval_tokens": 51788 + "serialized_chars": 127024, + "estimated_input_tokens": 31756, + "estimated_eval_tokens": 63768 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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, + "summary": "Mostly unrelated PRs spanning model additions, docs, exporter fixes, and test updates. The only clear duplicate cluster is the CohereASR double-shift fix trio (PRs 46895, 46958, 47090); the rest should stay separate.", + "confidence": 0.91, "canonical_issue_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.", + "canonical_pr_reason": "PR 47090 is the best canonical representative: it directly fixes the CohereASR training-loss double-shift bug, explicitly ties to issue 46894, and the other two CohereASR PRs are alternate implementations of the same fix.", "best_issue_reason": null, - "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.", + "best_pr_reason": "PR 47090 is the strongest global representative because it is a precise bugfix with a concrete tracked issue and a real duplicate cluster around it.", "soft_edge_verdicts": [ + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Different goals: Mistral4 test cleanup vs. adding a TDT loss kernel." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape export test and adding MobileLLM are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs plumbing and Mistral4 test fixes do not target the same bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test work is unrelated to the config-resolution ordering fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-interface refactor and the model-creation skill are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests and the model-creation skill do not address the same code path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactoring and Mistral4 test fixes are distinct changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is not the same as the model-creation skill PR." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Both fix the same CohereASR training-loss double-shift bug on the same files." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss bug, same code path, and same affected files." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "These are two alternative fixes for the same CohereASR double-shift issue." + }, { "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." + "reason": "Both touch XPU-related tests, but they are for different models and different failures." }, { "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." + "reason": "One is GPTQ test updates; the other is Qwen3Next accelerator-test renaming." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "Both tweak test baselines, but they address unrelated models and code paths." + "reason": "RoPE implementation/test changes and OLMo3 CI value updates are not the same bug." }, { "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." + "reason": "Kimi export support and Kimi integration tests are related by model name, but not the same concrete fix." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Unrelated model test fixes; no shared bug or mergeable combined PR." + "reason": "Different model-specific XPU test updates; not one underlying issue." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "Different documentation topics and no shared code path." + "reason": "Assisted-decoding docs and MPS graph-cache docs are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese DistilBERT docs translation is unrelated to MPS graph cache docs." + "reason": "Japanese DistilBERT doc translation and MPS graph-cache docs are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Both add new model support, but for different models and separate implementations." + "reason": "Two separate new-model PRs (Step3p7 vs. Unlimited OCR), not a duplicate fix." }, { "left": "pull_request:47210", "right": "pull_request:47301", "accept": false, - "reason": "Packed SDPA runtime change and MTP docs are unrelated." + "reason": "Packed SDPA varlen routing and MTP docs are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47243", + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "Both touch exporter infrastructure, but OpenVINO and Executorch fixes are different backends and code paths." + "reason": "Nemotron Omni and NeuCodec are separate model additions." }, { - "left": "pull_request:46509", - "right": "pull_request:47143", + "left": "pull_request:47003", + "right": "pull_request:47243", "accept": false, - "reason": "Different model additions; no same underlying bug/change." + "reason": "OpenVINO exporter addition and ExecuTorch exporter fixes are different backend work." }, { "left": "pull_request:47163", - "right": "pull_request:47184", + "right": "pull_request:47166", "accept": false, - "reason": "Different test suites and different hardware-targeted tweaks." + "reason": "Paged-attention XPU tests and GPTQ test extensions are unrelated test changes." }, { "left": "pull_request:47163", - "right": "pull_request:47166", + "right": "pull_request:47184", "accept": false, - "reason": "Paged-attention XPU tests and quantization test updates are unrelated." + "reason": "Different test files and different accelerator-related updates." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Model support PR vs paged-attention test PR; not a duplicate." + "reason": "Nemotron Omni model support and paged-attention XPU tests are unrelated." }, { "left": "pull_request:45157", "right": "pull_request:46836", "accept": false, - "reason": "Distinct model support work for different architectures." + "reason": "PrismML Bonsai support and Unlimited OCR are separate model PRs." }, { "left": "pull_request:46836", "right": "pull_request:47387", "accept": false, - "reason": "Unlimited OCR model support and one-to-many conversion support are unrelated changes." + "reason": "Unlimited OCR model support and one-to-many conversions are unrelated changes." }, { "left": "pull_request:47291", "right": "pull_request:47322", "accept": false, - "reason": "Different config-related fixes in different subsystems." + "reason": "Generation-config deprecation and AMD Quark config class changes are different issues." }, { "left": "pull_request:45157", "right": "pull_request:46509", "accept": false, - "reason": "Different model support PRs; no shared bug or code path." + "reason": "PrismML Bonsai support and Nemotron Omni support are unrelated model additions." }, { "left": "pull_request:47163", "right": "pull_request:47292", "accept": false, - "reason": "Separate XPU-related test fixes for different models." + "reason": "Both are XPU-related test fixes, but for different models and failures." }, { "left": "pull_request:47301", "right": "pull_request:47336", "accept": false, - "reason": "Docs for MTP and offloaded saving bugfix are unrelated." + "reason": "MTP docs and fully offloaded model saving are unrelated." }, { "left": "pull_request:47216", @@ -25198,310 +25562,256 @@ "left": "pull_request:47336", "right": "pull_request:47383", "accept": false, - "reason": "Offloaded model saving fix and Kimi integration tests do not share a concrete change." + "reason": "Offloaded-model saving and Kimi integration tests do not share the same bug." }, { - "left": "pull_request:47304", + "left": "pull_request:47301", "right": "pull_request:47367", "accept": false, - "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 changes and MI450 image decoding/model failures are unrelated." + "reason": "MTP docs and pipeline device-placement changes are unrelated." }, { - "left": "pull_request:47301", - "right": "pull_request:47383", + "left": "pull_request:43451", + "right": "pull_request:47243", "accept": false, - "reason": "Docs-only MTP support and Kimi integration tests are not the same change." + "reason": "Molmo2 model addition and ExecuTorch exporter fixes are separate changes." }, { - "left": "pull_request:47216", - "right": "pull_request:47301", + "left": "pull_request:47096", + "right": "pull_request:47243", "accept": false, - "reason": "Compressed-tensors fp8 support and MTP docs are unrelated." + "reason": "Both touch exporter code, but Kimi export support and generic ExecuTorch fixes are not the same concrete problem." }, { - "left": "pull_request:46509", - "right": "pull_request:47301", + "left": "pull_request:47166", + "right": "pull_request:47383", "accept": false, - "reason": "Nemotron Omni support and MTP documentation are unrelated." + "reason": "GPTQ test updates and Kimi integration tests are unrelated." }, { - "left": "pull_request:47175", - "right": "pull_request:47298", + "left": "pull_request:47184", + "right": "pull_request:47383", "accept": false, - "reason": "Ongoing test expectation updates for different models and hardware issues." + "reason": "Qwen3Next accelerator test updates and Kimi integration tests are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47210", + "left": "pull_request:43451", + "right": "pull_request:47175", "accept": false, - "reason": "Paged-attention XPU tests and varlen SDPA routing are different features." + "reason": "Molmo2 model addition and OLMo3 CI test-value updates are unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47298", + "left": "pull_request:47306", + "right": "pull_request:47367", "accept": false, - "reason": "Kernel native causal_conv1d work and MI450 fixes are different problems." + "reason": "Neuron experiments and pipeline device-placement docs are unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:47387", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "PrismML Bonsai support and one-to-many conversion support are unrelated." + "reason": "VibeVoice and Molmo2 are separate model-addition PRs." }, { - "left": "pull_request:46658", - "right": "pull_request:47387", + "left": "pull_request:47298", + "right": "pull_request:47399", "accept": false, - "reason": "Step-3.7 Flash support and one-to-many conversion support do not address the same bug/change." + "reason": "MI450 image-utils fallback work and Cosmos 3 Edge patch packing are different issues." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:47398", + "right": "pull_request:47399", "accept": false, - "reason": "NeuCodec support and paged-attention XPU tests are unrelated." + "reason": "GlmMoeDsa config fallback and Cosmos 3 Edge patch packing are unrelated." }, { - "left": "pull_request:46196", + "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "wav2vec2 SDPA dispatch and NeuCodec support are unrelated model changes." + "reason": "Molmo2 and NeuCodec are distinct model additions." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:47298", + "right": "pull_request:47398", "accept": false, - "reason": "Step-3.7 Flash and NeuCodec are separate model additions with different code paths." + "reason": "MI450 image-utils fallback and GlmMoeDsa config fallback solve different problems." }, { - "left": "pull_request:47143", + "left": "pull_request:46658", "right": "pull_request:47387", "accept": false, - "reason": "NeuCodec support and one-to-many conversions are unrelated." + "reason": "Step3p7 model work and one-to-many conversion support are unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47322", "accept": false, - "reason": "NeuCodec model support and Quark config changes are unrelated." + "reason": "NeuCodec model support and Quark config class changes are unrelated." }, { "left": "pull_request:46658", - "right": "pull_request:47163", - "accept": false, - "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 support and Executorch exporter fixes target different code paths." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47243", - "accept": false, - "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 support and OLMo3 CI/test baseline changes are unrelated." - }, - { - "left": "pull_request:47306", - "right": "pull_request:47367", - "accept": false, - "reason": "Neuron experiment scripts and pipeline docs are not the same change." - }, - { - "left": "pull_request:40546", - "right": "pull_request:47243", - "accept": false, - "reason": "VibeVoice model implementation and Executorch exporter fixes are unrelated." - }, - { - "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 and NeuCodec are separate model additions." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46509", - "accept": false, - "reason": "Molmo2 and Nemotron Omni are unrelated model support PRs." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47383", - "accept": false, - "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 support and Kimi exporter work are distinct PRs." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47003", - "accept": false, - "reason": "Molmo2 support and OpenVINO exporter support are unrelated." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47096", - "accept": false, - "reason": "OpenVINO exporter support and Kimi exportability are different exporter problems." + "reason": "Step3p7 and NeuCodec are separate model PRs." }, { - "left": "pull_request:43451", + "left": "pull_request:46658", "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 support and AMD Quark config changes are unrelated." + "reason": "Step3p7 model work and AMD Quark config changes are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47322", "accept": false, - "reason": "Kimi exporter work and Quark config changes are unrelated." - }, + "reason": "Kimi export support and Quark quantization-config changes 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:43451", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47298", + "pull_request:47306", + "pull_request:47387", + "pull_request:47398", + "pull_request:47399" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:47298", + "pull_request:43451|pull_request:47398", + "pull_request:43451|pull_request:47399", + "pull_request:47096|pull_request:47398", + "pull_request:47096|pull_request:47399", + "pull_request:43451|pull_request:47306", + "pull_request:47096|pull_request:47306", + "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" + ], + "prepared_review_unit_hash": "66e101449bf4af37be6597881bbee312fd6b2ea099a69d0890bc2fcd2ff351ff", + "component_budget": { + "node_count": 87, + "item_count": 87, + "soft_pair_count": 242, + "serialized_chars": 296944, + "estimated_input_tokens": 74236, + "estimated_eval_tokens": 148728 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 25328, + "estimated_input_tokens": 6332, + "estimated_eval_tokens": 12920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are not duplicates: they cover unrelated model additions, exporter work, config fixes, image-processing corrections, and a training experiment. The soft matches are driven by broad topical similarity, not the same concrete code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster because the items do not describe the same underlying bug or feature change; they span distinct models and subsystems.", + "best_issue_reason": null, + "best_pr_reason": "No best PR in duplicate-triage terms: none of these PRs could plausibly be merged into one change without mixing unrelated work.", + "soft_edge_verdicts": [ { "left": "pull_request:43451", "right": "pull_request:47298", "accept": false, - "reason": "Molmo2 support and MI450 image-decoder fixes are unrelated." + "reason": "Molmo2 model/docs addition vs MI450 backend/model-failure fixes; completely different changes and code paths." }, { "left": "pull_request:43451", "right": "pull_request:47398", "accept": false, - "reason": "Molmo2 support and GLM MoE config fallback fix are unrelated." + "reason": "Molmo2 model/docs addition vs a GLM MoE config bugfix; unrelated functionality." }, { "left": "pull_request:43451", "right": "pull_request:47399", "accept": false, - "reason": "Molmo2 support and Cosmos3 Edge patch packing order are unrelated." + "reason": "Molmo2 model/docs addition vs Cosmos 3 Edge patch-packing fix; different model families and problems." }, { "left": "pull_request:47096", "right": "pull_request:47398", "accept": false, - "reason": "Kimi exportability and GLM MoE config fallback are unrelated." + "reason": "Exportable Kimi changes exporter/model exportability code, while this is a GLM MoE config fallback fix; not the same change." }, { "left": "pull_request:47096", "right": "pull_request:47399", "accept": false, - "reason": "Kimi exportability and Cosmos3 Edge patch packing order are unrelated." + "reason": "Exporter/model export work vs a Cosmos 3 Edge image-processing bugfix; no shared underlying fix." }, { "left": "pull_request:43451", "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 support and Neuron experiment scripts are unrelated." + "reason": "Molmo2 model addition vs Neuron/Trainium experiment code; unrelated scope and no common bug." }, { "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "Kimi exportability and Neuron experiment scripts are unrelated." + "reason": "Kimi exportability work vs Neuron training experiments; different targets and code paths." }, { "left": "pull_request:47003", "right": "pull_request:47398", "accept": false, - "reason": "OpenVINO exporter support and GLM MoE config fallback are unrelated." + "reason": "OpenVINO exporter support vs GLM MoE config fallback; one is exporter infrastructure, the other is model config behavior." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter support and Neuron experiment scripts are unrelated." + "reason": "OpenVINO exporter support vs Neuron experiments; same broad ML tooling area, but not the same concrete change." }, { "left": "pull_request:47096", "right": "pull_request:47387", "accept": false, - "reason": "Kimi exporter work and one-to-many conversions are different changes." + "reason": "Kimi exportability fixes vs one-to-many conversion framework support; related to export, but different code-path problem." }, { "left": "pull_request:47003", "right": "pull_request:47387", "accept": false, - "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": [ + "reason": "OpenVINO exporter work vs one-to-many conversion support; not the same bug or feature implementation." + }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "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." + "reason": "Kimi exportability fixes vs NeuCodec model support; different model additions and unrelated code changes." } ] }, @@ -25531,7 +25841,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "d85a582dfb94c523c055afb5979f5d5a38d4ee62b019dd93f810f9b5aafcba26", + "prepared_review_unit_hash": "941127acacc637e699a68f24b68040170566ff40158fb4fada343430402da5da", "component_budget": { "node_count": 2, "item_count": 2, @@ -25553,18 +25863,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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, + "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. The soft similarity is superficial and they should not be clustered as duplicates.", + "confidence": 0.99, "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).", + "canonical_pr_reason": null, "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.", + "best_pr_reason": null, "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." + "reason": "Different models, different code paths, and different features: TimesFM forecasting with covariates vs DINOv3 image classification. They could not plausibly be merged into one PR." } ] }, @@ -25657,12 +25967,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "3e893d8fa43487b5cd73ae7780e7c06e7a9a116078c67e7aa257925d69dda80f", + "prepared_review_unit_hash": "782ad755c39c0b4d77e14ac1a7b823ad5c86c1ee51d3be72dcc017a256d7456e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -25670,7 +25980,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -25679,18 +25989,18 @@ "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, + "summary": "Two open PRs both update GitHub Actions workflows, but they target different changes: PR 42975 is a Node 24 compatibility pass for several core actions, while PR 42976 is a broader latest-version bump centered on docker/build-push-action and a few other workflow actions. They overlap in files but not in the concrete code-path change, so they should not be deduplicated.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative of the cluster because it is the more specific workflow-action compatibility upgrade and has the clearer, narrower purpose.", "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.", + "best_pr_reason": "PR 42975 is the best overall representative here: it has the clearer technical goal (Node 24 compatibility) and is less of a mixed-version-bump than PR 42976.", "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." + "reason": "Both touch CI workflow files, but they are not the same underlying change: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and related workflow actions. Shared filenames alone are not enough to treat them as duplicates." } ] }, @@ -25725,12 +26035,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "73d24cc7a0257d2dfd8aafa6297fe5b5bd8481f4ea3b2c82f71d7180945d2de3", + "prepared_review_unit_hash": "49bd6a3be3f73a26b2b2523db677db456d66fb00e6270782da37e1a5d070e4bb", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13045, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -25738,7 +26048,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13045, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -25747,36 +26057,36 @@ "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.", + "summary": "All four pull requests are separate model-addition efforts, not duplicates. The overlaps are mostly shared registry/docs boilerplate in the Transformers codebase, not the same underlying change.", "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.", + "canonical_pr_reason": "No canonical PR for deduplication: 42978 (ViT NEPA), 43448 (Molmo), 45490 (CTSM), and 46562 (Step3p7) each introduce a different model family with distinct configs/modeling/tests and different code paths.", "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.", + "best_pr_reason": "If a single PR must be picked as the strongest standalone representative, 46562 is the most complete and actively reviewed model integration, with modeling, processing, image-processing, auto-mapping, and conversion-related changes. 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." + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are boilerplate, not the same fix/change." }, { "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." + "reason": "Different model families and code paths; overlap is only in generic registry/docs updates." }, { "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." + "reason": "Molmo and CTSM are unrelated model implementations; they do not address the same concrete bug or feature." }, { "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." + "reason": "CTSM and Step3p7 are distinct model introductions with separate architecture and files; similar auto-mapping edits are not enough to merge them as duplicates." } ] }, @@ -25827,7 +26137,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "688634745f2ad20407b276624f842ea110cf3d991d1a0245d3a95a27af027245", + "prepared_review_unit_hash": "e9ef68e34b6c86f04dedaf8610156ff82fe631bd424141aac4441ba2d5b57c1e", "component_budget": { "node_count": 8, "item_count": 8, @@ -25849,114 +26159,114 @@ "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, + "summary": "This cluster is mostly unrelated PRs; the only true duplicate pair is the two YOLOS fixes for the same device_map=\"auto\" device-mismatch bug. All other pairs touch different models or subsystems and should stay separate.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "pull_request:46922 is the best representative: it fixes the actual YOLOS device mismatch in the forward path and also includes the no_split_modules change, while pull_request:46886 looks like a partial variant of the same fix.", "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.", + "best_pr_reason": "pull_request:46922 is the strongest canonical PR because it addresses the same concrete YOLOS device_map bug more completely than pull_request: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." + "reason": "Different models and different changes: Whisper tokenizer decoding logic vs. test tweaks in CLIP/ViT." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test changes are unrelated to FP8 dequantization and model-loading plumbing." + "reason": "Unrelated code paths: Whisper decoding tests vs. FP8 dequantization/core loading changes." }, { "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." + "reason": "Whisper tokenizer/test fix is unrelated to generation watermarking validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test/tokenization work is unrelated to the YOLOS device-mismatch fix." + "reason": "Whisper decoding changes do not match YOLOS device-placement fixes." }, { "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." + "reason": "Test-only edits for CLIP/ViT are unrelated to Phimoe CI integration-test environment changes." }, { "left": "pull_request:43665", "right": "pull_request:47393", "accept": false, - "reason": "Model test edits are unrelated to a README license-link typo." + "reason": "Model test assertions are unrelated to a README URL change." }, { "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." + "reason": "Different bug areas: model test files vs. FP8 quantization/loading logic." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Unrelated: test-only edits vs generation watermarking conversion/validation." + "reason": "No shared underlying bug; model test edits vs. generation config validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different subsystems and bugs: model test placeholders vs YOLOS device placement." + "reason": "Different models and issues: CLIP/ViT tests vs. YOLOS device mismatch." }, { "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." + "reason": "FP8 dequantization/loading fix is unrelated to Phimoe CI memory/device setup." }, { "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." + "reason": "Different concrete changes: FP8 kernel/loading logic vs. generation watermarking 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." + "reason": "FP8 dequantization work is unrelated to YOLOS device placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config watermarking conversion is unrelated to the Phimoe integration-test CI fix." + "reason": "Generation config validation fix is unrelated to CI Phimoe integration-test environment changes." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking/config validation changes are unrelated to YOLOS device placement." + "reason": "Watermarking-config validation and YOLOS device mismatch are different bugs." }, { "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." + "reason": "CI runner memory capping for Phimoe tests is unrelated to YOLOS model sharding/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." + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch bug, share the same model file, and could plausibly be merged into one fix." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair is the YOLOS pair, which is supported by the shared issue target and shared file, and the two diffs do look mergeable into one bugfix PR. The other pair rejections are consistent with the packet and do not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -25986,7 +26296,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "8e02891f2f41cb85e7b1c3fc7b9f40d51f0302ec419529511d6e24ec73ad9123", + "prepared_review_unit_hash": "55e2366c640325e425b1c6f8b22b247e3c2ac7bfebf2342ba8348aa20f1e6dfd", "component_budget": { "node_count": 3, "item_count": 3, @@ -26008,30 +26318,30 @@ "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, + "summary": "These are three unrelated \"don't merge\"/testing PRs touching different areas: packaging/versioning, CI/comment workflows, and a security-gate workflow. They are not the same underlying change, so none should be clustered as duplicates.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "No single PR is a good canonical representative because the three PRs address different code paths and CI concerns rather than one shared bug or fix.", "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.", + "best_pr_reason": "None is a strong global best match for the cluster; 43532 is the broadest workflow-related PR, but it is still not comparable to the packaging and security-gate changes.", "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." + "reason": "Different changes: 43488 modifies setup/versioning and a test file, while 46747 only changes a security-gate workflow trigger. Same repo-bot/testing flavor, but not the same underlying fix." }, { "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." + "reason": "43488 is about dependency/version metadata and a Vit test tweak; 43532 edits workflow automation and testing utilities. They are not the same concrete bug or 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." + "reason": "Both are workflow-related, but they target different mechanisms: self-comment CI/testing utilities versus the PR CI security gate trigger. Not mergeable as one PR." } ] }, @@ -26061,7 +26371,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "aa47182bf3d109d87040412f99ff4a07ed7df23080d20c07f3c6af3a10d680cb", + "prepared_review_unit_hash": "c7c504e6136ea890957053358fd5fa501e38763c1d55aba13bdaeec17500bc95", "component_budget": { "node_count": 2, "item_count": 2, @@ -26083,18 +26393,18 @@ "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, + "summary": "These are two related but distinct PRs: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. They share documentation/pipeline plumbing, but they target different tasks, model integrations, and test suites, so they should not be deduplicated.", + "confidence": 0.97, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR 43613 is the broader, more multi-backend segmentation pipeline addition, but it is still not the same change as PR 43612; both are separate feature PRs rather than duplicates.", "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." + "reason": "They implement different pipelines and different concrete model/task paths: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared docs/pipeline registry changes are not enough to merge them as one PR." } ] }, @@ -26124,7 +26434,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "b5007f6ca2f320e224235dbceea722209d8746beeed0a4625b2a72d0f7aaeeb4", + "prepared_review_unit_hash": "6aeb47e4397f9d1ce67fcb62f93439dd48142d733278c06bc711b7de1ef53c39", "component_budget": { "node_count": 2, "item_count": 2, @@ -26146,18 +26456,18 @@ "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.", + "summary": "Two unrelated trainer.py PRs were grouped by soft similarity only: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers. They touch the same file but not the same bug or change.", "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.", + "best_pr_reason": "PR 43651 is the more concrete behavior change and is self-contained; PR 43663 is a separate refactor around input-column filtering, so there is no single duplicate-pr canonical for the cluster.", "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." + "reason": "Different trainer code paths and different goals: loss scaling for gradient accumulation vs. signature-column filtering. Shared file alone is not enough to treat them as the same change." } ] }, @@ -26187,12 +26497,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "78e0db0207de44a145477279e7459fd6eea976eb63c4c826878131b0950ca02c", + "prepared_review_unit_hash": "1b83692e2f016d9b50ac0471d6ace5abde8f4a79d45514f2b58496efa562eef3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3662, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -26200,7 +26510,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3662, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -26209,18 +26519,18 @@ "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, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they address different annotation/import failure modes rather than the same bug.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR #43842 is the cleaner representative because it directly fixes the pydantic/TypeAdapter import-time NameError with a minimal, targeted change and an explicit issue link.", "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.", + "best_pr_reason": "PR #43842 is the best standalone PR in this cluster: it has a precise failure mode, a small diff, and a clear runtime-import rationale. PR #43656 appears to fix a different annotation-related NameError in the same file, so it is not a duplicate.", "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." + "reason": "Both edits are in `src/transformers/cli/serve.py`, but they fix different problems: #43656 adjusts typing/future-annotations for one NameError path, while #43842 makes `TypeAdapter` safe when pydantic is absent. Same file and similar symptom, not the same underlying bug or mergeable single fix." } ] }, @@ -26413,436 +26723,394 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "609bc4e60aea94ddeacc9272bfb1fb004a8f50acf45215e1a43ff4eb24a044f2", + "prepared_review_unit_hash": "1747236ddb6d576185b2e5d7b97f549a0266df7efa85a07d16013227553025eb", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84510, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84499, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76940, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a 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, + "summary": "Mostly a cluster of standardized output-tracing refactors across many unrelated model implementations. Most pairs share only the broad refactor theme or the same tracking issue, not the same concrete code path. The only clear duplicate-like overlaps are the GPT-Neo iteration pair and the GPT-J/CodeGen variants.", + "confidence": 0.78, "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.", + "canonical_pr_reason": "PR 44722 is the best representative: it is the latest, most complete GPT-J/CodeGen refactor in this cluster and carries the shared tracking issue target, making it the strongest single exemplar of the change pattern.", "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.", + "best_pr_reason": "PR 44722 best captures the cluster because it is broad enough to represent the repeated GPT-J output-tracing refactor while also including the related CodeGen path and a clear issue link.", "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." + "reason": "Different model families; they only share the generic output-tracing theme." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated model implementations; shared issue target does not imply the same underlying change." + "reason": "Different model implementations and code paths; same issue link is not enough." }, { "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." + "reason": "Same GPT-J output-tracing refactor; both touch the same underlying code path and are mergeable into one change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones and different code paths; only the generic tracing refactor pattern overlaps." + "reason": "Related refactor theme, but different models/code paths (RegNet/ResNet vs EfficientNet)." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models; not the same concrete bug or fix." + "reason": "Different model families; no shared concrete bug or code path." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families; these are separate ports of the same refactor pattern." + "reason": "Unrelated model implementations despite the common refactor pattern." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different models and implementations; too broad to merge as one duplicate." + "reason": "Different backbones and different forward paths; only the output-tracing pattern matches." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model code paths; same output-tracing modernization only." + "reason": "Different models; this is a shared refactor style, not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different models and different fixes; only the refactor style matches." + "reason": "Different model code paths; both are output-tracing cleanups but not duplicates." }, { "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." + "reason": "Same GPT-Neo output-tracing refactor on the same model family; likely duplicate iterations of one change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; not the same underlying fix." + "reason": "GPT-J/CodeGen vs GPT-Neo are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models and different concrete changes." + "reason": "Different model families and different implementation paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; no shared code path." + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; only the broad theme overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different models and different implementations." + "reason": "Different model families and code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different models; same refactor theme is not enough for duplication." + "reason": "Different models; no shared concrete bug or fix." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; unrelated code paths." + "reason": "GPT-Neo and ResNet are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate model implementations, not one bug." + "reason": "Different model families; same refactor pattern only." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "Different models; both are output-tracing refactors but not the same concrete change." + "reason": "GPT-Neo vs Flaubert; unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; different underlying code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete changes." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44059", "accept": false, - "reason": "Different model families and different refactors." + "reason": "Different model families and implementations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated code paths." + "reason": "MPT vs GPT-J/CodeGen; only the generic tracing refactor is shared." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J; not the same fix." + "reason": "GPT-Neo and GPT-J are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "Different models and different concrete implementations." + "reason": "Different models; not the same underlying change." }, { "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and forward paths." + }, + { + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "Different model implementations; common refactor theme only." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 versus MGP-STR; same tracing pattern but not the same bug." + "reason": "GPT2 and MGP-STR are unrelated code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different model stacks; no shared code-path fix." + "reason": "ViLT vs Flaubert/XLM are different models and fixes." }, { "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." + "reason": "GPT2 and GPT-J/CodeGen are separate model changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "Different models and different refactors." + "reason": "VisualBERT and Flaubert/XLM are different implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo versus MPT; only the generic output-tracing migration matches." + "reason": "MPNet and Flaubert/XLM are unrelated model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and VisualBert are different models; shared output-tracing theme is too broad." + "reason": "Different models; same output-tracing theme only." }, { "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", + "right": "pull_request:44056", "accept": false, - "reason": "VisualBert and Flaubert are different models; not the same fix." + "reason": "Segformer and MPNet are different code paths." }, { - "left": "pull_request:44073", + "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are unrelated code paths." + "reason": "GPT-Neo and LongT5 are unrelated implementations." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "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." + "reason": "TextNet and Flaubert/XLM are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and GPT2 are separate model implementations." + "reason": "MPNet and LongT5 are unrelated fixes." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT2 versus GPT-J/CodeGen; not the same underlying change." + "reason": "RegNet and GPT-Neo are different model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and SegFormer are different models." + "reason": "RegNet and LongT5 are unrelated changes." }, { - "left": "pull_request:44101", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM versus LongT5; not the same code path." + "reason": "TextNet and LongT5 are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated implementations." + "reason": "RegNet and MPNet are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different models; same refactor theme only." + "reason": "MPT and ImageGPT are different models." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated code paths." + "reason": "TextNet and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model implementations." + "reason": "MPNet and LongT5 are different model fixes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different code paths." + "reason": "RegNet and GPT-Neo are unrelated implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated." + "reason": "RegNet and LongT5 are different code paths." }, { "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." + "reason": "TextNet and LongT5 are unrelated model changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different models; same tracing modernization is too broad." + "reason": "RegNet and MPNet are different models." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated." + "reason": "MPT and ImageGPT are unrelated code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model implementations." + "reason": "SqueezeBERT and MPT are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and TextNet are different models; not a duplicate." + "reason": "GPT-Neo and SpeechT5 are unrelated fixes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are separate code paths." + "reason": "SqueezeBERT and DeBERTa V2 are different 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." + "reason": "DeBERTa V2 and TextNet are unrelated model implementations." }, { "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." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like the later, broader iteration of the same change." }, { "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." + "reason": "Both target the same GPT-J output-tracing code path; 44722 is a superset-style variant of the same fix." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; no shared concrete code path." + "reason": "GPT-J and SpeechT5 are unrelated changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and RegNet/ResNet are different model families; not a duplicate." + "reason": "CVT/FNet and RegNet/ResNet are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated implementations." + "reason": "CVT/FNet 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." + "reason": "DeBERTa V2 and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated code paths." + "reason": "DeBERTa V2 and VITS are unrelated model changes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model implementations; not the same underlying bug." + "reason": "FocalNet and ImageGPT are different model families." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairings are all plausibly mergeable as iterations of the same output-tracing bugfix within the same model family/file set, while the rejected pairs are appropriately treated as only sharing the broad refactor theme or issue target. No clear overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -26877,64 +27145,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "313f2f39a9b78d3cd52fe722adb5f7b75c595582b9d3bf613f651510e8fc36bd", + "prepared_review_unit_hash": "7baa72effb1da412cb626933287ae254436d8ad9ae282e747e4ad7077f4efe36", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84510, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84499, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13070, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13063, + "estimated_input_tokens": 3266, + "estimated_eval_tokens": 6788 }, "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, + "summary": "These are model-specific PRs all doing the same broad migration to standardized output tracing, but they touch different architectures and code paths, so they should not be collapsed as duplicates.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "No true canonical duplicate among the PRs: each is a separate model migration. If forced to pick a representative, 44129 is the most concrete because it has an explicit issue target and a fuller SpeechT5-specific output-capture refactor.", "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.", + "best_pr_reason": "44129 is the strongest representative of the group because it is the most explicit and scoped PR, with an issue link and clear standardized output-capture changes, but it is still not a duplicate of the others.", "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." + "reason": "Same high-level refactor theme, but different models and files (VisualBert vs TextNet); these are separate model-specific changes, not one concrete fix." }, { "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." + "reason": "Both migrate output tracing, but for different code paths in different model implementations (MPNet vs VisualBert); too broad to treat as duplicates." }, { "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." + "reason": "Related standardized-output refactors, but they affect different model code paths and cannot plausibly be merged as the same fix." }, { "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." + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations; shared wording about output tracing is not enough for duplicate treatment." }, { "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." + "reason": "Both are output-tracing refactors, but they target different models and different implementation details; not the same underlying bug/change." } ] }, @@ -27014,280 +27282,280 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "2955fd414985f8ded760317aa502ad5b769d8bec14a5b9d8b1c98c1d15597c03", + "prepared_review_unit_hash": "272fd97527881b3453e13deef3f05176d6d376c111d0e5bd949860ab72d08a11", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40188, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40188, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "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, + "summary": "All items are model-specific output-tracing refactors with similar structure, but they target different architectures and code paths. They are not duplicate changes, so the soft-edge links should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are distinct model-specific refactors, not one shared bug or change.", + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it applies the refactor across two related implementations and introduces the shared output-capturing plumbing, making it more central than the single-model patches.", "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.", + "best_pr_reason": "PR 44003 best captures the common pattern in this set while still being concrete and mergeable on its own; it is broader than the decorator-only single-model PRs and is a better anchor for the cluster.", "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." + "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths; not the same concrete fix." }, { "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." + "reason": "Both are output-tracing refactors, but timm_backbone and vision_text_dual_encoder are unrelated implementations." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (timm_backbone vs univnet); only a shared output-tracing pattern." + "reason": "Different models and forward paths; too broad to treat as one duplicate change." }, { "left": "pull_request:43998", - "right": "pull_request:44002", + "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; not one underlying bug/change." + "reason": "Shared refactor pattern, but timm_backbone and mamba/falcon_mamba are separate code paths and not one mergeable fix." }, { "left": "pull_request:43998", - "right": "pull_request:44003", + "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone is unrelated to the mamba/falcon_mamba output-tracing changes." + "reason": "Different model families with distinct forward signatures; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models (timm_backbone vs rwkv); same broad refactor theme only." + "reason": "Timm backbone refactor is unrelated to RWKV's stateful layer output tracing." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are separate model code paths; not duplicate fixes." + "reason": "MobileNetV1 and UnivNet are unrelated models; similarity is only the output-tracing refactor pattern." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems (mobilenet_v1 vs upernet); same pattern, not same change." + "reason": "Different model implementations and output shapes; not a single bug or fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 is unrelated to depth_anything/prompt_depth_anything." + "reason": "MobileNetV1 and DepthAnything target different architectures; not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "mobilenet_v1 and vision_encoder_decoder are different concrete implementations." + "reason": "Different model code paths; no concrete overlap beyond refactoring style." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model code paths (mobilenet_v1 vs speech_encoder_decoder); not mergeable as one fix." + "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated changes to separate wrappers." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "vision_text_dual_encoder and univnet are unrelated model code paths." + "reason": "Vision-text dual encoder and UnivNet have different outputs and forward logic; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (vision_text_dual_encoder vs upernet); same refactor motif only." + "reason": "Separate model families with distinct forward contracts; only the refactor motif matches." }, { "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." + "reason": "Different architectures and output-capture plumbing; not the same concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; only a broad output-tracing cleanup theme." + "reason": "Vision-text dual encoder and DepthAnything are unrelated model wrappers." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are distinct code paths and not the same bug fix." + "reason": "UnivNet and UperNet are different model types; no shared code-path bug." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "univnet and mamba/falcon_mamba are separate model implementations." + "reason": "Different model stacks and output mechanisms; not one underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different targets (univnet vs depth_anything/prompt_depth_anything); not duplicates." + "reason": "UnivNet and DepthAnything are unrelated and cannot plausibly be merged into one PR." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "upernet and rwkv are unrelated concrete model paths." + "reason": "UperNet segmentation wrapper and RWKV are separate implementations." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; same high-level refactor wording is insufficient." + "reason": "Only the refactor theme overlaps; the model code paths are distinct." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "mamba/falcon_mamba and superpoint fix different code paths." + "reason": "Mamba/FalconMamba output tracing and SuperPoint are different subsystems and fixes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "mamba/falcon_mamba output tracing is unrelated to CodeGen's path." + "reason": "Mamba/FalconMamba refactor is not the same change as CodeGen cache/output typing cleanup." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and codegen are different model implementations; not the same underlying change." + "reason": "Timm backbone and CodeGen touch unrelated model internals." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "univnet and codegen are separate code paths; same refactor label only." + "reason": "UnivNet and CodeGen are different code paths; not a duplicate fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "upernet and codegen are unrelated model-specific changes." + "reason": "UperNet segmentation logic and CodeGen attention/cache outputs are unrelated." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "vision_text_dual_encoder and codegen do not share the same concrete fix." + "reason": "Vision-text dual encoder and CodeGen are different model families with no shared bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "depth_anything/prompt_depth_anything and vision_encoder_decoder are different model families." + "reason": "DepthAnything and VisionEncoderDecoder are separate model wrappers; same refactor style only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "depth_anything/prompt_depth_anything is unrelated to speech_encoder_decoder." + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths (depth_anything vs superpoint); not one change." + "reason": "DepthAnything and SuperPoint are different architectures and fixes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "depth_anything/prompt_depth_anything and rwkv are separate implementations." + "reason": "DepthAnything and RWKV are separate code paths; not one mergeable PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families (depth_anything vs dpr); same high-level refactor only." + "reason": "DepthAnything and DPR are unrelated implementations." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "vision_encoder_decoder and rwkv are unrelated concrete code paths." + "reason": "VisionEncoderDecoder and RWKV are different model stacks." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "vision_encoder_decoder and speech_encoder_decoder are different wrappers with different internals." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are distinct wrappers; not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different targets (vision_encoder_decoder vs superpoint); not the same fix." + "reason": "VisionEncoderDecoder and SuperPoint do not share a concrete bug or code path." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "vision_encoder_decoder and DPR are separate model implementations." + "reason": "Different model families and output semantics; reject as duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "speech_encoder_decoder and superpoint have different code paths and behavior." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "speech_encoder_decoder and rwkv are unrelated changes." + "reason": "SpeechEncoderDecoder and RWKV target different code paths and behaviors." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families (speech_encoder_decoder vs dpr); not duplicate fixes." + "reason": "SpeechEncoderDecoder and DPR are separate wrappers with no shared fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "superpoint and rwkv are distinct model code paths." + "reason": "SuperPoint and RWKV are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "superpoint and DPR are different concrete implementations." + "reason": "SuperPoint and DPR do not appear to fix the same concrete problem." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "rwkv and DPR are unrelated model-specific refactors." + "reason": "RWKV and DPR are different model families; similarity is only superficial." } ] }, @@ -27317,7 +27585,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "814275f2fd09348999f57ed23f902cf4154b28daacb058b68d2d068a9207949a", + "prepared_review_unit_hash": "9a4181e09260e161abbaec5263387bf00cb7ead32ecb6bc9e0b5fa391dae8949", "component_budget": { "node_count": 2, "item_count": 2, @@ -27339,18 +27607,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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, + "summary": "These are two unrelated model-implementation PRs: one adds PenguinVL, the other adds Voxtral TTS. They share only generic Transformers registry/docs plumbing, not the same underlying bug or change.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "No canonical PR: the PRs implement different models and touch different code paths, so they are not duplicates.", "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.", + "best_pr_reason": "PR 45401 is the better representative only because it is more scoped and explicitly tied to issue 45027, but it is still not a duplicate of 44662.", "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." + "reason": "Reject: PenguinVL and Voxtral TTS are distinct model additions with different architectures, files, and goals; shared auto/registry changes are generic scaffolding, not a common code-path fix." } ] }, @@ -27380,7 +27648,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4eb9676f0239c5b328c69d6a4c8a16618a291d9b9bb1d92bd2d2c051528cebfe", + "prepared_review_unit_hash": "fb97094facb421b7972aeb113154250f5cab5f57793c94e8c1be948406bf29d2", "component_budget": { "node_count": 2, "item_count": 2, @@ -27402,18 +27670,18 @@ "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, + "summary": "Two related but distinct PRs: one adds a generic Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They share the broad fusion theme, but they are not the same concrete change.", + "confidence": 0.9, "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).", + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the standalone module fusion API and tests, which the later KernelConfig work can build on.", "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.", + "best_pr_reason": "PR #44979 is the best representative for the cluster because it defines the core fusion abstraction rather than one specific integration path.", "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." + "reason": "Different layers of the feature: #44979 adds a generic module fusion API, while #45363 focuses on KernelConfig-based kernel fusion integration and example usage. They are related, but not the same underlying code-path change." } ] }, @@ -27443,7 +27711,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f030526b8b67343864bfcb404ba4e2f370d7fc501ea373148e81326b10454f14", + "prepared_review_unit_hash": "0bb3fbc8c1cda515ba06d8fcacf1ec569dcca28c94f846cd97ceca735ea11f37", "component_budget": { "node_count": 2, "item_count": 2, @@ -27465,18 +27733,18 @@ "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.", + "summary": "Two open PRs are near-duplicates for the same Mistral regex patch bug in tokenization_utils_tokenizers.py; one is a code-only fix, the other is the same fix plus tests.", "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.", + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix and also adds tests, making it the more complete representative of the bugfix.", "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.", + "best_pr_reason": "45317 is the strongest PR overall: it targets the same AttributeError, touches the same code path, and includes test coverage, so it is the best standalone fix candidate.", "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." + "reason": "Both PRs patch the same concrete bug in _patch_mistral_regex by switching from backend_tokenizer.pre_tokenizer to tokenizer.pre_tokenizer, and the second PR is just the same fix with tests, so they could plausibly be merged into one PR." } ] }, @@ -27506,12 +27774,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "c2e5a6ef18765add75060317d9499017af8eca57744429400630be865e35d535", + "prepared_review_unit_hash": "8c046fe4af16683cbea4fc2a80743080f79937131c094c7a27400828791cb5e7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -27519,7 +27787,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -27528,18 +27796,18 @@ "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, + "summary": "These PRs are related to NemotronH, but they are not the same change: #45115 is a smaller conversion/mapping and inheritance refactor, while #45569 is a broader split into NemotronHDense/NemotronHSparse with docs and tests. Shared filenames reflect the same subsystem, not a duplicate fix.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "#45569 is the broader, more representative PR for the NemotronH redesign because it introduces the dense/sparse model split, updates auto-mapping/docs, and includes tests; #45115 is a narrower precursor focused on inheritance and conversion mappings.", "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.", + "best_pr_reason": "#45569 is the best single PR to represent the cluster because it covers the larger concrete architectural change and subsumes the smaller model-file refactor theme better than #45115.", "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." + "reason": "Different underlying changes: #45115 only adds conversion mappings and inheritance glue, while #45569 restructures NemotronH into separate dense/sparse implementations with docs/tests. They touch overlapping files but not the same code-path problem." } ] }, @@ -27569,7 +27837,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "fd01c1f49c085b62ced9810b79abf35a4e1180e8050151c55c04400ff0795c75", + "prepared_review_unit_hash": "5bc1cdc1a64798d17db309c515de0a996ca6191f928ae55e89b6d17b7fbf17a4", "component_budget": { "node_count": 2, "item_count": 2, @@ -27591,18 +27859,18 @@ "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, + "summary": "Two unrelated typing-focused PRs: one is a broad type-checking pass across many transformers files, the other adds shared typing protocols/aliases and a few targeted follow-up changes. They overlap in some files but do not fix the same concrete problem.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR 45425 is the more self-contained change: it adds reusable typing aliases/protocols and targeted updates, whereas 45415 is a wide, mechanical type-checking sweep across many files.", "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.", + "best_pr_reason": "PR 45425 is the better representative for the cluster because it has a single coherent purpose and smaller blast radius; 45415 is a broad repository-wide typing enablement patch.", "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." + "reason": "Both are typing-related, but 45415 is a broad type-checking cleanup and 45425 is a focused typing-API/protocol change; they do not appear to be the same underlying fix and would not naturally merge into one PR." } ] }, @@ -27632,12 +27900,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "6d412c0574d3bfbf2be1b71fddf8c8700d2795f26a5c8240f2cb96f17fc4a178", + "prepared_review_unit_hash": "aa72396e9779cfc9d05e046a34c288f679e9145eb56791d31d16f41f21578521", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -27645,7 +27913,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -27654,18 +27922,18 @@ "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, + "summary": "Two PRs about expert parallelism, but they fix different bugs: one is about config serialization and loading with DeepSpeed ZeRO-3/accelerate, the other about expert parameters being overwritten during FSDP2-style sharding/broadcast. Not duplicates.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "PR 45662 is the better canonical representative because it addresses a concrete parameter-overwrite bug in distributed loading and touches the relevant loading/sharding paths more broadly. PR 45548 is narrower and focused on EP config handling for DeepSpeed ZeRO-3/accelerate launch.", "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.", + "best_pr_reason": "PR 45662 is the strongest standalone fix in this cluster: it targets the specific code path where expert weights could be overwritten after sharding. PR 45548 is related to EP but solves a different loading/serialization problem.", "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." + "reason": "Both involve EP, but they address different underlying bugs and different code paths: 45548 adds distributed_config serialization and a has_ep helper for DeepSpeed ZeRO-3 loading, while 45662 prevents experts from being overwritten during post-shard wrapping/FSDP2 loading." } ] }, @@ -27695,40 +27963,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "19a705206f3a01467418051116daad0ef1d2b1a68faa9bd36312db42d49066d5", + "prepared_review_unit_hash": "18a5ba89a46e2f6d56a98e2e277a068fd3f211b33e2e857351fd2de166d2217c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "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, + "summary": "Both PRs target the same xdist-related captured_info logging problem, with 45645 extending 45639 by also fixing CI log collection. They are close enough to treat as duplicates/one change set.", + "confidence": 0.84, "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.", + "canonical_pr_reason": "PR 45645 is the broader, more complete fix: it includes the xdist-safe output file handling in `testing_utils.py` and also updates CI to collect multiple `captured_info*.txt` artifacts, so it subsumes 45639.", "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.", + "best_pr_reason": "PR 45645 is the best representative because it addresses both sides of the artifact-collision problem and preserves the debug logs end-to-end.", "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." + "reason": "Both PRs fix the same underlying captured_info/xdist collision issue in the same code path; 45645 simply adds the workflow-side log aggregation needed to complete the fix." } ] }, @@ -27824,12 +28092,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "4224681aac05ec4a0a3127c537c32b1924406d4b64cea294ea8ab246f0c96ce8", + "prepared_review_unit_hash": "aae4a87d8c83a20b00d634757fd1e331f2537bd4d97b4931780bcbe3a26effa5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27837,7 +28105,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27846,18 +28114,18 @@ "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, + "summary": "The two PRs overlap in distributed code, but they are not the same change: one is a focused EP/Trainer integration, the other is a broad distributed branch base touching FSDP, CI, integrations, and multiple modules.", + "confidence": 0.94, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "pull_request:46126 is the better representative PR because it is narrowly scoped around a single EP + Trainer integration change with concrete code-path edits, whereas pull_request:46269 is a broad base branch with many distributed-related 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." + "reason": "Reject: the overlap is only at the subsystem level. 46126 targets EP routing/Trainer integration and Qwen3 MoE-specific distributed hooks, while 46269 is a large distributed branch base spanning FSDP, CI, and many unrelated integration updates. They do not appear to fix the same concrete bug or change the same code path." } ] }, @@ -27925,232 +28193,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "ebe1334a1589965cf5413f249849cb034005c902f41bb2e681c472162f4e6128", + "prepared_review_unit_hash": "ccf320e053475be63c0339e714b5c2d93e53d0b9ab285fb5beabd5bb30f6a845", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26676, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26685, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26676, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26685, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "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, + "summary": "These are mostly unrelated workflow-maintenance PRs that only look similar because they touch GitHub Actions files. The only tight subcluster is the pr-ci-security-gate workflow set, but those PRs make different hardening changes rather than fixing the exact same bug/change.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "PR #46554 is the most central and substantive workflow-security change in the set: it adds the actual fork-PR security checks and approval flow logic, making it the best representative if one PR must stand in for the security-gate cluster.", "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.", + "best_pr_reason": "PR #46554 is the strongest standalone candidate because it changes the core security-gate behavior, while the nearby pr-ci-security-gate PRs are narrower permission/secrets/comment-only adjustments.", "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." + "reason": "Different workflows and different concerns: stdin handling for self-comment CI vs PR 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." + "reason": "Unrelated workflow changes; one is self-comment CI input plumbing, the other is PR security-gate permissions/approval." }, { "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." + "reason": "A self-comment CI CLI/input fix is not the same change as a pr-ci-security-gate workflow comment/update." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different files and different changes; no shared concrete bug or change." + "reason": "Different workflows and different behavior; no shared concrete bug." }, { "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." + "reason": "Different workflow files and distinct fixes; only superficial shell quoting similarity." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and distinct changes: SSH runner hardening vs benchmark dispatch trigger expansion." + "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch support." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and unrelated edits; no same underlying bug." + "reason": "Different workflow files and unrelated hardening tweaks." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner hardening is unrelated to reviewer assignment checkout behavior." + "reason": "SSH runner changes are not the same as assigning reviewers from the base ref." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Same general area (CI workflows) but different concrete changes and different files." + "reason": "One is SSH runner/security hygiene, the other is PR CI security-gate logic." }, { "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." + "reason": "Different workflows and different code paths; not a duplicate." }, { "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)." + "reason": "Anti-slop permissions change and benchmark workflow_dispatch support are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different changes; no shared bug or code path." + "reason": "Different workflows and different operational fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated adjustments." + "reason": "Anti-slop permissions and build-ci shell quoting are unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different files and different functionality; not the same underlying change." + "reason": "Same broad CI area, but different workflow files and different problems." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Distinct workflow behaviors: reviewer checkout target vs benchmark trigger condition." + "reason": "Assign-reviewers checkout ref fix is unrelated to benchmark dispatch enabling." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated logic changes." + "reason": "Different workflow-specific fixes with no shared bug." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different files and different purposes; not duplicates." + "reason": "Not the same underlying issue; reviewer assignment vs PR security gate." }, { "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." + "reason": "Benchmark workflow dispatch support is unrelated to build-ci quoting behavior." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflow changes in different files." + "reason": "Different workflows and different functionality." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and separate fixes; not the same change." + "reason": "Shell quoting in build-ci-docker-images is unrelated to PR security-gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different files and different behavior; no duplicate bug." + "reason": "Different workflow files and different fixes." }, { "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." + "reason": "Both touch the same workflow, but they fix different concrete issues: file-diff security checks vs job permissions/approval gating." }, { "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." + "reason": "One adds real security checks; the other is just commentary around the reusable workflow call." }, { "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." + "reason": "Different hardening steps in the same workflow; one adds checks, the other removes inherited secrets." }, { "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." + "reason": "Permissions/approval gating is not the same change as the explanatory comment update." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different concrete changes to the same workflow file; not a single duplicate fix." + "reason": "Different security-gate adjustments: explicit permissions/guard vs secrets inheritance removal." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification vs secrets inheritance change; not the same underlying change." + "reason": "Comments about workflow safety do not duplicate the functional change from inherited secrets to empty secrets." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated logic." + "reason": "Unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow hardening vs comment-only security notes." + "reason": "SSH runner hardening and pr-ci-security-gate comments are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different files and different logic; no shared concrete bug or change." + "reason": "Build-ci shell quoting is unrelated to PR CI security-gate secrets handling." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated modifications; not duplicates." + "reason": "Different workflows and different problems." } ] }, @@ -28243,12 +28499,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "bc319a8c718718a7a5504cd9ed1225ecfb4f7ee9d5867168237aecc66640cbd0", + "prepared_review_unit_hash": "be622d09feedfc2dc96c59af06f383b2431da684c26aa2069806f73ca30bae01", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4882, + "serialized_chars": 4883, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -28256,7 +28512,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4882, + "serialized_chars": 4883, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -28265,18 +28521,18 @@ "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, + "summary": "Both PRs fix the same off-by-one in the MoonshineStreaming sliding window right boundary; 47162 is the broader, more complete fix and includes tests plus the same MoonshineStreaming code change.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the same MoonshineStreaming fix as 46310, adds coverage, and is the more complete implementation of the change.", "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.", + "best_pr_reason": "PR 47162 is the best representative of the cluster since it fixes the same concrete bug in the shared MoonshineStreaming code path and includes validation; 46310 is a narrower version of the same 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." + "reason": "Both PRs correct the same off-by-one in MoonshineStreaming's right-window mask, so they target the same underlying bug and could be consolidated into one change; 47162 simply extends the fix with tests and an additional Gemma4 touchpoint." } ] }, @@ -28306,7 +28562,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "034d5eeca1ac2a31c0a0fd1a6b5f5ab392af1ba51487a359ae9df3e3f9fb2ce8", + "prepared_review_unit_hash": "e0c1bc3ee599ed40e2ca532353c473fff3c6c16da4401df850182fc9a15d12bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -28328,18 +28584,18 @@ "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, + "summary": "These PRs are unrelated fixes in different tokenizer code paths: CodeLlama decode spacing vs DeepSeek/auto-tokenizer class selection. They should not be clustered as duplicates.", + "confidence": 0.99, "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.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better cluster representative because they solve unrelated issues; keep them separate.", + "best_pr_reason": null, "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." + "reason": "Different underlying bugs and merge targets: one changes CodeLlama decoder setup to preserve leading spaces on decode, the other adds checkpoint-prefix overrides so DeepSeek models load the correct tokenizer class. Shared theme is tokenizers, but not the same concrete fix." } ] }, @@ -28435,7 +28691,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "3e181ec672dc9b462d936a9cfef1c2141710443844bb34d73a82399ecf36a49b", + "prepared_review_unit_hash": "85de1c1ad85bc73bd1ace58ef8c629e9728bdd85006b7e1b10f11ddc188ca955", "component_budget": { "node_count": 2, "item_count": 2, @@ -28457,18 +28713,18 @@ "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, + "summary": "Related but distinct masking fixes: PR 46773 fixes a batch-size-1 gating bug in linear-attention models, while PR 47087 fixes recurrent padding-mask handling for continued forwards/cache continuation. The shared mamba2 file is incidental, not evidence of the same underlying bug.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "pull_request:47087 is the better canonical representative because it has an explicit issue target, broader and more systematic masking changes, and clear tests/docs around the continued-forward bug; PR 46773 is a narrower batch-size-1 fix for a different code path.", "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.", + "best_pr_reason": "pull_request:47087 is the strongest overall PR in this cluster: it addresses a well-specified recurrent masking bug across multiple models, has explicit issue linkage, and includes validation coverage. PR 46773 is valid but narrower and not the same defect.", "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." + "reason": "They fix different masking bugs: 46773 removes a batch-size-1 condition that skipped padding masks in linear-attention models, while 47087 fixes recurrent mask generation on continued forwards/chunked prefill and cache continuation. Shared filenames do not make them the same change." } ] }, @@ -28500,46 +28756,46 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "285cd7734375c32683a2e55cea213d215a54ed10620dc111a017ba3e123cc52f", + "prepared_review_unit_hash": "3e3beecb5412bad257fa69b8c3b487a8d4460345b3c233022d8124557ac9bb6a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6434, - "estimated_input_tokens": 1609, - "estimated_eval_tokens": 3474 + "serialized_chars": 6432, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6434, - "estimated_input_tokens": 1609, - "estimated_eval_tokens": 3474 + "serialized_chars": 6432, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 }, "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, + "summary": "These are three unrelated pull requests in different code paths: multimodal pipeline key normalization, Gemma4 audio placeholder validation, and generation candidate length capping. They do not look like duplicates of the same underlying change.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "No single PR is a clear duplicate canonical for the cluster; if one must be chosen, PR #47074 is the most self-contained and discussion-heavy user-facing fix.", "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.", + "best_pr_reason": "PR #47074 is the best representative because it has the clearest bug-to-fix mapping, the most review/discussion activity, and a focused change in a user-facing pipeline.", "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." + "reason": "Different subsystems and different bugs: AnyToAnyPipeline input-key normalization versus Gemma4 processor audio placeholder validation." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated changes: multimodal pipeline key mapping vs. generation candidate length-cap logic." + "reason": "Unrelated code paths and fixes: multimodal pipeline key mapping versus generation prompt-lookup length capping." } ] }, @@ -28601,12 +28857,12 @@ "pull_request:47280|pull_request:47282", "pull_request:47310|pull_request:47380" ], - "prepared_review_unit_hash": "89538e21b222464b42ff22ac428837ac5130926a30b0547055cdfdb65906d237", + "prepared_review_unit_hash": "60e83634582ca900df04e76a299cac46edf2738107d6fa97e46af6fee660740f", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28952, + "serialized_chars": 28951, "estimated_input_tokens": 7238, "estimated_eval_tokens": 14732 }, @@ -28614,7 +28870,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28952, + "serialized_chars": 28951, "estimated_input_tokens": 7238, "estimated_eval_tokens": 14732 }, @@ -28623,162 +28879,162 @@ "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, + "summary": "This cluster is mostly a collection of unrelated serge model-fix PRs. I found two real duplicate groups: MiniMax-M3-VL load_error fixes (#47123, #47280) and Mamba2 OOM fixes (#47282, #47380). The other soft edges are only thematic similarity, not the same concrete bug/change.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "No single PR is canonical for the whole cluster because the items split into separate model-specific fixes; if one representative is needed, #47280 is the cleanest example of a real duplicate group (paired with #47123) and has the more complete MiniMax-M3-VL load_error fix.", "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.", + "best_pr_reason": "#47280 is the best standalone representative: it addresses a concrete load_error in one test file, has the clearest same-file overlap with an accepted duplicate, and is more complete than the earlier variant.", "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." + "reason": "Different models and different failure modes; both are Edgetam/GLM-style integration fixes only at a very broad theme 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." + "reason": "Edgetam import_or_config vs MiniMax-M3-VL load_error are unrelated bugs." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Different model and failure mode; this is not the same underlying fix." + "reason": "Different model and failure class; no shared concrete code path." }, { "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." + "reason": "#47224 is a multi-bug umbrella PR touching several subsystems; the shared Edgetam hunk is not enough to make it the same underlying change." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "Different models and different failure descriptions; too broad to treat as a duplicate." + "reason": "Edgetam import_or_config fix vs Gemma3 generation behavior are unrelated." }, { "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." + "reason": "Same model, same test file, same load_error/offload-folder problem; #47280 is a more complete version of the fix in #47123." }, { "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." + "reason": "Both are load_error-style test fixes, but for different models and different loader paths." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Different model and unrelated code path; not the same bug." + "reason": "Different model and 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." + "reason": "MiniMax-M3-VL load_error is unrelated to Falcon-Mamba output mismatch." }, { "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." + "reason": "Different models and failure modes; only share a broad 'output mismatch' theme." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Different models and different failure classes; no shared concrete fix." + "reason": "Falcon-Mamba output mismatch vs Mamba2 OOM are different concrete problems." }, { "left": "pull_request:47124", "right": "pull_request:47380", "accept": false, - "reason": "Different model and failure mode; not the same underlying bug." + "reason": "Different model and failure mode; not the same underlying change." }, { "left": "pull_request:47124", "right": "pull_request:47281", "accept": false, - "reason": "Different models and unrelated fixes; generic similarity is too weak." + "reason": "Different model and failure mode." }, { "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." + "reason": "Different models and different load_error causes." }, { "left": "pull_request:47266", - "right": "pull_request:47380", + "right": "pull_request:47281", "accept": false, - "reason": "Different model/failure context; no evidence of one shared fix." + "reason": "DeepSeekV32 and GLM46V are separate integration failures with no shared code path." }, { "left": "pull_request:47266", - "right": "pull_request:47281", + "right": "pull_request:47380", "accept": false, - "reason": "Different models and different code paths; not a duplicate." + "reason": "Different model-specific failures; not the same bug." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "Different models and different implementation changes; only the failure label is similar." + "reason": "Same broad 'integration test fix' pattern, but different models and loader paths." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Different model and failure mode; not the same underlying change." + "reason": "Different model and failure class." }, { "left": "pull_request:47280", "right": "pull_request:47380", "accept": false, - "reason": "Different model and distinct OOM/load-error handling; not the same fix." + "reason": "Different model-specific issues." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "Different models and unrelated fixes; shared broad integration-test theme is too weak." + "reason": "Different models and unrelated failures." }, { "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." + "reason": "Same model, same test file, and both address the Mamba2 OOM problem in the integration test; they could plausibly be merged into one fix." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Different model and different failure class; output mismatch vs OOM are unrelated." + "reason": "Mamba2 OOM vs Gemma3 output mismatch are unrelated." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Different models and failure modes; not the same bug." + "reason": "Different models and different failure classes." }, { "left": "pull_request:47310", "right": "pull_request:47380", "accept": false, - "reason": "Different models and different failure modes; no shared concrete code-path problem." + "reason": "Different models and unrelated concrete bugs." }, { "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." + "reason": "Different models and unrelated test failures." } ] }, @@ -28808,50 +29064,47 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "edc180827a4d0b9f6f74ed5c41161335ad110fa12a5273b26060a84379d2bcdb", + "prepared_review_unit_hash": "180b41a07455b16ed5cb42c083bbf421f87140e29ac47d228f5f64d6fa9ac81f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "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, + "summary": "Both PRs are about stripping a trailing `/v1` from chat CLI base URLs so management endpoints hit the service root, but they do so via different code paths and at different scopes. They look related, not duplicate-enough for automatic merge.", + "confidence": 0.84, "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.", + "canonical_pr_reason": "PR 47303 is the better canonical PR: it explicitly targets issue #47138 and routes the model-load management call through a service-root helper, making the intent clearer and the fix more focused.", "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.", + "best_pr_reason": "PR 47303 is the best representative of the cluster because it has the explicit issue link, a clearer title, and a straightforward service-root routing fix. PR 47140 is a narrower earlier variant that adjusts the stored base URL in the constructor.", "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." + "accept": false, + "reason": "Same general chat-CLI `/v1` base-url problem, but not the same concrete fix: 47140 normalizes the interface base URL up front, while 47303 rewrites the `load_model` request path to the service root. They overlap conceptually but are not duplicate PRs." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -28874,12 +29127,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "bb507dbe6d1b352a75ad2d2aa3961f2917d26573be514b09cc8be54766b56b42", + "prepared_review_unit_hash": "894bc4b882ba379d0b89bd1e801b7c8e8a517d1e154eb90beef474acea825611", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28887,7 +29140,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28896,18 +29149,18 @@ "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.", + "summary": "The two pull requests are unrelated: one fixes gradient inflation in Trainer label smoothing with gradient accumulation, while the other adds/validates `min_tokens_to_keep` behavior for `TopHLogitsWarper` in generation.", "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.", + "canonical_pr_reason": "PR 47261 is the better canonical PR for this cluster because it addresses a concrete correctness bug, has an explicit issue link, and is the more clearly problem-driven change.", "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.", + "best_pr_reason": "PR 47261 is the strongest representative overall due to its direct bug fix in the training loss path and explicit issue targeting; PR 47262 is a separate generation feature/validation change.", "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." + "reason": "Different code paths and different problems: Trainer label smoothing/gradient accumulation versus generation logits warping. They do not appear to be the same underlying bug or a mergeable single PR." } ] }, @@ -28939,12 +29192,12 @@ "pull_request:47408|pull_request:47411", "pull_request:47410|pull_request:47411" ], - "prepared_review_unit_hash": "ae93126710275c5244fc11269a492ee6b9f0540af54476c93b657d87d16fa910", + "prepared_review_unit_hash": "a8e44330365797ad44ffb7721660ceb44e999ed80c33579b35d08690691840d6", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6752, + "serialized_chars": 6750, "estimated_input_tokens": 1688, "estimated_eval_tokens": 3632 }, @@ -28952,7 +29205,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6752, + "serialized_chars": 6750, "estimated_input_tokens": 1688, "estimated_eval_tokens": 3632 }, @@ -28961,30 +29214,30 @@ "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, + "summary": "Three open PRs cluster around hard-failing invalid checkpoint loads in `modeling_utils.py`, but only two are closely related enough to consider the same fix family. PR #47411 is the broadest and most complete representative.", + "confidence": 0.79, "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.", + "canonical_pr_reason": "PR #47411 is the best representative because it generalizes the total-mismatch guard to both weight conversions and quantization, and includes a dedicated test file for the behavior.", "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.", + "best_pr_reason": "PR #47411 is the best overall PR in the cluster: it addresses the same loading failure mode as the others, but in a more general and complete way, with clearer test coverage.", "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." + "reason": "Both add a hard error in `_finalize_model_loading` for near-total checkpoint/model weight mismatch after conversions. #47411 is a superset of #47408\u2019s failure mode, so they are mergeable into one PR." }, { "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." + "reason": "#47410 targets a different concrete bug: unmapped compressed-tensors packed keys and their unpacked counterparts. #47411 is about total mismatch after conversions/quantization, so these should not be treated as the same change." } ] }, "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." + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative overall. PR #47411 is reasonably treated as the broadest representative of the total-mismatch hard-error family, and marking #47410 as separate is defensible given its narrower packed/unpacked-key focus." }, "evaluator_used": true, "retried": false, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 99df18e0ab62f11982696ae2782efc6d4c8eca7b..03ea80bee636499bafac0882ab885a17f0b6de5c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260719t180031z", + "analysis_id": "hybrid-model-20260720t060031z", "archived_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" + "hybrid": "snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/analysis-report-hybrid.json", + 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+ 47282 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47304-2", + "canonical_pr_number": 47367, + "duplicate_pr_numbers": [ + 47304 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47304-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47355-3", + "canonical_pr_number": 47398, + "duplicate_pr_numbers": [ + 47409 + ], + "target_issue_number": 47355, + "reason": "PRs in cluster-47355-3 are treated as duplicates because they converge on issue #47355 with closing_reference, shared_issue_target 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-43451-15", + "issue_number": 47321, + "reason": "Issue #47321 is the strongest global issue candidate because it is open, belongs to a cluster with 15 artifacts, and carries 1 discussion comments plus 2 inbound references.", + "score": 254.0 + }, + "best_pr": { + "cluster_id": "cluster-43451-15", + "pr_number": 47322, + "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 15 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 278.986 + } +} diff --git a/snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..9abaa35229977259ae99f301f7600d38bc013eae --- /dev/null +++ b/snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,29249 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260720T060031Z", + "generated_at": "2026-07-20T06:11:52Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "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", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44509|issue:44512", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:46165|issue:46468", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:34928|issue:35308", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:34928|issue:36331", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638" + ], + "prepared_review_unit_hash": "5b0e995748dcb3116cfee86812399b77023de94874209f2b7ba489a1565f79b1", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 56, + "serialized_chars": 44519, + "estimated_input_tokens": 11130, + "estimated_eval_tokens": 22516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, with only two clear duplicate pairs: the Deepspeed ZeRO-3/Bert index-0 crash and the torch 2.4.1 incompatibility reports. Everything else looks like separate bugs or unrelated docs/model-specific regressions.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the strongest duplicate anchor in the set because issue:43638 describes the same Deepspeed ZeRO-3 / Bert index-out-of-bounds failure with only a minor variation in reproduction details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: Qwen3.5 config attribute error vs streaming chat/completions inference issue." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both mention GPU/runtime problems, but one is GPT-OSS on AMD GPUs and the other is an MPS histogram op limitation; different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different root causes: dtype mismatch in Mistral-3 preprocessing vs GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same issue as GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "One is an AMD GPU compatibility failure, the other is a broken Nemotron example; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms; GPT-OSS on AMD GPUs is not the same as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch for Jamba is unrelated to ModernBERT ONNX export errors." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export path and different failure mode; ModernBERT ONNX export is not Qwen3MoE FP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping on A800 are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are separate documentation/runtime issues." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and training resume with local model/trust-remote-code are different problems." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different scopes: resume-training remote-code issue vs YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they concern different removed commands/tasks and are not the same underlying change." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch during indexing is not the same as Gemma4 PLE device mismatch under auto device_map." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-shaped reports, but the Bert/ZeRO-3 zero-size tensor crash is different from a mask-vs-tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different reproductions and symptoms; Bert/ZeRO-3 loading crash is unrelated to local-model resume/trust-remote-code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but they hit different code paths and have different mismatch patterns." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape indexing error and Qwen3.5 video token/features mismatch are different multimodal bugs." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training problem and broken official Nemotron example are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic indexing mismatch is not the same as GPT-OSS MoE-only tensor-parallel bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat template StopIteration and resume-training remote-code issues are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch in Jamba/ZeRO-3 is not the same bug as Bert/ZeRO-3 zero-size index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3/Bert crash: both report index 0 out of bounds from a zero-sized tensor during model loading." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy routing and GPT-OSS only-TP failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization in v5 and LoRA merge/reload output mismatch are different model-output bugs." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Activation checkpointing with FSDP/accelerate is unrelated to iterable-dataset length crashes in multi-GPU training." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime failure and LoRA save/reload mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class attribute errors." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and collective mismatch are different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map auto failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpoint recomputation mismatch is not the same as mask/tensor shape indexing mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op limitation is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP error is unrelated to CustomTrainer compute_loss signature drift." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5Moe rotary embedding, but one is CPU offload incompatibility and the other is uninitialized-memory after materialization; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert/ZeRO-3 zero-size index crash is unrelated to GPT-OSS tensor-parallel-only failure." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and code paths; Bert/ZeRO-3 loading crash is not GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/runtime issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are different multimodal regressions." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing in vLLM and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same underlying compatibility problem around torch 2.4.1; one report adds the transformers 5.8.0 context but the failure is the same." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch with auto device_map and expensive reverse embedding lookup are different Gemma4 bugs." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to Qwen3 auto device mapping on A800." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3-8B NVFP4 failure are not the same underlying issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes: autocast dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 preprocessing dtype mismatch is unrelated to the MPS histogram_int limitation." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram operator limitation." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and TRL SFT embedding unpacking are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT input embedding unpacking and GPT-OSS tensor-parallel-only failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy routing and TRL SFT embedding unpacking are different issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but Gemma3 and Bert have different code paths and root causes; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. The two accepted pairs are well supported by the issue titles, and the remaining soft-edge rejections avoid overclaiming similarity. The summary stays appropriately cautious about the rest of the set being heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "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:43039|issue:44560", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:46901|issue:47394", + "issue:39290|issue:43531", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43854|issue:43866" + ], + "prepared_review_unit_hash": "69dcfe21129a97612058ce52e1be5419afd65085f3858d476688208db6a52fcb", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36952, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, with only one soft pair that looks like a true duplicate/regression family. Most other pairs are same-subsystem or same-error-shape at best, but not the same concrete bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45920 is the broadest and clearest representative of the tokenizer regression family: it describes wrong token IDs across multiple model families and frames it as a v5 regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global issue candidate because it captures the widest symptom set and the clearest underlying bug (silent AutoTokenizer token-ID regression across many models).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5 removals, but they target different outdated examples/pages and do not read like the same concrete fix." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: autocast dtype mismatch vs MPS int histogram support." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch is unrelated to the autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different training/runtime bugs: distributed collective mismatch vs custom trainer signature change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpoint/FSDP recomputation issue is unrelated to the GenerationMixin import break." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU backend/model compatibility issue vs outdated RAG documentation." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different code paths: Liger Kernel cross_entropy vs mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they concern different incompatibilities and different breakages." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to the USE_DISTRIBUTED=0 PyTorch support break." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/runtime failures: missing sliding_window_pattern vs cudaErrorAssert on auto device mapping." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing checkpoint weights are different model-loading failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both involve ZeRO-3 and index errors, but the affected models and likely code paths are different enough to avoid merging." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different product areas: AMD GPU support vs table-question-answering task crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage-object lookup failure is unrelated to distributed-support regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation is unrelated to Qwen3-vl video input/template matching." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and transformers run-command docs are separate documentation problems." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and device-map mismatch for Gemma4 are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both touch multimodal/model-loading behavior, but one is a device-map forward bug and the other is a video-token/template mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and distributed-off build support are different compatibility issues." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption is not the same as NVFP4 compatibility work." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both are multi-GPU failures, but they are different concrete problems and not one shared bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same underlying AutoTokenizer wrong-token-IDs regression in v5; 45920 is just the broader multi-model report." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-support regression." + }, + { + "left": "issue:46901", + "right": "issue:47394", + "accept": false, + "reason": "Both mention training-loss shifting, but the symptoms and model-specific fixes are different enough that they are not clearly the same bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/Gemma sliding-window problems with different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 model execution failure is unrelated to RAG documentation." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model weights not loaded are different loading failures." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape IndexError and ZeRO-3 zero-size IndexError are superficially similar but not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model execution failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model-load failure and checkpoint corruption are not the same underlying problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft pairs. The choice of issue:45920 as the canonical/global issue is well supported by its broader multi-model AutoTokenizer regression scope, and the single accepted duplicate pair (issue:45812 \u2194 issue:45920) is a clear match. 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": 28, + "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-10000-537", + "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:43541|issue:46869", + "issue:45362|issue:45464", + "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:45399|issue:46661", + "issue:41093|issue:41762", + "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:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918" + ], + "prepared_review_unit_hash": "59c56ff20818af9323d26c2a032b77dcb6c321796a51a517ed9b24c5ab9a94dc", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39847, + "estimated_input_tokens": 9962, + "estimated_eval_tokens": 20180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a duplicate set. The only plausible duplicate-like pair is the SigLIP2 text-output regression; the rest are separate bugs across unrelated models, loading paths, and runtime environments.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43994 is the clearer canonical for the SigLIP2 regression: it names the exact checkpoint and shows bad results through standard AutoModel/pipeline usage, while issue:43054 is a broader quality complaint about the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the best single representative issue in this cluster because it is concrete, reproducible, and points at the same SigLIP2 text-embedding/output defect as the paired report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compilation/tracing regressions, but they affect different models and failure points (grouped_mm vs bf16 compilation), so they are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "One is a DeepSpeed ZeRO-3 zero-size index error during BertModel loading; the other is a broad torch/transformers compatibility complaint." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and a PretrainedConfig/pydantic breakage are unrelated symptoms and code paths." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek Coder is a different defect than table-question-answering crashing." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and YOLO multi-GPU device-map failure are different model/runtime issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5/chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure; not the same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 load errors and table QA crashes do not share a specific failure mechanism." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing in vLLM and Gemma4 PLE device mismatch are separate model/config bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and an MPS int histogram kernel error are unrelated runtime problems." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to a Gemma3 config attribute regression." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch compile tracing on Mixtral and an MPS integer-kernel limitation are different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are distinct bugs, even though both involve model execution." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and a template-node compilation error are different subsystems and symptoms." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoE invalid method calls are unrelated to YOLO multi-GPU device-map failures." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied lm_head weight bug in Mistral3 is unrelated to a supposedly corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code model_class/config_class errors are separate loader-path issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is an empty-dimension load failure with ZeRO-3." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic PretrainedConfig field regression are not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version incompatibility and Gemma4 device-map mismatch are unrelated regressions." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes _is_hf_initialized incompatibility and a bf16 compilation regression are different compatibility problems." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape/embedding-related crashes, but the reported failure contexts differ: mask indexing vs TRL SFT unpacking of Qwen3.5 embeddings." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to a Sam3 bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are different code paths." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are separate model-support requests/issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and a Qwen3.5 streaming failure do not describe the same defect." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and pydantic PretrainedConfig breakage are related only at a very broad version level, not as one concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and a generic v5.4.0 PretrainedConfig regression are unrelated." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO device-map failures and Sam3 compilation regressions are different issues." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM under reserved memory changes and tied-weights translation-model issues are separate regressions." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers incompatibility are too broad and not the same concrete bug." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoE invalid-method calls and Sam3 bf16 compilation regressions do not match." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal Qwen/Mistral-style input handling, but one is a Mistral-3 dtype mismatch while the other is a Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Two different ZeRO-3 IndexErrors, but the reported tensors and failure conditions are not the same." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "The former is a broad v5.3.0 video-input regression across several Qwen model families; the latter is a specific Qwen3.5 chat-template video token mismatch. They may be adjacent, but not clearly the same concrete bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report bad SigLIP2 text-side outputs for the same checkpoint; one frames it as worse-than-SigLIP embeddings, the other as nonsensical results in standard HF APIs." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Broken official Nemotron example and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 loading failure with BertModel is unrelated to resuming training with locally downloaded remote-code models." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen 3.5/3.6 config unwrapping and Qwen3_5Moe rotary embedding memory initialization are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class errors are separate loader/runtime problems." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape errors and Qwen3.5 embedding unpacking failures are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking are not the same code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and stays conservative. The only accepted duplicate-like pair, issue:43054 and issue:43994, is supported by the titles and the cluster evidence, and the remaining soft-edge rejections are phrased cautiously without overclaiming. No PR mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "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:43404|issue:45005", + "issue:45632|issue:45698", + "issue:43873|issue:45005", + "issue:35308|issue:36331", + "issue:44360|issue:44512", + "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:33666|issue:35308", + "issue:43644|issue:43950", + "issue:46032|issue:47246", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:47332|issue:47333", + "issue:38175|issue:43054", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902" + ], + "prepared_review_unit_hash": "810e3a092d51fd5eaf989f57fdc01df117d309e64124a34779ffef2770de6aa9", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "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 cluster is mostly a heterogeneous mix of unrelated model-specific regressions, tokenizer/docs issues, and cache/quantization bugs. The only clear duplicate families are the offloading save failure, non-persistent buffer regression, static-cache seq-length contract regression, Mamba2 recurrence regression, and Gemma4 quantized embedder dtype cast bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:47333 is the best canonical issue because it cleanly captures the shared offloading-save failure mode and is the more general, active report in the only exact duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47333 is the strongest representative of the cluster\u2019s clearest duplicate family; it describes the same disk-offloaded save bug as 47332 with broader wording and more follow-up activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Different bugs: custom-model initialization in notebooks vs flash-attn2 fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failure modes; both are perplexity/behavior reports, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 loading vs flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Related to weight tying, but one is a specific Mistral3 bug and the other is a broader v5 translation-model report." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern remote/custom model loading, but they describe different failure points: cache path collision vs wrong module after save/load." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior vs tied-weights regression; not the same code-path." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU iterable-dataset crash is unrelated to the custom trainer compute_loss signature error." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to a documentation typo." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs issue are different documentation bugs." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT embedding unpacking vs GraniteMoEHybrid invalid method are different model/trainer failures." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to tied-weights translation models." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different tokenizer/runtime failures for different models." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message issues, but they target different paths and look like separate bugs." + }, + { + "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": "Both mention multi-GPU or model training, but the underlying bugs are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example errors vs embedding quality regression are not the same issue." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different concrete symptoms." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: v5/from_pretrained mishandles non-persistent buffers." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer signature mismatch vs ZeRO-3 loading IndexError are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both involve multi-GPU training, but one is Qwen2-VL model-specific and the other is an IterableDataset length issue." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer regression; one report is the generic junk-buffer symptom and the other is the from_pretrained corruption variant." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Same Mamba2 recurrence bug manifested in a related NemotronH mixer path; a single fix could plausibly cover both." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different error signatures." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Clear duplicate: both report the same quantized Gemma4 vision/audio embedder dtype-casting bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs version-dependent tokenization change are different bugs." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 45920 is a broad multi-model token-ID issue while 46489 is a specific DeepSeek-Coder v1 gap." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Near-exact duplicate reports of the same disk-offloaded Qwen3 save failure." + }, + { + "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 clearly the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF gradient explosion from 3D position_ids are different failures." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache.get_seq_length contract regression: both report tensor-return behavior where an int is expected." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve non-persistent buffers, but 45902 is a specific to_empty materialization bug and not clearly the same as the from_pretrained regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts stay conservative. The accepted duplicate pairs are strongly supported by titles and issue text, and the rejected pairs avoid overclaiming when the evidence is only superficial similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "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:45685|issue:45823", + "issue:45081|issue:45399", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:41553|issue:43883", + "issue:43782|issue:44960", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:41553|issue:43881", + "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": "f67647ababd50fedc5bc8af73b4d3af8bc53699c3b19b375aa1989888f8bfa88", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37491, + "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 grab-bag of unrelated transformer regressions. Only the docs issues about removed pipeline tasks look like a true duplicate pair; the rest are too model- or bug-specific to merge safely.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set (remote_code loading regressions) and is the closest thing to a cluster anchor, though most items here are not duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best representative issue to anchor triage because it has the widest scope and overlaps conceptually with several loading-related reports, even if the cluster is not a single duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family area, but one is a text-embedding quality complaint and the other is a broader HF-vs-JAX discrepancy; not clearly the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: Flash Attention packed-sequence handling vs CPU offload compatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both touch model internals, but one is an FSDP2 KeyError in Gemma4 attention and the other is uninitialized rotary embedding memory in Qwen3 MoE." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific inability to load ScandiBERT; too little evidence of the same underlying defect." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and int4 memory regression are different code paths and symptoms." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different topics: DeepSpeed training weight shape error vs early-stopping metric lookup." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug and AMD GPU model-loading failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and Qwen3Moe FP8 failure are different model/runtime bugs." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they affect different models and the titles do not indicate the same root cause." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing fields from AutoConfig and the other is a broader breakage report; not the same concrete bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing effectiveness and Qwen3 MoE memory usage are distinct issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel type support and Gemma4 device mismatch are separate problems." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a Qwen2.5 VL class and a bitsandbytes Int8Params keyword regression are not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions and Gemma4 PLE device mismatch are different failure classes." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad error message for Voxtral AutoTokenizer and missing all_tied_weights_keys on Molmo are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only failure and a generic GLM5 issue do not match on concrete behavior or code path." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping failure in add-new-model-like is a different code path from the broader remote_code breakage report." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device mapping mismatch are different runtime errors." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code breakage and Kimi-K2.5 tokenizer codec regression are not the same concrete defect." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across HF versions and a tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failures: bad Voxtral error message vs glm-4v-9b loading failure." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes parameter construction error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen multimodal config handling and remote-code model_class/config_class attribute handling are separate loading bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different methods and code paths." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both mention remote-code models, but one is broad breakage and the other is a specific config_class AttributeError; not enough to merge." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but the titles point to different families and different failure mechanisms." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights and non-persistent buffer corruption are different initialization/loading bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both report stale documentation still referencing pipeline tasks removed in v5." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are load failures, but they involve different models and distinct root-cause hints." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly unrelated regressions and only accepts the docs pair that clearly shares the same v5 pipeline-removal regression. The rejected soft edges also look appropriately cautious given the titles and evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "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:24643|issue:30064", + "issue:44479|issue:44560", + "issue:43854|issue:44863", + "issue:41093|issue:44805", + "issue:43366|issue:43828", + "issue:43716|issue:46468", + "issue:44928|issue:45588", + "issue:43366|issue:43531", + "issue:44530|issue:44863", + "issue:43596|issue:46515", + "issue:44863|issue:46402", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:41553|issue:44991", + "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": "f6300a6ddfe90be025cdc9573463ad7a3c989f4aa0e8d4c15d98c6991379240e", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36766, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated model/training bugs. The only clear duplicate-style pair is the two training-loss double-shift reports (CohereASR and Florence2), which appear to describe the same underlying trainer bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46894 is the best canonical issue: it is the current open tracker for the shared training-loss double-shift bug and explicitly points to the same Moonshine pattern, making it the most reusable representative of the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46894 is the strongest global issue candidate because it is the clearest, open, and most general description of the shared bug; the other items in the set are mostly distinct regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve audio/Whisper-related failures, but the titles point to different code paths: model loading vs fbank feature extraction." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "These are different failures: a Trainer API keyword mismatch versus a mask/index shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is about Qwen3 MoE weight conversion and the other is about gradient averaging with loss kwargs; different bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Both reports describe the same training-loss double-shift bug pattern across different models, and could plausibly be fixed by one trainer-side change." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "One is a PEFT/LoRA gradient-checkpointing effectiveness problem, the other is a missing model flag on a trust_remote_code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but they affect different Qwen variants and the symptoms are not specific enough to treat as the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different areas: DeepSpeed training weight shape error versus image processor void segmentation-map handling." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but one is a broad multi-model regression and the other is a specific StopIteration in Qwen3-vl-embedding; not clearly the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no clear shared code-path from the titles alone." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The error strings are similar, but the reported shapes and surrounding context are different enough that this is not a safe duplicate match." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and a torch.autocast dtype mismatch are unrelated issues." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and different failure modes: image-preprocessor dtype mismatch versus a broken example." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "A Qwen3.5 RLHF NaN/SDPA fallback issue is not the same bug as a flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF support and Qwen3-MoE sliding-window behavior are separate changes/bugs." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention support on Qwen3.5 is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A Zero3/BertModel index error is not the same as a torch version incompatibility report." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loader problems; no evidence of a shared underlying defect." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position-related logic, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and a missing Float8 storage type are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A Zero3 index-out-of-bounds training bug is not the same as a torch 2.4.1 compatibility issue." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a bad error message and the other is an actual loading failure for a different model." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Image preprocessor dtype mismatch and video StopIteration are different media-processing regressions." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family but different code paths: FSDP2 training KeyError versus device-map forward mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Fine-grained FP8 configuration failure and meta-device loading regression are different issues." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-generation issues, but one is a token/embedding leak across tracks and the other is an empty-transcription special-token bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import/export symbol issue is not the same as a meta-device loading regression." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3D parallel execution failure and GGUF model support are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration in Qwen3-VL embedding and an MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and a long-OCR index error are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different failure modes and different subsystems: video processing versus TRL SFT embedding unpacking." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet. The canonical issue choice is supported by the open status and the shared Moonshine-style double-shift title, and the soft-edge rejections stay conservative by relying on distinct titles/code paths rather than assuming duplicates from superficial similarity. The 46894/46897 match also looks reasonable as the one clear same-bug pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "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:36010|issue:42915", + "issue:43645|issue:43646", + "issue:41553|issue:44488", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:45823|issue:46515", + "issue:42947|issue:47254", + "issue:44661|issue:45823", + "issue:45812|issue:46489", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:38175|issue:43994", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:41720|issue:42915", + "issue:43317|issue:44756", + "issue:42915|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:44863|issue:46846" + ], + "prepared_review_unit_hash": "b3380757b44fa96ed17746557e010607f9a1192bcc4894865b6c61e7ceecfe04", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "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": "The cluster splits into a handful of distinct bug families, with a few plausible duplicate pairs inside each family. The strongest matches are the SigLIP2 reports, the Transformers v5 custom-model initialization reports, the non-persistent buffer regression, and the Gemma4 multimodal 4-bit quantization reports.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue spans the full set; the items separate into several unrelated regressions across different models and code paths, with only a few clear duplicate pairs inside each subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the best representative for the SigLIP2 subgroup because its title covers the broader AutoModel/pipeline symptom, while issue:38175 reads like a narrower manifestation of the same failure family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch/version compatibility, but the titles point to different version contexts and different failure modes, so they do not look like the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different symptoms: a GenerationMixin import error versus a Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These appear to be the same Transformers v5 custom-model initialization regression; the notebook report looks like a more specific repro of the broader custom-model init breakage." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but they involve different models and different symptom descriptions, so they do not clearly match the same underlying issue." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both touch attention/cache behavior, but the titles describe different paths: Qwen3.5 flash-attention crashes versus a static-cache arithmetic issue on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different attention paths; the titles do not suggest the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A device-mapping forward mismatch and a torch version incompatibility report are too different to treat as the same bug from the titles alone." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both involve PEFT and checkpointing, but one is about ineffective gradient checkpointing and the other is a ZeRO-3 checkpoint error; those look like different problems." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping logic and Gemma4 device-mismatch behavior are unrelated from the evidence provided." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and the titles point to separate bugs rather than one shared failure." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptom classes and different model contexts; the titles do not provide enough evidence of a shared root cause." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but the model/config targets differ and the titles suggest separate validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "A DeepSpeed zero3/Bert initialization IndexError and a tokenizer-mapping bug are unrelated code paths." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "These describe different failures: zero3 init IndexError versus tokenizer-mapping regression." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping and mask/indexing errors are different problem areas." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both reports point to a SigLIP2 bad-output failure family; 43994 is the broader AutoModel/pipeline report, while 38175 looks like a narrower manifestation involving zero probabilities." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "The titles describe different model/runtime scenarios and do not indicate the same underlying bug." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "These look like the same Gemma4 multimodal 4-bit quantization bug; one report highlights audio/vision failures and the other points to unsafe dtype casting in the multimodal embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: an `_is_hf_initialized` breakage versus an OCR index error in Kosmos2.5." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Same broad model family, but the concrete failures differ: device-mapping assert versus FineGrainedFP8 loading." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: dequantized-model offload loading versus mmap-related OOM." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "The titles describe unrelated scenarios and different failure surfaces." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is an inference/output bug and the other is a documentation example with model/processor mismatch and quantization errors." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "The titles describe the same Transformers v5 non-persistent-buffer regression; this looks like an exact duplicate." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different behavior; the titles do not suggest a shared bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failure modes; not enough evidence for a duplicate match." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they reference different checkpoints and the titles do not indicate the same root cause." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different model implementations and different failure surfaces." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization; those are different bugs." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel-plan issues are unrelated from the title evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is plausible, but the response overstates evidence in places. In particular, `best_issue_reason` says issue:43994 is \"specific\" and \"reproducible,\" which is not supported by the packet metadata alone. A few accepted soft-edge matches also read a bit too strong for title-only evidence; they should be phrased more cautiously as likely duplicates rather than confirmed same-bug reports. Please soften unsupported claims and keep the verdicts strictly grounded in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "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:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:44164|issue:44291", + "issue:43856|issue:44387", + "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:43708|issue:44075", + "issue:45276|issue:45335", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:45362|issue:45406", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "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": "caec79bf29787abaedbfc1c1480aeacaba05995aae38961c1b03bbcc0d9f906c", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "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 mostly a loose collection of unrelated bug reports. The soft pairs are topic-similar but not the same underlying code-path issue, so none are safe duplicate merges. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43873 is the most central standalone report here by activity and inbound references, but the overall set is too heterogeneous for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest global representative: it is active, broadly scoped, and has the most downstream references, even though it is not a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is about AutoModelForCausalLM loading composite checkpoints and the other about from_config leaving config.dtype stale. Different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/model-processor mismatch plus quantization failure, while the other is wrong inference results with AutoModel/pipeline. Not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but for different models and symptoms. No clear shared concrete code path." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is about non-persistent buffers being filled with junk; the other is a Jupyter/custom-model initialization issue. Distinct regressions." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Both concern Qwen3 loading, but one is a hf4.x vs hf5.x LoRA compatibility issue and the other is a unit-test model loading failure. Different problems." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch memory and quantization-adjacent behavior, but one is Qwen3 MoE training memory usage and the other is offloading not working with quantization. Not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "These are unrelated model-specific bugs: LoRA compatibility across versions versus resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Same as above; the second issue is about output embeddings not updating after resize_token_embeddings, not LoRA/model-version compatibility." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading failures: GLM-4.7-Flash unit-test loading vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument incompatibility are separate loading issues." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is training memory usage in Qwen3 MoE and the other is increased reserved memory under int4 quantization. Not the same fix." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behavior. Too broad to merge." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq save/load breakage are unrelated issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resumption math and SGD args not being used are unrelated Trainer/optimizer bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are about resize_token_embeddings propagation, but they hit different model implementations and different target modules. Similar pattern, not same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device model loading are separate incompatibility reports." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized with init_empty_weights is unrelated to mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are different model/processor issues." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "cudaErrorAssert on Qwen3 auto device mapping and AudioFlamingo3 track leakage are unrelated failures." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states and composite Qwen text_config unwrapping are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/inference issues and GLM5 loading are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "One is a Qwen3.5 Flash Attention position_ids crash; the other is an s_aux=None crash in sink-less models. Different causes." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer/vocab concerns, but they are different models with different loading failures." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but on different model code paths and with no evidence of a shared implementation bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are model-specific reports with no proof of the same concrete code path." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading memory problems are related only at a high level; these are distinct symptoms and likely different fixes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA effectiveness and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "FSDP2 shared_kv_states and CPU-offload incompatibility are separate issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batching leakage and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment and VideoPrism hidden_states output mismatch 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": 28, + "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-10000-537", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "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:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:44863|issue:46468", + "issue:43335|issue:45663", + "issue:44479|issue:44877", + "issue:44387|issue:44756", + "issue:36010|issue:39404", + "issue:45276|issue:45292", + "issue:44292|issue:44912", + "issue:44164|issue:44756", + "issue:43957|issue:47332", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:42796|issue:46326", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45292|issue:45335", + "issue:43854|issue:45216", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:45684|issue:45698", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:46894|issue:46901", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:44530|issue:45084", + "issue:43611|issue:43645" + ], + "prepared_review_unit_hash": "ac9b4e5b1f8d80ec5b3c6f2c1b240f4d7522732e30ff526a4bdb586e3d87bbb6", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36317, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct bug reports that only overlap at the subsystem level. I\u2019d only merge the resize_token_embeddings/output_embeddings reports and the training-loss double-shift reports; the rest are too different to treat as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue #45292 is the best canonical anchor among the true duplicates: it states the generic resize_token_embeddings/output_embeddings bug and cleanly subsumes the Gemma4/T5Gemma-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "#45292 is the broadest, most reusable issue for the resize_token_embeddings family; it describes the underlying API regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is an example-script breakage; different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: sparse-layer creation in SwitchTransformers vs Gemma4 FSDP shared_kv_states rebuilding." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading are separate failures, not the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM and mmap-related Strix Halo OOM are different resource issues." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression; unrelated symptoms." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings bug: both report output embedding tables not being updated, with #45276 as a model-specific manifestation." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different models, different quantization formats, and different failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Meta-device loading breakage and disk-offloaded save failure are separate load/save paths." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RLHF NaN from 3D position_ids are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on s_aux=None is different from Gemma4 FSDP shared_kv_states handling." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in Jupyter and extra_state save/load are unrelated regressions." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Generic torch 2.10 incompatibility is broader than the Sam3 bf16 compilation regression; not the same concrete issue." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer bugs." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility and autocast dtype mismatch are different code-path problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression: #45335 is the decoder.embed_tokens variant of the same missing update." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issue and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer resume_from_checkpoint max_steps miscalculation are distinct behaviors." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for pad/unk tokens is not the same as ScandiBERT load failure." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation and wrong custom-module loading after save_pretrained are different save/load bugs." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different underlying issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >=2.9 and Gemma4 PLE device mismatch are separate failures." + }, + { + "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:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug, just on different model families." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs and slow convert_tokens_to_ids are different tokenizer regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token conversion and a leading-space round-trip bug are not the same issue." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache invalid group type and non-template-node compilation errors are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers 5 custom-model breakage, but one is base_model_prefix loading and the other is Jupyter notebook initialization; too different to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The accepted duplicate pairs are strongly supported by the issue titles and similarity scores, and the rejected pairs are generally kept separate by distinct failure modes or code paths. I don\u2019t see overstatement of evidence in the summary." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "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:44661", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46665", + "issue:46821", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:39404|issue:45701", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:39404|issue:46665", + "issue:43994|issue:44079", + "issue:40990|issue:47331", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:43901|issue:44509", + "issue:44991|issue:45081", + "issue:46050|issue:46326", + "issue:44671|issue:44991", + "issue:43906|issue:46326", + "issue:43906|issue:44530", + "issue:45823|issue:46899", + "issue:43596|issue:44683", + "issue:39404|issue:44912", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:43856|issue:44756", + "issue:43632|issue:47050", + "issue:44488|issue:44987", + "issue:36032|issue:42915", + "issue:44488|issue:45081", + "issue:43716|issue:45084", + "issue:43746|issue:47331", + "issue:44661|issue:44683", + "issue:42796|issue:43404", + "issue:43611|issue:43644", + "issue:43541|issue:45084" + ], + "prepared_review_unit_hash": "6f7d740f763d4829b7ecbcd97c62d4f84f446894191f6865aaa87230140ebe32", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37231, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab bag of unrelated regression reports, mostly tokenizer/model-loading bugs plus a few docs and quantization issues. No strong duplicate cluster emerges from the titles alone; the closest common thread is broad Transformers v5 breakage, but the specific failure modes differ too much to merge together.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the broadest, most version-centric loading regression in the set and is a reasonable anchor for a v5 breakage cluster, even though the other issues are not true duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single representative because it describes a clear, user-facing Transformers v5 loading failure with a general impact on model initialization and is more central than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "One is a Whisper pipeline regression about return_language; the other is a generic tokenization-change report. Different models, different behavior, not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for specific Qwen VL models vs a mask-shape IndexError. Symptoms and code paths do not match." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure vs a template-node compilation error. Completely different failure mechanisms." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/from_pretrained handling is unrelated to from_config not unwrapping text_config." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression and from_pretrained inside Python classes are unrelated issues." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 bad outputs with AutoModel/pipeline vs ModelOutput key assignment semantics. Different layers and different bugs." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and MetalConfig batched quantized generation corruption are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file handling breakage are different loading problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure due to torch_compilable_check is not the same as Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different pages/tasks and different obsolete pipeline behavior; not the same underlying change." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta and a Mistral regex patch crash are distinct tokenizer bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption with sinq is unrelated to continue_final_message support for mistral_common tokenizers." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for est-roberta do not share the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as the mistral_common continue_final_message bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of issue 38071 and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4, but one is a device_map forwarding mismatch and the other is a 4-bit quantization dtype-cast bug; different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention failure on torch>=2.9 are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression has nothing to do with MXFP4 quantization fallback for git-oss-20b." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling and TimesFM window_size attribute errors are unrelated." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Avoiding mmap OOM on Strix Halo is not the same as saving a disk-offloaded Qwen3 model." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency during training and Strix Halo mmap OOM are different memory issues with different causes." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage and CanineModel fp16 ONNX attention dtype mismatch are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different regressions; not one underlying bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and Mistral regex patch failure are separate tokenizer issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and template-node compilation error are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and MetalConfig batched quantization corruption are different subsystems and bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like failing on TOKENIZER_MAPPING_NAMES is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head tying are distinct issues, even if model-family-adjacent." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; too different to deduplicate." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and non-template-node compilation failure are different compiler/runtime problems." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43299", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43792", + "issue:43873", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44530", + "issue:44671", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46304", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:45479|issue:46894", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43299|issue:43931", + "issue:42915|issue:44530", + "issue:45479|issue:46897", + "issue:44451|issue:44987", + "issue:43873|issue:47331", + "issue:44530|issue:46304", + "issue:36032|issue:43645", + "issue:40990|issue:43421", + "issue:44737|issue:45859", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:45084|issue:45507", + "issue:43582|issue:43632", + "issue:39404|issue:44671", + "issue:44206|issue:44220", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:44811|issue:45584", + "issue:43582|issue:47331", + "issue:43208|issue:47013", + "issue:43645|issue:46661", + "issue:43792|issue:46869", + "issue:42915|issue:45084" + ], + "prepared_review_unit_hash": "7994e706fc536160ab973e8f672da563a5c2568f6da17f12cb6d95da5dfec03e", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair is strong enough to merge as a duplicate; most are same-subsystem, different-bug regressions. The broadest and most canonical issue here is the gguf_file auto-loading regression (#43452).", + "confidence": 0.84, + "canonical_issue_reason": "Issue #43452 is the broadest, most general repro in the set: it describes a concrete GGUF loading breakage across AutoTokenizer and AutoModelForCausalLM, making it a good umbrella representative.", + "canonical_pr_reason": null, + "best_issue_reason": "#43452 is the best issue to keep as the main reference because it is specific enough to reproduce yet broad enough to cover the related GGUF-loading reports more cleanly than the model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Both mention training loss, but one is a generic zero-loss classification issue and the other is an ASR double-shift bug; different failure modes." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both affect tokenization, but one ignores tokenizer.json while the other is a DeepSeek-Coder output regression; not the same bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different models and symptoms: CLIP text-model structure inconsistency vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but one is a Qwen3VL-MoE load failure and the other is a specific weight-shape mismatch; not a single concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Quantization config failure vs PagedAttention cache crash; related area, but different code paths and symptoms." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Same as the other 45479 pair: generic classification zero-loss vs ASR double-shift training loss bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they target unrelated checkpoints and don\u2019t point to the same underlying change." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both involve quantization/offloading, but one is a generic offloading issue and the other is Metal batch corruption in affine_qmm_t." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "Qwen3.5 cache crash vs a build/install regression with USE_DISTRIBUTED=0; different layers of the stack." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization are unrelated bugs." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on one model vs runtime special-token post-processing not updating; different behavior." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU device-placement bug vs Qwen3_5Moe CPU-offload incompatibility; same theme, different bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset failure vs mistral_common continue_final_message bug; no shared concrete code path." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and Qwen2.5-VL multi-image training are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backends inclusion problem vs invalid backend-mapping entry; not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is specifically non-persistent buffers and the other is broader custom-model init behavior." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; unrelated bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator TypeError vs _is_hf_initialized flag regression; different code paths." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline regression vs CamemBERT masked-LM prediction bug; different models and failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature extraction regressions, but the titles point to different symptoms and there isn\u2019t enough evidence they are the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different checkpoint-loading failures; they share the v5 backdrop but not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF/v5 loading failures, but one is a broad API breakage and the other is a model-specific report; not enough to treat as one bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decoding skip_special_tokens vs empty-transcription failure after align_special_tokens; related area, different issue." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "AppleSilicon warmup TypeError vs Metal quantized batch corruption; same hardware ecosystem, different defects." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "A broad multi-bug xLSTM report and a specific return_last_states unpacking crash are not the same underlying issue." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in notebooks vs remote-code model_class.config_class AttributeError; related theme, but not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper load failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "General offloading/quantization expectations vs a specific Metal batch corruption bug; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46326", + "issue:46821", + "issue:46899", + "issue:47254", + "issue:47331" + ], + "soft_pairs": [ + "issue:43262|issue:47331", + "issue:43746|issue:46326", + "issue:44403|issue:45081", + "issue:43317|issue:43482", + "issue:43646|issue:44534", + "issue:42915|issue:44291", + "issue:44987|issue:45081", + "issue:43262|issue:43377", + "issue:36032|issue:43742", + "issue:43377|issue:43819", + "issue:42915|issue:44589", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:43531|issue:44877", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:43404|issue:44466", + "issue:44008|issue:46899", + "issue:44265|issue:44610", + "issue:36032|issue:41720", + "issue:44849|issue:45325", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:44464|issue:45987", + "issue:43425|issue:44403", + "issue:43322|issue:43540", + "issue:43296|issue:43531", + "issue:45923|issue:47254", + "issue:44220|issue:44683" + ], + "prepared_review_unit_hash": "2dbbbfd4c18f9f5174cf0a5305a7ebf09d783ee746b690e41cd3dd149df651fd", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36914, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the items span many unrelated bugs across loading, generation, multimodal processors, quantization, and tokenizer/model-init regressions. I rejected all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the issues are heterogeneous and do not share one underlying bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick the broadest representative, issue 43646 is the most umbrella-like v5 regression description, but it still does not unify the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs Metal quantization batched-generate corruption; unrelated code paths." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading vs Mistral-common continue_final_message behavior; different subsystems." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs _patch_mistral_regex backend_tokenizer crash; not the same failure." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto dequantized offload failure vs Qwen2.5-GGUF v5 loading; both loading issues but different paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage vs non-persistent buffer junk fill; both v5-related, but distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs init_empty_weights/_is_hf_initialized argument error; different root causes." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading physical-intelligence/fast fails vs Mistral regex patch crash; unrelated models and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Sampling-rate default mismatch vs MIMI batched-vs-single padding-mask bug; both audio, not the same defect." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict vs MobileLLM key error; unrelated failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug vs DAC from_latents/STE mismatch; different models and implementations." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config issue vs Float8 storage-object lookup error; not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection vs TrainerState token-count tracking; unrelated trainer features." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs vs OmDet processor resolution mismatch; different model/processor problems." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config loading; unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg conflict vs loading physical-intelligence/fast; different failure modes." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure vs Mistral regex patch crash; not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head tying bug in Mistral3ForConditionalGeneration vs device-dependent serialization of tied weights; related theme, different code paths." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 3n variable-name collision vs Gemma4 4-bit dtype-cast quantization bug; same family, different defect." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs OmDet processor input-size mismatch; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute conflict vs Qwen3 auto device mapping CUDA assert; different subsystems." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; both vision/model-family adjacent, but not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "v5.3.0 video-input regression across Qwen VL models vs still-image temporal position-id scaling; different concrete bugs." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized regression vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead vs StaticCache seq-length return-type bug; different performance vs API issues." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward vs cache length return contract; not the same code path." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility vs loading noise; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava-Next load segfault vs Qwen3OmniMoe video-input ValueError; both multimodal, but different bugs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; unrelated." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing flag vs PEFT+ZeRO-3 checkpoint error; both mention checkpointing, but different problems." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "_torch_extract_fbank_features issue vs compiled flex_attention failure on torch>=2.9; 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": 28, + "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-10000-537", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "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:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:47404" + ], + "soft_pairs": [ + "issue:40444|issue:45325", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:43883|issue:44488", + "issue:44991|issue:46315", + "issue:44403|issue:44991", + "issue:45216|issue:45357", + "issue:44291|issue:44589", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:43632|issue:44756", + "issue:40990|issue:44811", + "issue:43381|issue:45923", + "issue:43531|issue:44291", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:42796|issue:46710", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43883|issue:44991", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44387|issue:47404", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:44265|issue:45072" + ], + "prepared_review_unit_hash": "b6af0e9f12ff7a788c62c8b8d8089af32a57e258f5db22e0b72298c2b93ffc4a", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37296, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated issue reports. I found two likely duplicate pairs: the Transformers v5 `_is_hf_initialized` / `init_empty_weights` regression, and the Qwen3.5 `save_pretrained` checkpoint regression. The rest look like separate bugs or model-specific failures.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44291 is the clearest, most general report of the shared `_is_hf_initialized` / `init_empty_weights` failure mode in Transformers v5, making it the best canonical issue for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the strongest representative issue overall because it states the root cause directly and matches the related bitsandbytes report most closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is finetuning/multi-image batching and the other is a rope-index/position-id regression; different bugs." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying Transformers v5 `_is_hf_initialized` regression causing model-loading failures; 43872 is a bitsandbytes-specific manifestation of the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype problems, but they affect different models and different code paths (Mistral-3 image preprocessing vs Gemma4 audio/vision embedders)." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "One is about `base_model_prefix` model loading, the other about non-persistent buffers being filled with junk; unrelated regressions." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: missing `all_tied_weights_keys` for Molmo vs a tokenizer loading problem for `cjvt/sleng-bert`." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizers in v5, but one is a load failure for a specific model and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise on loading a transformer is not the same as a tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression: both say the saved checkpoint is incorrect, with 45357 narrowing it to visual encoder keys." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`_is_hf_initialized` / `init_empty_weights` is a different failure than missing `Float8_e4m3fnStorage`; they likely stem from different serialization/runtime paths." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one changes Granite token IDs broadly while the other is a CodeLlama leading-space round-trip issue." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage object are unrelated errors." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are separate issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen variants and different problems: multi-GPU training vs multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is an `_is_hf_initialized`-related Transformers v5 regression; the other is mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and Whisper `batch_decode` skipping special tokens are unrelated bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing and a missing `supports_gradient_checkpointing` flag are related conceptually but not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the `init_empty_weights` / `_is_hf_initialized` regression." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is a different generation-path bug than Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared KV state rebuilding are different code-path bugs." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral and DeepSeek accuracy regression are not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Mistral regex patch crashes are unrelated failures." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are separate model-loading problems." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing `all_tied_weights_keys` and tokenizer load failure for est-roberta are different issues." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and TimesFM `window_size` attribute errors are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading are different problems." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization CUDA reserved memory and the other is device-map conversion-op transients; different root causes." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are TensorFlow/backend packaging issues, but one is missing TF in `.[torch]` and the other is tensorboard-only installing without TensorFlow; related area, not same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and `add_special_tokens=True` not adding BOS/EOS for a specific tokenizer are different behaviors." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length issue are separate bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with `torch_compilable_check` and dtype mismatches in bfloat16 inference are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the issue titles: the `_is_hf_initialized` / `init_empty_weights` regression and the Qwen3.5 `save_pretrained` regression. The rejected pairs are mostly justified by distinct model/code-path differences, and I don\u2019t see clear overstatement in the representative or canonical issue selection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46697", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:44462|issue:45812", + "issue:43611|issue:43646", + "issue:43317|issue:43856", + "issue:45325|issue:45834", + "issue:44509|issue:46909", + "issue:44291|issue:44877", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:43377|issue:45491", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:40444|issue:47217", + "issue:43454|issue:44466", + "issue:43818|issue:46402", + "issue:45325|issue:46697", + "issue:43818|issue:45357", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:42796|issue:45381", + "issue:43828|issue:46821", + "issue:44829|issue:45479", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "7f7975d2b68b3d1845fa950c6e9e2c066c7f93d5fa07659bd15ba74130e90e16", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated HF bug reports; only two soft pairs look like true duplicates: an AutoTokenizer/tokenizer.json regression and a Qwen2.5-VL position-id regression.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45812 is the strongest canonical issue: it describes a broad, concrete v4\u2192v5 tokenizer regression with clear user impact, and it aligns with the accepted tokenizer duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best representative of the cluster because it is specific, high-signal, and most likely to anchor a single fixable code-path regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Same underlying tokenizer-loading regression: AutoTokenizer ignoring repository tokenizer.json can plausibly produce the wrong Granite token IDs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention v5 breakage, but one is about loading via base_model_prefix and the other about custom model initialization; different concrete failure modes." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: quantized model offload/load failure versus MoE training memory inefficiency." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and code paths: Qwen2.5-VL rope/position scaling versus Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related, but they concern different docs problems and different artifacts." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different issues: init_empty_weights argument mismatch versus strict config blocking granite_speech loading." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL/image placeholders, but one is multi-image finetuning with IterableDataset and the other is placeholder placement in user text." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated: non-persistent buffer serialization bug versus ModelOutput key assignment behavior." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different model-specific batching bugs with different symptoms and causes." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL position-id/rope_index regression affecting still-image and video inputs; likely one fixable code path." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and tasks: Siglip2 nonsensical AutoModel/pipeline output versus Perceiver non-default-resolution classification failure." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: lm_head weight tying on AyaVision versus inconsistent tokenizer/model serialization for Granite." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA architecture/weight-sharing issue is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different subsystems: Qwen2.5-VL position ids versus Swin2SR image processor padding." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different issues in different models: Video-LLaVA tower setup versus Qwen3.5 visual-encoder save_pretrained regression." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization and tokenization version regression are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU-offload device mismatch and torch.export torch_compilable_check failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen VL video-input regression and Gemma4 PLE device mismatch are distinct model-specific failures." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id computation." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are different code paths." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degeneration versus zero-loss classification behavior." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug and GraniteSpeech PEFT checkpoint loading are separate issues." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms: Qwen3 cudaErrorAssert on A800 versus Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention audio models, but CPU offload device mismatch and DAC.from_latents/STE mismatch are different concrete problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative. The two accepted soft pairs are plausibly the same bug paths, and the rejected pairs are appropriately separated by model/code-path differences." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "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:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46315", + "issue:46821", + "issue:47404", + "issue:47405" + ], + "soft_pairs": [ + "issue:42617|issue:42915", + "issue:45823|issue:46821", + "issue:43454|issue:43550", + "issue:40990|issue:42947", + "issue:43257|issue:45923", + "issue:43454|issue:45072", + "issue:47404|issue:47405", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:36331|issue:42617", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:41553|issue:43582", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:41720|issue:42617", + "issue:43572|issue:45759", + "issue:45325|issue:46315", + "issue:41720|issue:44977", + "issue:40990|issue:45701", + "issue:43322|issue:46050", + "issue:44387|issue:45704", + "issue:43450|issue:45701", + "issue:45685|issue:46821", + "issue:43873|issue:44756", + "issue:44466|issue:45357", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "ee7c6916deacb6cdea09f839d648ffe2a05797f392a92795c52f99cace1925e9", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer regressions, device-map/offloading issues, multimodal serialization bugs, quantization/load failures, and unrelated model-specific problems. Under a strict same-code-path standard, none of the soft pairs look like true duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the broadest and most central loading/offloading/quantization report in the set, with the most discussion and inbound references; it\u2019s the best umbrella candidate even though the surrounding items are not actually duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47405 is the clearest high-severity, actionable bug: the wrong Auto class silently skips conversion and produces randomly initialized weights that still appear to work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failures: 3d_parallel.py runtime setup vs FineGrainedFP8Config on Qwen3-MoE. No shared code path." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch in forward is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying/serialization bug and Bamba torch.compile+SDPA failure are different problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on GPT-OSS and gradient checkpointing with LoRA are unrelated issues." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different model-loading paths: Qwen3 MoE weight conversion under accelerate/deepspeed vs missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "One is tied-weight serialization, the other is a dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:47404", + "right": "issue:47405", + "accept": false, + "reason": "Both involve loading/converted checkpoints, but the concrete bugs differ: transient OOM during conversion ops vs silent skip on model_type mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for a specific tokenizer while the other is wrong token IDs across several models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to video processor output shapes." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "compute_loss keyword regression is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading for est-roberta are different failures, even if both happen in v5 loading code." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer.compute_loss signature regression is unrelated to Qwen3-MoE FP8 loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert and Llava Next segfault are different model/path failures." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading breakage and non-persistent buffer junk are separate loader issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision tied-weights bug is not the same as BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error-message quality and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading regression; not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching bug and Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different models and failure modes: cudaErrorAssert on Qwen3 vs 3d_parallel.py execution failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config for composite Qwen multimodal configs are different config-loading issues." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope index scaling bug is unrelated to slow convert_tokens_to_ids regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping cuda assert and flash-attention generation bug are different Qwen3-family issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "A perplexity regression and a generic tokenizer-change complaint are not the same underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load segfault and sinq save/load corruption are different issues." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization memory growth/OOM and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram on Int and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "General offloading/quantization regressions and Strix Halo mmap OOM are not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one concerns lm_head.weight tying and the other visual-encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and bfloat16 dtype mismatches 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": 28, + "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-10000-537", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:30064", + "issue:33666", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43720", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44898", + "issue:45161", + "issue:45357", + "issue:45406", + "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:47337", + "issue:47404" + ], + "soft_pairs": [ + "issue:26413|issue:28530", + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:43550|issue:43720", + "issue:43550|issue:43606", + "issue:46612|issue:46858", + "issue:44186|issue:44610", + "issue:46821|issue:46869", + "issue:43646|issue:46665", + "issue:43577|issue:43708", + "issue:46897|issue:47317", + "issue:41720|issue:45161", + "issue:44008|issue:45823", + "issue:44423|issue:45406", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:43404|issue:45357", + "issue:43531|issue:43572", + "issue:45704|issue:47404", + "issue:43881|issue:44488", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:43441|issue:47337", + "issue:44186|issue:44361", + "issue:44734|issue:46858" + ], + "prepared_review_unit_hash": "c5dc8831708e3263daa24cc0be1dc34c77f561f21228e1e895665bbdcb793e8f", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36163, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives: the issues cover unrelated bugs across training, tokenizers, multimodal serving, device mapping, quantization, and cache logic.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits: the cluster is heterogeneous, so there is no true duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest and most referenced report here, but only as a weak representative, not a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Resume-from-checkpoint epoch handling is unrelated to early-stopping metric resolution." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to tokenization changing across versions." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer load failures: ScandiBERT model load vs XLMRoberta Unigram vocab type error." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv is unrelated to Sam3 text encoder weight loading." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to BitNet packed-weight unpacking during load." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: Bamba compile path vs Bark CPU-offload device mismatch." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but beam-search reorder and static-cache seq-length arithmetic are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to OmDet processor output-size mismatch." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device_map loading." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization regression is related in theme, but not the same concrete from_pretrained bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer max_steps recalculation are unrelated." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they are model-specific bugs with no shared code path." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision in forward is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serve/multimodal paths, but the AttributeErrors arise from different processors and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized model offload failure are different loading bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different size-handling bugs in different vision models; not the same underlying issue." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric lookup is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantized Qwen3Moe loading and kernels import/version validation are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Untied lm_head weights and incorrect visual-encoder keys are separate model-serialization bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window MoE behavior is unrelated to StableLmConfig pad_token_idx regression." + }, + { + "left": "issue:45704", + "right": "issue:47404", + "accept": false, + "reason": "Both are memory-related, but apex RMSNorm leak and device-map OOM from transient copies are different causes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading failures for unrelated models." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping config and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 is unrelated to bbox coordinate test flakiness." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes, but on different tokenizer classes and different task flows." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Serve KV-cache continuation indexing and static-cache seq-length arithmetic are different cache 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": 28, + "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-10000-537", + "nodes": [ + "issue:29159", + "issue:29925", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44387", + "issue:44464", + "issue:44534", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47254", + "issue:47317" + ], + "soft_pairs": [ + "issue:44464|issue:46858", + "issue:30064|issue:34634", + "issue:43316|issue:44913", + "issue:43452|issue:47020", + "issue:44671|issue:44743", + "issue:29159|issue:36032", + "issue:42915|issue:43322", + "issue:45479|issue:47317", + "issue:44387|issue:45701", + "issue:43540|issue:43782", + "issue:43873|issue:45704", + "issue:43531|issue:45759", + "issue:33357|issue:35707", + "issue:45632|issue:45684", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:44534|issue:46665", + "issue:46894|issue:47317", + "issue:43881|issue:44991", + "issue:43531|issue:46821", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:43531|issue:44589", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:29159|issue:29925" + ], + "prepared_review_unit_hash": "9457a90d9ae06a18a7b662545f9c3f53514f66c8f8608a7d60f77b563a980280", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35766, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are tokenizer/loading/config/quantization issues that only share vague wording, not a common bug or fix. I would not consolidate any of the soft edges into duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/caching, but one is compiled chunked generation output drift and the other is static-cache seq-length arithmetic on non-CUDA backends; different code paths." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Unrelated domains: segmentation-map processing versus Bark voice preset handling." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is an API shape mismatch in Gemma3TextConfig and the other is rotary_pct not persisting in GPTNeoXConfig reloads." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both touch tokenizer/model loading, but one is gguf_file handling in from_pretrained and the other is XLMRobertaTokenizer passing the wrong type into Unigram." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failures: CamemBERT MLM prediction changes versus Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "One is a generic slow/fast tokenizer inconsistency; the other is a T5 tokenizer attribute/method name conflict during load." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Quantization config failure for Qwen3MoE versus a Llava Next loading segmentation fault; no shared bug mechanism." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss reports, but they concern different models and different loss bugs; not the same concrete issue." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Memory/OOM regression under int4 quantization is unrelated to a tokenizer behavior change." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal paths: video input processing versus weight_only loading failure." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are separate problems." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Same broad Qwen family, but one is sliding-window behavior in MoE and the other is text_config unwrapping for multimodal config creation." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different failure modes: local cache-path collisions versus permissions propagation in save_pretrained." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is not the same as BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device-mapping cuda assert and GraniteSpeech local checkpoint loading with PEFT adapters are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk in v5 is a different issue from from_pretrained behaving inconsistently inside Python classes." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Training-loss bugs, but on different models with no evidence they share the same underlying double-shift defect." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure and est-roberta tokenizer loading failure are different model/load paths." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "One is MOE weight conversion under accelerate+deepspeed, the other is a checkpointing/PEFT ZeRO-3 error." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is different from BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is a processor attribute bug, not the Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash import warnings do not match an undefined-variable bug in multimodal token counting." + }, + { + "left": "issue:29159", + "right": "issue:29925", + "accept": false, + "reason": "The first is a general slow-vs-fast tokenizer inconsistency; the second is a SigLIP-specific use_fast enforcement 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": 28, + "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-10000-537", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43873", + "issue:43883", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46665", + "issue:46858", + "issue:47333", + "issue:47405" + ], + "soft_pairs": [ + "issue:34567|issue:35707", + "issue:44492|issue:44509", + "issue:43526|issue:43883", + "issue:43606|issue:43653", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45704|issue:47405", + "issue:43388|issue:45059", + "issue:44987|issue:45042", + "issue:43644|issue:46665", + "issue:44077|issue:44625", + "issue:45923|issue:47333", + "issue:45357|issue:46402", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:30064|issue:36010", + "issue:43421|issue:43927", + "issue:42886|issue:44843", + "issue:43746|issue:43873", + "issue:44625|issue:45479", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "79d0c45ffaffb59b829133fbfe9909d4d7918f2235f6ae98e2db2cd0fbf8ebf6", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34971, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated pairwise; the only clear duplicate is the Qwen2_5_VLProcessor batched `apply_chat_template(..., padding=False)` crash pair (#44514/#44545).", + "confidence": 0.8, + "canonical_issue_reason": "Issue #44514 is the better canonical report because it was opened earlier and has the fuller body for the same batched `apply_chat_template` crash with `padding=False`. #44545 appears to be the same bug, but #44514 is the cleaner anchor based on the metadata available.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44514 is the strongest issue candidate because it clearly names the failing code path and most completely describes the duplicate bug in the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Different subsystems and failures: token counting in trainer state vs generation with `inputs_embeds`/`past_key_values`." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "One is a typo in cache strategy docs; the other is a broader docs update about removed pipeline tasks." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different model components and bugs: Beit label reduction vs Molmo missing `all_tied_weights_keys`." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Both are CI/model loading issues, but the concrete failures differ: CPU offload device mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6 multimodal internals, but one is `from_config` unwrapping and the other is CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load regressions, but the affected models and described failure modes are not clearly the same code-path bug." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different areas: Qwen3Omni video-input validation vs static-cache sequence-length tensor arithmetic under torch.compile." + }, + { + "left": "issue:45704", + "right": "issue:47405", + "accept": false, + "reason": "Memory leak in T5 RMSNorm is unrelated to silent model-type mismatch during checkpoint conversion/loading." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Trainer metric-label trimming bug vs SAM3 PCS text/bbox interaction bug; no shared concrete failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different breakages: loading a specific model vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug is not the same as `from_pretrained` behaving inconsistently inside Python classes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated model/config issues." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "One is a missing gradient-checkpointing flag; the other is inability to save a disk-offloaded model." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both affect SAM3-related loading/saving, but one is wrong visual encoder keys on save and the other is missing text encoder weights on load." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are different code-path failures." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor conflict is a tokenizer API bug, not the same as a specific model failing to load." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and `trainer.evaluate()` after `trainer.train()` are different trainer behaviors." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading and sinq quantization round-trip failures are not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and `GenerationMixin` import failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates and DiaConfig custom token ID persistence are different tokenizer/config issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline tokenizer behavior, but one is cache loading on HF_HUB_OFFLINE and the other is an unconditional `model_info()` call in Mistral regex patching; not clearly the same defect." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading for PEFT adapters is distinct from quantization/offloading behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and single-label classification zero-loss behavior are different configuration/training bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: identical title, same batched `apply_chat_template` crash with `padding=False`, and the reports describe the same failure path." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise judgments are generally conservative, and the 44514/44545 duplicate call is plausible. However, the canonicalization rationale overstates the evidence: the packet supports that #44514 is earlier and has a clearer/longer body, but not that it has \"more discussion/context\"\u2014#44545 has higher discussion activity and more inbound references. Also, the claim about an exact reproducer is not evidenced in the packet metadata. Please soften those points." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44464", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44857", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858", + "issue:47020", + "issue:47050", + "issue:47337" + ], + "soft_pairs": [ + "issue:46655|issue:46693", + "issue:44995|issue:46858", + "issue:43381|issue:43844", + "issue:39692|issue:43493", + "issue:44464|issue:47050", + "issue:43421|issue:43653", + "issue:43673|issue:47337", + "issue:45081|issue:45356", + "issue:43782|issue:45381", + "issue:44368|issue:45357", + "issue:46032|issue:46463", + "issue:43421|issue:44186", + "issue:44857|issue:47050", + "issue:43994|issue:44671", + "issue:39692|issue:47050", + "issue:39692|issue:43873", + "issue:45356|issue:45907", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:43819", + "issue:43295|issue:45834", + "issue:44821|issue:45084", + "issue:44220|issue:44661", + "issue:44488|issue:47020", + "issue:44062|issue:44488", + "issue:30064|issue:36331", + "issue:45072|issue:47050", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "f43a4d89be480a7d5e21371e92beb990418ee453f14589e8393acf12958ddaf2", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36420, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it spans tokenizer/processor regressions, generation/cache bugs, quantization/offloading, vision/video models, and unrelated training/CI issues. I found no soft pair that looks like the same underlying bug, so all candidate merges are rejected.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43873 has the broadest user impact and the strongest discussion/reference activity, making it the most reasonable representative issue for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central triage candidate here because it is active, broadly scoped, and likely to attract related reports in the same area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding bug and FA2 long-context performance regression are different code paths and symptoms." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/index behavior, but one is a stale indexer cache on second forward while the other is a device-tensor seq-length arithmetic issue in static cache + torch.compile." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated training/runtime problems." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "A documentation example error is not the same bug as a HF-vs-JAX SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation with compiled forward and ONNX export dtype mismatch are distinct failure modes." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime post-processor refresh for modified special tokens is a different issue from BigBirdTokenizer missing mask-token registration." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to a bbox-range flaky test." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex handling, but one crashes on a backend_tokenizer attribute and the other reports codec handling/regression warnings in a different model path." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different model-specific bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 decoder-input validation error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processing updates and LayoutLMv2 NER padding/truncation crashes do not share the same underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "AMP loss crash and fp16 ONNX attention dtype mismatch are different precision/export paths." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 pipeline outputs versus CamemBERT masked-LM predictions." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Documentation/model mismatch is not the same as an fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/model issues and quantization offloading problems are not the same code-path bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel under ZeRO-3 init and audio fbank extraction failure are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC from_latents vs forward mismatch are different model bugs." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input reports, but they affect different Qwen models and different stages (processor vs chat template)." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "No shared code path: Bamba compile+SDPA versus DAC latent reconstruction." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 long-OCR index error are different features and failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading AutoImageProcessor from URL and a compiler template-node TypeError are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES add-new-model-like behavior do not share the same bug." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Loading a specific model name and passing a dict to Unigram during XLMRobertaTokenizer init are different tokenizer-loading failures." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication and a model-load failure are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation map processing and Trainer.compute_loss signature mismatch are not the same issue." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Bfloat16 inference dtype mismatches in model wrappers are distinct from fp16 ONNX export attention mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading 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": 28, + "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-10000-537", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43756", + "issue:43819", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45381", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46650", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47405" + ], + "soft_pairs": [ + "issue:43531|issue:43643", + "issue:41720|issue:44991", + "issue:43526|issue:43881", + "issue:45381|issue:46693", + "issue:43540|issue:44008", + "issue:43611|issue:46665", + "issue:46829|issue:46832", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:46650|issue:47405", + "issue:34634|issue:36010", + "issue:44008|issue:46858", + "issue:44991|issue:47020", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:44561|issue:45020", + "issue:45987|issue:46829", + "issue:39692|issue:45834", + "issue:43335|issue:43756", + "issue:44186|issue:44442", + "issue:45987|issue:46932", + "issue:44448|issue:44671", + "issue:44805|issue:44936", + "issue:43322|issue:45685", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:43618|issue:43697", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "8b10606bf5440c207f8bf3b543f466b770be8eda5e8fb362edf146afdeb394a9", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share surface wording (tokenizers, video, remote_code, v5 regressions) but describe different code paths and fixes. I do not see a true duplicate pair or a single coherent canonical issue/PR for the set.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and trust_remote_code config fields are unrelated failures." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to a tokenizer load failure for est-roberta." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT Fast label reduction and glm-4v-9b loading are different model components and bugs." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position ids and FA2 long-context performance regression are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video processing error in Qwen3OmniMoe and Gemma3n variable-name collision are distinct failures." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading breakage and from_pretrained behavior inside classes are different code paths." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Wrong hidden_states output and RT-DETR feature-level TypeError are unrelated model bugs." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC.from_latents mismatch are separate tokenizer vs audio-model issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and Perceiver non-default resolution failures are different preprocessing bugs." + }, + { + "left": "issue:46650", + "right": "issue:47405", + "accept": false, + "reason": "save_pretrained reverse-rename corruption and silent model_type mismatch loading are different serialization/loading problems." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import error affect different APIs and failure modes." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n audio_mel_mask collision is unrelated to StaticCache sequence-length tensor semantics." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading for one model and XLMRobertaTokenizer passing a dict to Unigram are not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "HF offline model_info call and Mistral backend_tokenizer AttributeError come from different helper functions." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields in trust_remote_code configs and strict granite_speech config validation are different loading issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is an is_torch_fx_available removal and the other is a broader recent-regression report." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache.get_seq_length return type and VideoPrism hidden_states output are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation errors and Kosmos2.5 OCR index error are different model-specific problems." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are unrelated architecture bugs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing on FastSpeech2Conformer are distinct tokenizer issues." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq length tensor return and Gemma4 quantized-embedder dtype casting are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus and CamemBERT v5 output changes are separate model regressions, not one fixable code-path bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate after train are not the same underlying defect." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MPS histogram_int error affect different subsystems." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and transformers.pipelines import requiring kernels revision are unrelated dependency issues." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5-VL chat-template/video token mismatch and T5 decoder-input validation messaging are different model behaviors." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 differing outputs are distinct model output issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Gemma3n audio mask collision are separate multimodal 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": 28, + "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-10000-537", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44811", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45584", + "issue:45834", + "issue:46032", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46752", + "issue:46846", + "issue:47254", + "issue:47276", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:45584|issue:45834", + "issue:43550|issue:45072", + "issue:43421|issue:44811", + "issue:44479|issue:45834", + "issue:46752|issue:47337", + "issue:45183|issue:45479", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43577|issue:43818", + "issue:43582|issue:46512", + "issue:45563|issue:47276", + "issue:44610|issue:45072", + "issue:43645|issue:46665", + "issue:28218|issue:29159", + "issue:34634|issue:36331", + "issue:43720|issue:45072", + "issue:43540|issue:45381", + "issue:43749|issue:44291", + "issue:43931|issue:46846", + "issue:47276|issue:47337", + "issue:47254|issue:47333", + "issue:42175|issue:45081", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:43742|issue:45020", + "issue:46697|issue:46728" + ], + "prepared_review_unit_hash": "501630ba6949c48219bf3ed9e55322246a2c6270bc04a2d039f1d3f0343bf21e", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: mostly unrelated Transformers bug reports that share broad loading/tokenizer/regression language but not the same concrete defect. No soft pair looks like a true duplicate; 45020 is only a weak umbrella canonical because it is the broadest cross-cutting regression report.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set, covering a general recent-version regression pattern rather than one narrow product/model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best available representative for the cluster, but only weakly so because the items are not true duplicates of one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: CPU offload device mismatch in Bark vs bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are runtime errors, but the code paths differ completely: Whisper empty-transcription handling vs Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated issues: torch.compile/SDPA failure in Bamba vs dtype mismatch warnings in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizers/processors, but one is runtime special-token post-processing and the other is batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal regressions in different models and input paths; no shared concrete bug." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Both are IndexErrors, but the causes are unrelated: empty chat template input vs flaky bbox-range validation." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation/XOR error messaging vs a classification-loss bug; not the same underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen-family failures with different triggers: weight_only loading vs flash-attention generation." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern loading behavior, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model-specific problems: BLIP2 dtype propagation vs Video-LLaVA architecture/weight sharing." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in warmup vs stale model.config.dtype after from_config; related theme, but not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but they refer to different warnings in different generation modes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch vs dtype mismatch; different subsystems and symptoms." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization contexts, but the notebook custom-model issue is distinct from from_pretrained inside Python classes." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The second is a broad slow/fast tokenizer inconsistency report; the first is a specific added-token spacing bug. Similar area, not the same defect." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: BarkProcessor voice preset handling vs Trainer compute_loss signature change." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from dtype mismatch inference bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input related, but they affect different Qwen model families and different validation/position-id logic." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different initialization/loading failures: FSDP CPU RAM efficient loading vs init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3-VL load/shape issues, but one is a specific weight-shape mismatch and the other is TP-plan omissions causing OOM/shape errors." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "No shared bug: a stale warning text vs a flaky bbox coordinate validation error." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Both mention memory/checkpoint/offload contexts, but the concrete failures are different and not mergeable as one fix." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Completely different domains: packaging backend selection vs a tokenizer regex patch crash." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a misleading pipeline error message; the other is a model output quality/problem-loading issue." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths entirely: metrics gathering on final batch vs Mamba cache correctness." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A single model loading KeyError is not the same underlying issue as a broad remote_code regression." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-sizing/counting bugs, but they involve different processors and different calculations." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44671", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45701", + "issue:46175", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46851", + "issue:46932", + "issue:47217", + "issue:47254", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:44671|issue:45701", + "issue:42915|issue:47333", + "issue:47254|issue:47332", + "issue:44589|issue:45042", + "issue:43782|issue:45325", + "issue:43577|issue:43582", + "issue:36010|issue:43645", + "issue:43262|issue:47217", + "issue:46851|issue:47337", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:46175|issue:46932", + "issue:43582|issue:44857", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:45003|issue:46285", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43825|issue:43827", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:42915|issue:44821", + "issue:44060|issue:44368" + ], + "prepared_review_unit_hash": "cf156bcfe1016941ffcb7d4c212c5a7c0e2e051f41bf7b715c1dedcfb2baf11b", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35640, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs across tokenization, quantization, model loading, training, vision/audio processors, and docs. No duplicate group stands out as a single underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not share one concrete bug or code path; they are a grab bag of unrelated failures.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No best issue: none of these issues is a clear umbrella duplicate target for the rest.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: CamemBERT masked-LM prediction bug vs a version-dependent tokenization change." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 config error vs disk-offloaded Qwen3-30B save issue." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Different code paths: PEFT/DeepSpeed ZeRO-3 checkpointing error vs offloaded Qwen3-VL save failure." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: Float8 storage lookup error vs PIL image processors requiring torchvision." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different VL bugs: Qwen3VL weight_only load error vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different components: Blip2 dtype casting bug vs Apple Silicon caching warmup TypeError." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different failures: GenerationMixin import error vs Jupyter custom model initialization breakage." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Different areas: audio chat template sampling-rate default vs VL image placeholder handling." + }, + { + "left": "issue:46851", + "right": "issue:47337", + "accept": false, + "reason": "Different bugs: Qwen3.5 variable-length position_ids vs flaky bbox range assertion." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems: audio processor chat template vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: BigBirdTokenizer special-token decode bug vs MXFP4 quantization fallback." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Same family, but not the same bug: Gemma4 vision embedder memory blowup vs quantized embedder dtype casting." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different issues: Apple Silicon warmup TypeError vs LwDetr float16 AMP crash." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different API breakages: GenerationMixin import failure vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding_window bug vs torchvision dependency regression in PIL processors." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different concerns: unsafe sys.modules access vs CLIP text model structure inconsistency." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer/processor bugs: missing ReasoningEffort import vs continue_final_message behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different models and paths: torch.compile SDPA failure vs MXFP4 quantization loading issue." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: ZeRO-3 with non-pretrained Bert vs evaluate-after-train regression." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency regressions: missing TensorFlow in torch install vs kernels version/revision requirement on pipelines import." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to pipeline deprecation, but one is a runtime error message and the other is documentation drift, not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC.from_latents mismatch vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different Qwen3 issues: accelerate+deepspeed weight conversion vs undefined video-branch helpers." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading failures affecting different models and mechanisms." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different tokenizer/serve bugs: Mistral regex patch crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 config failure vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different models and symptoms; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:28370", + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43854", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:47020", + "issue:47050", + "issue:47333" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43257|issue:43696", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:45084|issue:45538", + "issue:45859|issue:47050", + "issue:28370|issue:29159", + "issue:43906|issue:46209", + "issue:38175|issue:44610", + "issue:42915|issue:43742", + "issue:43643|issue:45759", + "issue:44291|issue:45042", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:34567|issue:40990", + "issue:39692|issue:44912", + "issue:43329|issue:43450", + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:45081|issue:47020", + "issue:29159|issue:34567", + "issue:43257|issue:43931", + "issue:43425|issue:46291", + "issue:44987|issue:45538", + "issue:44291|issue:44821", + "issue:43525|issue:46291" + ], + "prepared_review_unit_hash": "bd6d67a0b3e01a3dad2358775f739046db8f5f21ddaa9a813af6047b0a475db9", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35880, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, multimodal/video, quantization, model-loading, training-state, and OOM issues. All soft-edge pairs should be rejected as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are about different code paths and failure modes, so there is no safe duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 29159 is the broadest/tokenizer-related entry, but it still does not represent the rest of the cluster well enough to serve as a true global canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output divergence." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading issue vs a GPT-oss CUDA OOM; unrelated failures." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Model loading/test failure vs flash-attention generation regression; different symptoms and code paths." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading vs Whisper batch_decode token skipping; not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error vs CLIPTokenizer max-length bug; unrelated subsystems." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload rotary embedding problem vs ONNX attention dtype mismatch; different code paths." + }, + { + "left": "issue:28370", + "right": "issue:29159", + "accept": false, + "reason": "Both tokenizer-related, but one is a missing vocab_file attribute and the other is slow/fast inconsistency; not the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an earlier issue vs FP8 inference failing on B200; unrelated specific problems." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probability output vs OmDet-Turbo processor/model shape mismatch; different models and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs MobileLLM key error; separate loading issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig vs composite Qwen multimodal from_config unwrapping; related API area, but different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling vs PIL image processors incorrectly requiring torchvision; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate default vs Whisper batch_decode skip_special_tokens; different processor behaviors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined helper variables in multimodal token counting vs a broader video-input regression; not enough evidence they are the same fix." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning vs Qwen3 MoE weight conversion; unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting bug vs stale auto_mappings config references; different areas." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction bug vs MPS attention correctness issue; unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating vs high perplexity on gpt-oss; different problem domains." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation example errors vs MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined multimodal-token video helpers vs batched video processor shape bug; both video-related but different defects." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Quantization memory reservation/OOM regression vs Sam3Video OOM; same symptom class, but not the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Missing Float8 storage type vs saving a disk-offloaded Qwen3 model; unrelated loading/offload issues." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash vs XLMRobertaTokenizer Unigram sequence mismatch; both tokenizer bugs, but different root causes." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs TrainerState token counting; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate+deepspeed vs Qwen3-VL weight-shape mismatch; different model-loading failures." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels package import requirement; separate dependency issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast under transformers>=5.1 vs CLIPTokenizer max_length misuse; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights TypeError vs AutoImageProcessor URL loading failure; different APIs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs kernels import version/revision requirement; 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": 28, + "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-10000-537", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45127", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45488", + "issue:45538", + "issue:45803", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46869", + "issue:47145", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:45459|issue:45803", + "issue:44912|issue:47145", + "issue:43540|issue:46701", + "issue:43742|issue:44291", + "issue:43454|issue:43577", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:28282|issue:29870", + "issue:46421|issue:46424", + "issue:33357|issue:34567", + "issue:43650|issue:43906", + "issue:42175|issue:43824", + "issue:44589|issue:47332", + "issue:43531|issue:44821", + "issue:44568|issue:45356", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:44936|issue:46821", + "issue:24643|issue:29159", + "issue:43404|issue:45127", + "issue:43582|issue:47254", + "issue:44568|issue:45488", + "issue:43697|issue:45357", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:28282|issue:29127" + ], + "prepared_review_unit_hash": "2605807bc42e51e29b6ea681a4b5f2cf58426ad36891b9ffdc8cb2b9a2ce62db", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35595, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster, not a duplicate set. The soft pairs mostly share broad themes (tokenizers, loading, quantization, training, caching) but point to different models, code paths, and fixes, so none should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is safe here: the items span unrelated bugs and regressions across tokenization, model loading, quantization, training, and offloading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global canonical; the soft matches look like false positives rather than one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern error handling, but they hit different functions and different bugs: protobuf decode fallback vs a bare except swallowing interrupts in Fuyu tensor conversion." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/loading regressions, but one is MXFP4 falling back to bf16 and the other is FP8 frozen checkpoints skipping weight_scale; different formats and failure modes." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal pipeline failures, but they affect different models and different processing paths (Qwen3OmniMoe video input vs DiffusionGemma image-text-to-text output)." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "These are unrelated load-time TypeErrors: missing MobileLLM key handling vs init_empty_weights receiving an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both mention model loading behavior, but one is a missing lm_head tie in AyaVision/Mistral3 and the other is dtype propagation in BLIP-2; not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "These are different memory-related issues: FSDP CPU RAM efficient loading vs mmap causing OOM on Strix Halo." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is a missing PyTorch dependency ImportError, the other is a model-specific loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "A missing-library ImportError and a BART generate UnboundLocalError are not the same underlying problem." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache configuration, but one is lazy-init causing spurious recompilation and the other is max_cache_length only being honored for Quantized Cache." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "These are completely different issues: a MacOS bus error in CLIP loading vs TrainerState not updating num_input_tokens_seen." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No clear shared bug is visible; one report is vague ('ADD THE DATA') and the other is an isolated reproduction of a separate issue." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging for pip install '.[torch]' is unrelated to the missing Qwen2.5 VL import error." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "These are different problems: missing Float8 storage type vs failure to save a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and an AutoImageProcessor URL-loading problem do not share a concrete code path." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different root causes; same broad subsystem is not enough." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "A Qwen3MoE FP8 config failure and CLIPTokenizer's max_length constant are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is video-input breakage for Qwen VL models and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train interaction and TimesFM window_size AttributeError are different failures with different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings/lm_head, but one is a missing tie in a model class and the other is LoRA merging with extended vocab; different fix surfaces." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and PEFT + ZeRO-3 checkpointing errors are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is LlamaTokenizer overriding the tokenizer.json pre-tokenizer." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained key corruption are different model-specific regressions." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading errors, but different concrete causes: duplicate 'special' argument vs est-roberta tokenizer loading failure." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch in the environment and a LayoutLMv3 error-message clarity issue 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": 28, + "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-10000-537", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:28370", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44589", + "issue:44792", + "issue:44849", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46463", + "issue:46512", + "issue:46701", + "issue:46832", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:45137|issue:45405", + "issue:44857|issue:46832", + "issue:39379|issue:44554", + "issue:42915|issue:43749", + "issue:43540|issue:44560", + "issue:41720|issue:43540", + "issue:43540|issue:44479", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:34567|issue:36331", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:44062|issue:45081", + "issue:44479|issue:45381", + "issue:43577|issue:46512", + "issue:42175|issue:44488", + "issue:43742|issue:44589", + "issue:38175|issue:44898", + "issue:43493|issue:43994", + "issue:28282|issue:28370", + "issue:44987|issue:45907", + "issue:44792|issue:44964", + "issue:44849|issue:45701", + "issue:43742|issue:47333", + "issue:43716|issue:46701", + "issue:43756|issue:45325", + "issue:45823|issue:46463" + ], + "prepared_review_unit_hash": "1752ebfd3495ba3ec16d373c8edc131a8252fa46f744399979f4c1e37e3177d6", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35099, + "estimated_input_tokens": 8775, + "estimated_eval_tokens": 17806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and contains several unrelated bug reports. I only see two true duplicate-style subclusters: Qwen2.5-VL/Qwen video-position regressions (44479 \u2194 45381) and SigLIP2 correctness discrepancies (43493 \u2194 43994).", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it splits into distinct subtopics, with most pairs clearly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue overall because it anchors a broad, concrete Qwen video-input regression and has a close duplicate candidate in 45381.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure vs a PEFT version bump; completely different problems." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR-family, but one is an AMP/CUDA loss crash and the other is a backbone/feature-level mismatch in forward; not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different models and different code paths: mllama mask handling vs MPS attention correctness." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe vs FSDP CPU RAM-efficient loading; unrelated training/runtime issues." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video input, but the models and failure modes differ; not enough evidence of one shared underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping CUDA assert vs video-processing ValueError; different subsystems and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related broad area, but the model families and reported regressions are not clearly the same concrete code-path problem." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "FP8 training failure vs disk-offloaded model save failure; unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency vs Mistral regex/tokenizer backend crash; unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting bug vs custom compute_loss signature breakage; different trainer issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading issue vs Apple Silicon allocator TypeError; no shared bug path." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta vs missing PyTorch import error; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-related failures with different root causes." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL/Qwen video-position-id regression in video input handling; one is the broader regression report, the other a specific manifestation." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is model/qformer dtype initialization, the other is stale config.dtype after from_config; related theme but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend installation packaging issue vs a model-loading failure; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM load key error vs Float8 storage lookup failure; different problems." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero-probability output vs Perceiver non-default-resolution failure; unrelated model behaviors." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 correctness issue: HF output disagrees with expected/original behavior and produces bad results in AutoModel/pipeline." + }, + { + "left": "issue:28282", + "right": "issue:28370", + "accept": false, + "reason": "PyTorch import requirement vs missing vocab_file for custom SentencePiece models; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a specific model vs repository listing revision forwarding; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model load/test failures with no clear shared code-path." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs tokenization changes across versions; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Load-time key error vs disk-offloaded save failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch vs DiffusionGemma pipeline failure; different models and failures." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout vs Qwen2.5-VL temporal position scaling; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-mapping mismatch vs T5 decoder-input validation error; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the issue titles and descriptions: 44479 \u2194 45381 both concern Qwen video-position-id/video-input regressions, and 43493 \u2194 43994 both describe SigLIP2 correctness discrepancies. The remaining soft-edge rejections are appropriately cautious, and the cluster-level summary does not overclaim a single canonical issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:41762", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44756", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45405", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47404", + "issue:47405" + ], + "soft_pairs": [ + "issue:45672|issue:45674", + "issue:43756|issue:46399", + "issue:43257|issue:43756", + "issue:44737|issue:46463", + "issue:46463|issue:47276", + "issue:45405|issue:45600", + "issue:43577|issue:45072", + "issue:44625|issue:44877", + "issue:43257|issue:47405", + "issue:43906|issue:46693", + "issue:43742|issue:47332", + "issue:44568|issue:46491", + "issue:43540|issue:46693", + "issue:44466|issue:45005", + "issue:43452|issue:44488", + "issue:24643|issue:29870", + "issue:46463|issue:46899", + "issue:41762|issue:44936", + "issue:44821|issue:46821", + "issue:43906|issue:46468", + "issue:43452|issue:44843", + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:46829", + "issue:43653|issue:44361", + "issue:44737|issue:45588", + "issue:44756|issue:47404", + "issue:46846|issue:47404" + ], + "prepared_review_unit_hash": "77be32225aed453da8bc3ae08af2726d4633466e19780c9e2dffc767721f01f1", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36977, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem/model family and should stay separate. The only plausible duplicate pair is the tied-weights regression reports in v5: 44466 and 45005.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44466 is the clearest, most concrete tied-weights regression report, with a specific device-dependent serialization symptom; 45005 is broader and less focused.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best representative issue in this set because it names the concrete failure mode and regression surface most clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/quantization bugs, but they affect different modules and failure modes: uint8 audio embedders vs llm_int8_skip_modules clearing lm_head exclusion." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different rotary-attention problems: missing RoPE layers in Smollm3 vs a kernel registration/decorator crash in Qwen3.5." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug and T5 decoder-input error message are unrelated code paths." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "One is T5 validation messaging, the other is a continuous-batching warning; same theme, different bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Release/version pinning and auto-mapping references to removed configs are separate CI issues." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they involve different model families and loading/inference paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config handling, but one is num_labels propagation and the other is strict config loading for granite_speech." + }, + { + "left": "issue:43257", + "right": "issue:47405", + "accept": false, + "reason": "Both involve loading/conversion, but one is DeepSpeed/accelerate MoE conversion and the other is silent wrong-Auto-class conversion skip." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of another issue is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different load/save paths: MobileLLM key error vs saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion and the other is CodeLlama leading-space round-trip behavior." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to FA2 generation performance regression." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights regression in v5: inconsistent lm_head/tied-weight serialization across model/device setups." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but the reported surfaces and likely causes are different." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and BART generate() UnboundLocalError are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and trainer.evaluate() after train() failure do not share a concrete code path." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size handling are separate bugs." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction issue and a broken official Nemotron example are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage and offline-mode model_info() calls in _patch_mistral_regex are different tokenizer/loading issues." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_state behavior and Qwen3.5 TP-plan omissions are distinct distributed-training bugs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload losing rotary_pct and a TypeError in rope-param conversion are related only at a high level." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver interpolate_pos_encoding are unrelated model-loading issues." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output differences and VideoPrism hidden_states mapping are different output-shape/semantics bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer special-token registration and MLuke task AttributeError are not the same failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding on CPU and flash_attention s_aux=None crashes are unrelated." + }, + { + "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 conversion transients during loading." + }, + { + "left": "issue:46846", + "right": "issue:47404", + "accept": false, + "reason": "TP-plan shape/OOM issues and conversion-op transient OOMs are different loading/training problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet, and the one accepted pair (44466/45005) is a conservative duplicate call based on the shared tied-weights v5 regression theme. The other pairwise rejections are also phrased cautiously and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:33666", + "issue:36010", + "issue:38175", + "issue:40444", + "issue:43295", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44756", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46701", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013", + "issue:47332" + ], + "soft_pairs": [ + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:45357|issue:45920", + "issue:44756|issue:47332", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:40444|issue:44811", + "issue:44843|issue:44991", + "issue:43572|issue:43643", + "issue:45372|issue:46170", + "issue:43761|issue:47013", + "issue:44857|issue:47000", + "issue:43688|issue:45701", + "issue:43688|issue:45704", + "issue:43646|issue:43749", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:43653|issue:43927", + "issue:33666|issue:36010", + "issue:43756|issue:46402", + "issue:46832|issue:46932", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43653|issue:44568" + ], + "prepared_review_unit_hash": "646fb26a7b0430dcc13917191ae1071ffacb937624ae1710dd51b4c16e9ca988", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35992, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share superficial themes (tokenizers, configs, model regressions, loading), but they are not the same underlying bug/change. I would reject every soft edge and treat these as separate issues.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits; the items are a mixed set of unrelated regressions and model-specific bugs rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a good global representative for deduplication because the cluster does not share one concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: position-id/key mismatch vs quantized model save/load breakage." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer failures, but for different tokenizer classes and different failure points." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unrelated: zero-probability output in a vision model vs processor/tokenizer API regression." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Serialization of Qwen3.5 visual encoder keys is not the same as wrong token IDs from AutoTokenizer." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "OOM/mmap behavior on one system is unrelated to saving a disk-offloaded model." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and code paths: RT-DETR output mismatch vs Qwen3.5 checkpoint save regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM loading are separate training/loading issues." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Both involve multimodal processing, but iterable dataset image handling and Whisper batch decode are distinct bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() call in Mistral regex patch is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43572", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is a config attr regression and the other is trust_remote_code returning incomplete configs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency/import failures affecting different platforms and subsystems." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both are state/outputs regressions, but CLIPVision hidden_states and xLSTM unpacking are unrelated code paths." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different RT-DETR loss failures: AMP float16 crash vs infeasible cost matrix." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Training loss normalization is unrelated to a T5 RMSNorm memory leak." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is not the same as FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id missing is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import issues, but TensorBoard-without-TF and tensorflow_text backend mapping are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer and DiaConfig token-ID persistence are separate model-specific problems." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are different model defects." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but the failing behavior and root cause are different." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation under compilation and xLSTM recurrent-state reset are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are unrelated Qwen3.5 issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA crash in Bamba is unrelated to MLukeTokenizer task failures." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but they affect different tokenizers and different token types; too broad to dedupe." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:28370", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43334", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:43761|issue:46829", + "issue:43452|issue:43577", + "issue:33666|issue:36331", + "issue:41720|issue:44464", + "issue:42898|issue:46491", + "issue:28370|issue:34567", + "issue:44466|issue:46050", + "issue:43504|issue:43550", + "issue:44977|issue:46693", + "issue:32090|issue:33666", + "issue:44464|issue:44977", + "issue:45405|issue:47254", + "issue:43606|issue:43927", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:43504|issue:43720", + "issue:43688|issue:45440", + "issue:43278|issue:43688", + "issue:43643|issue:44561", + "issue:44734|issue:46612", + "issue:43720|issue:44361", + "issue:43504|issue:44610", + "issue:44625|issue:47276", + "issue:43525|issue:43572", + "issue:43577|issue:44554", + "issue:44484|issue:44704", + "issue:44964|issue:45405", + "issue:43611|issue:46846", + "issue:45823|issue:46050", + "issue:43334|issue:45759" + ], + "prepared_review_unit_hash": "28d40fbb4f7510c42be7908da8c52ca2518f2c291959255035afc9720ab211c7", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely semantically similar: most items are unrelated Transformers bugs/regressions across tokenizers, configs, generation, training, loading, and serialization. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items do not share one underlying defect and span many distinct code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for duplicate triage; the cluster is too heterogeneous to represent one bug cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve hidden states, but one is missing hidden_states entirely while the other misplaces last_hidden_state in ImageClassifierOutput; different bugs/code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file vs BLIP2 dtype propagation; unrelated failure modes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training vs a custom compute_loss signature error; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert with auto device mapping vs inconsistent chunked generation under compile; different generation/runtime issues." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both touch tokenization behavior, but one is a v5 cleanup-spaces policy change and the other is a CodeLlama leading-space regression." + }, + { + "left": "issue:28370", + "right": "issue:34567", + "accept": false, + "reason": "SentencePiece vocab_file omission vs TrainerState token counter not updating; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization tied to device vs quantized sinq save/load breakage; different serialization problems." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy config-field load failure vs torch.compile SDPA issue; different subsystems." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention correctness issue for Qwen3.5 vs a performance regression with FA2 long-context generation; not the same defect." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "GPU broadcast NoneType error in Trainer vs Qwen2-VL multi-GPU training; too broad and different symptoms." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch vs flash-attention generation bug; distinct code paths." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT minimum version bump vs PEFT/DeepSpeed checkpointing error; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs config token-id loss after save/load; different areas and outcomes." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "weight_only loading error for Qwen3VL vs FA2 performance regression; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading bug vs DiaConfig token-ID persistence bug; not duplicates." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field pretrained loading vs packed-weight accelerate loading; different model families and failures." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization vs DeepSeekV3 native/remote implementation divergence; different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluate vs MoE auxiliary-loss normalization; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code vs removal of is_torch_fx_available breaking trust_remote_code models; different missing behavior." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV cache continuation indexing crash in serve vs beam search cache reorder skipped for stateful models; different generation bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight accelerate loading bug vs MLukeTokenizer task AttributeError; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field pretrained loading vs processor/model input-size mismatch; different artifacts and fixes." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "num_labels propagation bug in Qwen3.5 configs vs a misleading synced_gpus warning message; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs missing pad_token_idx on StableLmConfig; similar theme but different model configs and fields, not one bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype persistence vs MPS attention correctness when value head dim differs; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question vs AutoProcessor cached_file kwargs forwarding bug; not duplicates." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure vs PEFT version bump issue; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression vs missing linear_attn tensor-parallel plan entries; different configs and failure modes." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch vs sinq save/load breakage; different code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id in text config vs composite Qwen 3.5/3.6 from_config not unwrapping text_config; related family, but distinct 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": 28, + "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-10000-537", + "nodes": [ + "issue:28218", + "issue:29925", + "issue:33357", + "issue:39692", + "issue:42490", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45520", + "issue:45812", + "issue:46002", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:28218|issue:33357", + "issue:44514|issue:45290", + "issue:43334|issue:43572", + "issue:39692|issue:43295", + "issue:43994|issue:46192", + "issue:44488|issue:44843", + "issue:44977|issue:46209", + "issue:45405|issue:47332", + "issue:43257|issue:47404", + "issue:43493|issue:43825", + "issue:42796|issue:44977", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43646|issue:44466", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:44568|issue:46489", + "issue:44568|issue:45812", + "issue:43278|issue:43701", + "issue:28218|issue:29925", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43873|issue:47404", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:46209|issue:46710", + "issue:42490|issue:43696" + ], + "prepared_review_unit_hash": "70f8e9e87000df56758c0849ce644ebb8583e60beffa8c2281bdd05eaa613dc0", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36628, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: it mixes unrelated tokenizer, vision-language, offloading, config, and training regressions. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue; the items span unrelated bugs across tokenization, VL, offloading, and training.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is too heterogeneous to use one issue as a representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs CLIP model bus error on macOS; different symptoms and code paths." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the failures are on different inputs and likely different root causes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing config fields; only superficially similar." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors vs processor/tokenizer regression in custom model code; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs vs ignored return_tensors argument; unrelated behavior." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for a specific repo vs offline-mode hub lookup regression; different causes." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation issue vs FP8 inference OOM; different backend problems." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "Dependency version bump issue vs disk-offload save failure; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:47404", + "accept": false, + "reason": "MoE weight conversion/loading issue vs transient GPU OOM during device_map loading; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline error-message regression; different areas entirely." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling vs Qwen flash-attention generation; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field vs init_empty_weights argument mismatch; different regressions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load token ID loss vs tokenizer task AttributeError; not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage vs device-dependent serialization inconsistency; distinct issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "NaNs in Gemma3 embeddings vs NaNs in classification heads; different models and mechanisms." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and likely different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mdeberta special-token regression vs Granite token-ID regression; separate model-specific bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Dtype change in evaluation vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29925", + "accept": false, + "reason": "Generic added-token spacing bug vs SigLIP fast-tokenizer enforcement issue; not the same underlying problem." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs DeepSpeed gradient anomaly; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Evaluation dtype drift vs ZeRO-3 gradient growth; different failure modes." + }, + { + "left": "issue:43873", + "right": "issue:47404", + "accept": false, + "reason": "Broad offloading/quantization complaint vs a specific max_memory packing OOM path; too different to merge." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading bug vs CPU-offload device mismatch; separate model/loading issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure vs flash_attn import KeyError on Python 3.13; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen import vs float8 storage type error; different code paths." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute error vs RT-DETR feature-level mismatch; unrelated model bugs." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Inference OOM on B200 vs accuracy regression after upgrade; different symptoms and fixes." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning vs GPT-oss CUDA OOM; 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": 28, + "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-10000-537", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42947", + "issue:43295", + "issue:43381", + "issue:43450", + "issue:43493", + "issue:43504", + "issue:43606", + "issue:43653", + "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:46832", + "issue:47013", + "issue:47145", + "issue:47254", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:44493|issue:46285", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:15354|issue:38175", + "issue:45245|issue:46710", + "issue:44464|issue:45584", + "issue:44849|issue:45357", + "issue:45084|issue:45520", + "issue:47013|issue:47254", + "issue:44423|issue:44734", + "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:44849|issue:46209", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44849|issue:47145", + "issue:43937|issue:46701", + "issue:47332|issue:47404", + "issue:43295|issue:43450" + ], + "prepared_review_unit_hash": "9d04bca6623cf5368bc75e8d93ff0a4f7299e8a943a26301c560bb6e78e424c6", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36013, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated transformer issues; the soft-similarity pairs are not true duplicates and no PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest and most discussed item here, but the set is too heterogeneous to support a real duplicate-canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model loading bugs: legacy field in BEiT semantic segmentation vs BigBird special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device issues, but one is CPU offload mismatch in bark-small and the other is a GraniteSpeech CI test regression." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 inference quality regression is unrelated to a generic position-id key mismatch affecting many models." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key with position id is a different failure mode from CLIP class structure divergence after v5.6." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different code paths: dtype mismatches in inference wrappers vs RT-DETR backbone feature-level shape handling." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior is not the same as broken save/load for sinq-quantized models." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error is unrelated to the DeepSeek-R1 accuracy regression." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is a different bug from Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug in Qwen3.5 is unrelated to save_pretrained writing wrong visual-encoder keys." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "Both involve checkpointing, but xLSTM unpacking in train mode is not the same as PEFT+DeepSpeed CheckpointError." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation crash are different serve endpoints and different failure mechanisms." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT LoRA checkpointing ineffectiveness is distinct from checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM during multi-GPU inference is different from a device mismatch in Gemma4 PLE forward." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200 GPUs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient anomaly is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less model crash is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for flash attention support is unrelated to meta-device model-loading breakage." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Auto device-mapping CUDA assert on Qwen3 is unrelated to a later accuracy regression in a different model/version." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Hidden-states bug is not the same as missing weight_scale application in FP8 compressed-tensors checkpoints." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:47332", + "right": "issue:47404", + "accept": false, + "reason": "Disk-offload save failure and loading OOM from transient conversion ops are different offloading phases and bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression with image inputs is unrelated to batched video-processor shape 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": 28, + "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-10000-537", + "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", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "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" + ], + "soft_pairs": [ + "issue:44977|issue:46701", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:45072|issue:45198", + "issue:43404|issue:46710", + "issue:45588|issue:45759", + "issue:44869|issue:46752", + "issue:43572|issue:46821", + "issue:43295|issue:43873", + "issue:29942|issue:30333", + "issue:43572|issue:43957", + "issue:45406|issue:46121", + "issue:28370|issue:34689", + "issue:43540|issue:45200", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:44186|issue:46192", + "issue:37428|issue:43824", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:43334|issue:43525", + "issue:45200|issue:45823", + "issue:45520|issue:46178", + "issue:42915|issue:43824", + "issue:27957|issue:28370", + "issue:43295|issue:43493", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:29870|issue:29942", + "issue:43824|issue:43975" + ], + "prepared_review_unit_hash": "7746c0c988f955864fdd69a6b91a7b6e755b5c5d7332ca8ac343c1b4e61c1777", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad set of unrelated Transformers issues that only share superficial wording patterns (often model/config/tokenizer/flash-attn related). I don\u2019t see a safe duplicate group or a single canonical issue/PR for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attn generation failure vs a DiffusionGemma pipeline/output issue." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family (SAM3) but different problems: dummy Conv2d implementation vs memory overflow at runtime." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated: MPS attention correctness bug vs a PyTorch version-check/import issue." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different code paths: bfloat16 dtype mismatch in inference vs save_pretrained/tokenization failure." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different symptoms and likely fixes: tied weights bug in Mistral3 vs an accuracy regression in DeepSeek after upgrade." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different subsystems: flash_attention.py crash on s_aux=None vs AutoModelForCausalLM config unwrapping for Qwen multimodal models." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Different tokenizer/runtime crashes: Whisper timestamp decoding vs apply_chat_template on an empty list." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both are attribute issues, but on different models and fields (StableLm pad_token_idx vs TimesFM window_size)." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Regression in processor/tokenizer handling vs quantization offloading behavior; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLflow reporting on failed training jobs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: missing StableLm config field vs meta-device model loading regressions." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor missing _tokenizer is unrelated to rope-parameter dict conversion TypeError." + }, + { + "left": "issue:28370", + "right": "issue:34689", + "accept": false, + "reason": "Different model-loading issues with different root causes: SentencePiece vocab_file handling vs Llama 3.2 vision loading regression." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different Gemma/Qwen multimodal failures: video input processing error vs missing mm_token_type_ids default." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor regression and OmDet-Turbo image-size mismatch are separate issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement bug in Gemma4 PLE is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is a different tokenizer bug from return_tensors handling." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both import-related, but for different symbols and models; no shared underlying fix is evident." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to a tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Different training/inference problems: torch.compile SDPA failure vs DeepSpeed ZeRO-3 gradient anomaly." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different config classes/models and are not clearly the same fix." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 issues: defaulting mm_token_type_ids vs a device mismatch during forward." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to a BACKENDS_MAPPING tensorflow_text error." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28370", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to missing vocab_file handling for custom SentencePiece models." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning is unrelated to SigLIP2 HF-vs-JAX discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to return_tensors being ignored." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate UnboundLocalError is unrelated to failing Flash Attention 2 tests." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2.5-VL is unrelated to DeepSeek detokenization regression." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932", + "issue:47405" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:28218|issue:35141", + "issue:44521|issue:45290", + "issue:44737|issue:46894", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:44466|issue:45127", + "issue:44561|issue:46234", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:45381|issue:46209", + "issue:43335|issue:43550", + "issue:43611|issue:47405", + "issue:44898|issue:45412", + "issue:45200|issue:46899", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:45200|issue:46932", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083", + "issue:41720|issue:46209", + "issue:44792|issue:45563" + ], + "prepared_review_unit_hash": "b11fe8de16d8a1c072731f5fde713ed8ee41e4d0dff4f6e676cdee5b8c240006", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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 mostly heterogeneous: the paired issues share broad themes like tokenization, processors, model loading, or multimodal regressions, but not the same concrete bug or code path. I would not merge any of the soft pairs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #44521 is the best cluster anchor: it is open, has the most inbound references, and is a high-signal user-facing regression in apply_chat_template. The rest of the set is largely unrelated one-off bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the strongest representative issue for this noisy cluster because it is active, well-referenced, and clearly scoped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: embedding dtype mismatch in eval vs MoE training memory usage." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated failures: detokenization regression vs flash_attn import error on Python 3.13." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor bugs, but one is chat-template sampling-rate defaulting and the other is batched video shape handling." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "Different code paths and symptoms: CPU tensor allocation in XLNet vs ASR training-loss double-shift." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIPTextModel structural inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading failures are unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different audio-tokenizer failures in different models; no shared concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing/removed import_utils helpers are different symbols and different breakages." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to text_kwargs overriding return_tensors." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to the GraniteSpeech CI device-override test." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: Gemma4 mm_token_type_ids defaults vs Qwen2.5-VL temporal position ID scaling." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong Qwen2.5-VL vision position IDs is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA are separate model-specific bugs." + }, + { + "left": "issue:43611", + "right": "issue:47405", + "accept": false, + "reason": "Model loading via base_model_prefix and wrong Auto class conversion skip are different loading-path failures." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure is unrelated to RT-DETR memory release on deletion." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only fine-tuning defaults and quantized embedder dtype casting are different issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Wrong processor output size and float16 AMP crash in LwDetrImageLoss are different bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import regression is unrelated to torch 2.10 compatibility." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting is not the same as fixing quantized vision/audio embedder casting." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length calculations." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are distinct hardware/runtime failures." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure is not the same as a stale num_return_sequences warning in paged generate()." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43819", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45923", + "issue:46285", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858", + "issue:47405" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:46512|issue:46821", + "issue:28282|issue:33357", + "issue:43335|issue:43504", + "issue:45759|issue:46285", + "issue:45923|issue:47405", + "issue:43550|issue:44112", + "issue:38175|issue:45412", + "issue:43827|issue:43901", + "issue:44206|issue:45584", + "issue:29942|issue:32090", + "issue:46431|issue:46566", + "issue:44855|issue:45083", + "issue:46424|issue:46858", + "issue:44617|issue:46697", + "issue:43335|issue:43606", + "issue:43335|issue:44112", + "issue:44292|issue:45520", + "issue:42490|issue:43854", + "issue:43388|issue:43526", + "issue:43335|issue:45083", + "issue:43819|issue:44493", + "issue:45588|issue:45859", + "issue:44206|issue:45823", + "issue:37428|issue:44351", + "issue:43606|issue:44857", + "issue:44448|issue:44743", + "issue:39692|issue:44493", + "issue:39692|issue:43526" + ], + "prepared_review_unit_hash": "7de155588a15192999e2de23e59c1ffbc0f93598103fe3de604d8b98e46401f8", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36218, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated closed issues across import errors, model-specific regressions, docs mismatches, and backend/device bugs. None of the soft-paired items look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44206 is a clear, concrete regression report with a specific failing code path (`LasrFeatureExtractor` passing an unsupported `center` arg) and a narrow fix surface, making it a strong representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are model/training-loss bugs, but they concern different subsystems and failure modes: float16 AMP CUDA crash vs. auxiliary losses missing when denoising is off." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "One is about stale `config.dtype` after `from_config(dtype=...)`, the other is a `window_size` attribute error in TimesFM 2.5; unrelated code paths." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch vs. MacOS bus error in a CLIP model; different environments and failure classes." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both involve BEiT/Transformer config-loading behavior, but one is about `SwitchTransformersConfig` sparse layer creation and the other is a legacy field blocking BEiT semantic segmentation model loading." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch multimodal/composite model APIs, but one is `from_config` unwrapping for Qwen multimodal configs while the other is inconsistent CLIP text model structure after v5.6." + }, + { + "left": "issue:45923", + "right": "issue:47405", + "accept": false, + "reason": "A missing gradient-checkpointing flag on a trust-remote-code model is not the same as silent conversion skipping on model_type mismatch; different bugs and fixes." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a `torch.compile`/SDPA failure in Bamba-9B-v2, the other is a stale device override CI failure in GraniteSpeech; different code paths and root causes." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in a SigLIP2 model and RT-DETR memory not being released are unrelated model behaviors." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they refer to different APIs and deprecations (`pipeline()` removal vs. `return_all_scores` behavior)." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different domains and failures: a feature extractor regression vs. Whisper generation failing on empty transcription after token alignment." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are distinct CI/runtime problems." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat template availability and weights staying on meta with `device_map=\"auto\"` are separate loading/processor issues." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `@torch.jit.script` parsing/IndentationError and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache config semantics for `max_cache_length` and a `_prefill` slice-arithmetic bug with static cache are different cache-path bugs." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and image over-padding in Swin2SR are not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Sparse-layer config creation in SwitchTransformers and CPU offload device mismatch in bark-small are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "They only share the broad theme of model/runtime bugs; the actual failures and fixes are different." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 `flash_attn` import KeyError are different compatibility issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local path import warning and a specific model-loading failure for `zai-org/GLM-4.7-Flash` are not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels in BEiT/segmentation utilities, but one is `gather_for_metrics` dropping tuple labels and the other is `reduce_labels` returning only one label in the fast processor." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-extract length helper are entirely different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch and unexpected position-id keys across many models do not indicate the same underlying defect." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash attention integration crash on `s_aux=None` and Qwen3 rotary embedding CPU-offload incompatibility are separate backend bugs." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` argument in a feature extractor and Gemma4 PLE device mismatch under `device_map=\"auto\"` are unrelated regressions." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import and missing `HybridCache` import are both import errors, but for different symbols and breakages." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP crash on CUDA are different failures in different execution modes." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 recurrent-state reset with cache are unrelated model-behavior bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A documentation example with model/processor mismatch and quantization errors is not the same as a broad unexpected key/position-id runtime issue." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "The SigLIP2 docs example issues and BEiT fast processor label reduction bug are different artifacts with different fixes." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:26413", + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "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:46234", + "issue:46326", + "issue:46424", + "issue:47000" + ], + "soft_pairs": [ + "issue:10000|issue:15354", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:44514|issue:44521", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:29127|issue:32090", + "issue:44448|issue:44779", + "issue:43550|issue:45083", + "issue:43278|issue:43825", + "issue:38175|issue:44493", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:37428|issue:42175", + "issue:45459|issue:46234", + "issue:26413|issue:31501", + "issue:25251|issue:32090", + "issue:43278|issue:43329", + "issue:45310|issue:45478", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:45127|issue:45245", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:44360|issue:44561", + "issue:45290|issue:45381", + "issue:44464|issue:46424" + ], + "prepared_review_unit_hash": "f03962d6ef292f378bce638be06e106afe4e69bc72381f92d1db7387a0ebdcf5", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36176, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem and should stay separate. The only clear duplicate here is the Qwen3.5 Moe `from_pretrained` regression: issues 45310 and 45478 describe the same breakage on `transformers>=5.4.0`.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report of the same Qwen3.5 Moe `from_pretrained` regression; issue:45478 is a near-identical later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative of the true duplicate pair because it provides the fuller bug context and appeared first.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different models, different failure modes, different code paths; only a vague NLP/JIT association." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat/template/tokenizer code, but one is a crash on assistant tool-call messages and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading regression vs. embedding reinitialization after resize; not the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks for multimodal inputs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure in BitNet vs. a stale CI test in GraniteSpeech; unrelated issues." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch and qwen3_omni_moe length calculation are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are precision/dtype-related, but they affect different models and different execution paths." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes vs. a Trainer broadcast TypeError; not the same problem." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are version regressions, but one is Pegasus output drift and the other is a Deepseek tokenizer bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and a pipeline error-message issue are separate defects." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities vs. unexpected position-id keys; different symptoms and likely different causes." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType error and a MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM when loading Qwen2-57B are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention import vs. missing TensorFlow backend in install extras; different packaging issues." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking with protobuf absent is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training startup failure are not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` shape change and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype mismatch and undefined video-branch helpers in multimodal token counting are different code paths." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 Moe `from_pretrained` regression on `transformers>=5.4.0`, with nearly identical title and failure description." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Auxiliary-loss omission in D-FINE and RTDetrLoss infeasible-cost-matrix crash are separate detection issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 model loading breakage." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab merge collapse and category-count runtime limit are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder mask bug and Trainer `_gpu_broadcast_one` TypeError are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in DSA indexer is unrelated to v5 removing `is_torch_fx_available` for trust_remote_code models." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both involve chat/template processing, but one crashes on tool-call assistant messages and the other has wrong video vision position ids." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and cache max length behavior for quantized cache are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and closely matching metadata, and the remaining pairs are rejected with appropriately cautious reasoning based on differing titles/subsystems. No evidence of overstatement or mergeability issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:23647", + "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:41720", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44448", + "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:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:32090|issue:33290", + "issue:44530|issue:47276", + "issue:29870|issue:33290", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:45920|issue:46192", + "issue:43927|issue:45698", + "issue:42490|issue:43873", + "issue:43257|issue:43299", + "issue:44977|issue:45229", + "issue:29925|issue:34689", + "issue:45290|issue:46655", + "issue:44561|issue:44779", + "issue:44186|issue:45198", + "issue:33357|issue:39692", + "issue:29942|issue:30064", + "issue:43873|issue:45229", + "issue:45588|issue:45823", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:23647|issue:29870", + "issue:43381|issue:43701", + "issue:44361|issue:45198", + "issue:46421|issue:46858", + "issue:43278|issue:43575", + "issue:29127|issue:34567", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "db35772b5020260a815beab6a1f36946f52d37106a01663b441ad0256e0708de", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35934, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the items span many unrelated regressions, tokenizer/model-loading bugs, cache issues, trainer issues, and docs examples. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a credible canonical representative because the set is highly heterogeneous and the soft pairs do not converge on one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no global best issue for deduplication triage; the cluster does not represent one bug family, so choosing any one issue would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: Pegasus output regression vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated components and symptoms: multi-image iterable dataset finetuning vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer distributed broadcast NoneType error is unrelated to Adafactor OOM in DeepSpeed." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is a concrete runtime bug; synced_gpus warning is only a message issue." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate UnboundLocalError and DeepSpeed Adafactor OOM are different code paths and failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch during eval is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to Qwen3.5 kernel registration ValueError." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs across multiple models is a tokenizer regression; return_tensors being ignored is a separate API bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is config token IDs and generation IndexError, the other is wrong custom module resolution." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading failure are different behaviors with different causes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a v5 model-loading break for Qwen3VL MoE." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug for Qwen3.5 is not the same as multi-GPU CUDA OOM for Gemma4." + }, + { + "left": "issue:29925", + "right": "issue:34689", + "accept": false, + "reason": "SigLIP tokenizer fast-mode enforcement is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash and video padding calculation bug are distinct preprocessing issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available affects trust_remote_code models broadly; DeepSeek tokenizer regression is a separate tokenizer bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and Wav2Vec2 save_pretrained/tokenization failure are unrelated tokenizer/model flows." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on community CLIP loading is not the same as SigLIP2 documentation example errors." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are test/integration issues, while void segmentation maps are an image-processor data bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading malfunction and Gemma4 multi-GPU OOM are different memory-management problems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink-less model crash due to s_aux=None is unrelated to device-map forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output divergence and lm_head serialization inconsistency are different v4/v5 regressions." + }, + { + "left": "issue:23647", + "right": "issue:29870", + "accept": false, + "reason": "WandB sweeps custom objective integration has nothing to do with BART generate decoder mask initialization." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks and Wav2Vec2 save/tokenization failure are different tokenizer/model issues." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache behavior, but one is recompilation with chunked prefill and the other is device-tensor seq-length arithmetic." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated trainer/model issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Gemma4 multi-GPU OOM are different failure modes and model families." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34689", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "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:44625", + "issue:44743", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:43976|issue:45440", + "issue:43653|issue:44442", + "issue:43334|issue:43531", + "issue:44977|issue:45563", + "issue:43653|issue:44743", + "issue:29870|issue:34689", + "issue:42915|issue:42994", + "issue:44077|issue:47276", + "issue:43756|issue:45440", + "issue:44568|issue:45491", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:43994|issue:45412", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:45491|issue:46693", + "issue:45372|issue:45588", + "issue:44442|issue:45072", + "issue:45406|issue:46701", + "issue:43526|issue:47217", + "issue:44625|issue:45584", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "a8b50fce0708d66347d8f59471a355629197b1828becefa18e78977adbf468ea", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36616, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues. I found no soft-edge pair that looks like the same underlying bug, so all candidate merges are rejected. The most representative issue is the well-discussed FA2 long-context regression.", + "confidence": 0.67, + "canonical_issue_reason": "issue:46693 has the strongest signal as a broadly impactful, high-discussion regression report with a clear version boundary and concrete performance impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the best single representative because it is well-scoped, high-traffic, and describes a concrete regression rather than a model-specific one-off.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failure modes: audio feature extractor crash vs VL video regression." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated export error in Gemma3n vs flash-attention crash on sink-less models." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export validation failure is a different code path from Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both touch serialization/tokenization, but the bugs are model-specific and not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base model prefix loading regression is unrelated to rope validation key typing." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is not the same as DeepSeek MoE divergence." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for a different tokenizer." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen variants, but one is missing pad_token_id and the other is sliding-window behavior." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer decode bug and recurrent-state reset bug are separate failures." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Llama 3.2 vision load breakage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized saving failure are different quantization workflows." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "Model option validity change is unrelated to a warning-message wording issue." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is not the same as DeepSeek MoE divergence." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings have different causes and surfaces." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical outputs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP loading and the other is an int4 CUDA reserved-memory regression." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path parsing warning is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality bug is not a memory-release leak in RT-DETR." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMV3 error clarity issue and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy class cleanup and model GC memory retention are different problems." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve generation performance/stability, but one is NaN embeddings and the other is a performance regression." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure is unrelated to a flash-attention AttributeError." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor missing _tokenizer and DiffusionGemma pipeline output issues are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are separate issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking with missing protobuf is unrelated to leftover dummy classes." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:23647", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29870", + "issue:29925", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "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:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:45440|issue:45593", + "issue:45250|issue:46640", + "issue:29127|issue:35141", + "issue:45372|issue:45406", + "issue:43526|issue:45834", + "issue:45412|issue:46369", + "issue:45372|issue:45459", + "issue:45245|issue:45563", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:43381|issue:43873", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:23647|issue:28282", + "issue:42915|issue:43931", + "issue:43066|issue:44462", + "issue:44857|issue:45588", + "issue:45588|issue:46821", + "issue:29870|issue:29925", + "issue:44442|issue:44898", + "issue:27957|issue:29127", + "issue:44514|issue:45381", + "issue:46121|issue:46399", + "issue:43646|issue:44077", + "issue:43761|issue:45859" + ], + "prepared_review_unit_hash": "7c01196861ceb8070aff5e094d19d6acfa4009c5647804f81e525e39a1983445", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "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 mostly a grab-bag of unrelated Transformers issues; the soft-similarity pairs share broad themes (tokenizers, Flash Attention, Qwen/VL, etc.) but not the same concrete bug or fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44462 is the clearest standalone bug report here: it describes a specific AutoTokenizer loading failure with a concrete repository artifact (`tokenizer.json`) and a focused reproduction path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the most actionable representative issue in this set: specific, reproducible, and narrowly scoped compared with the more generic or symptom-level reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Both involve token/attention internals, but one is a runtime post-processor update feature gap and the other is a Gemma3 NaN-on-padding attention bug; different code paths and failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated models and symptoms: DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Too generic to merge: one is a vague Flash Attention 2 feature/issue title, the other is a specific long-context performance regression after 5.2.0." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs in different subsystems: LayoutLMv3 error messaging vs embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma 4 loading, but one is an import dependency issue and the other is a missing `_tokenizer` attribute in serve; not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is RT-DETR object lifecycle cleanup and the other is SAM3-LiteText memory overflow; different root causes." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing import in mistral_common breaking Gemma 4 loading; the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "A category-count runtime limit error and a stale warning in paged generate are not the same bug or fix." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "An import error for a missing Qwen model class is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs via AutoModel/pipeline and SAM3 memory overflow are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and quantization/offloading behavior are separate concerns." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM and Llama 3.2 Vision model-loading breakage are different failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM and post-init embedding reinitialization do not describe the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in an image processor is unrelated to a Flash Attention long-context performance regression." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta and AdaFactor/DeepSpeed OOM are different issues." + }, + { + "left": "issue:23647", + "right": "issue:28282", + "accept": false, + "reason": "WandB sweeps custom objective support and missing PyTorch import are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model/config bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both mention tokenizers, but one is a v5 decoder-type mismatch and the other is AutoTokenizer ignoring a repository `tokenizer.json`; not the same code path." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "A mixed-precision CUDA crash in LwDetrImageLoss is not the same as a Flash Attention `s_aux=None` attribute error." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different components and symptoms: Flash Attention sink-less-model crash vs TimesFM `window_size` attribute error." + }, + { + "left": "issue:29870", + "right": "issue:29925", + "accept": false, + "reason": "Bart generate-time decoder attention mask bug and SigLIP tokenizer fast-mode enforcement are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer failing to load a tokenizer class and Perceiver resize/interpolation failure are different model-loading/runtime bugs." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support and LayoutLMv3 error-message clarity are not the same defect." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is a batched chat-template crash with padding=False and the other is wrong vision_position_ids for video input; distinct fixes." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "A rope-parameter validation TypeError and a missing decorator for apply_rotary_pos_emb registration are separate rotary/validation issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers v5 custom model initialization breakage and patchtsmixer post_init policy are related only by broad initialization semantics, not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden-states regression and Qwen3.5MoeTextRotaryEmbedding CPU-offload incompatibility 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": 28, + "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-10000-537", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "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:44206", + "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:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:47312" + ], + "soft_pairs": [ + "issue:43316|issue:47312", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:43720|issue:44442", + "issue:25251|issue:28282", + "issue:44977|issue:45245", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:43316|issue:45759", + "issue:42490|issue:44743", + "issue:43643|issue:44913", + "issue:43493|issue:43827", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:42617|issue:43575", + "issue:43316|issue:43525", + "issue:43550|issue:43701", + "issue:44964|issue:45440", + "issue:27957|issue:29870", + "issue:44062|issue:45907", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "febfda005ecbdeffa0b0dfaf724a20a4ee411bb290c88069ba9de5f05b0c64f9", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35768, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issues. The only likely duplicate-like pair is the ModelOutput/hidden_states bug, where one report looks like the underlying framework issue and the other is a specific model symptom.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44079 is the most general root-cause report in the only strong near-duplicate pair; it describes the underlying ModelOutput key-handling bug rather than one model-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44079 is the best issue anchor because it is the broadest, most reusable description of the underlying bug in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Different problems: Gemma3TextConfig API inconsistency vs kernel 0.16 incompatibility." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but they affect different code paths and symptoms." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: Qwen recurrent-state caching bug vs Whisper batch_decode parameter handling." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different loading failures in unrelated subsystems/models." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "No real overlap: pipeline return-shape bug vs missing PyTorch dependency error." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Completely different failures: flash-attention generation vs category-cardinality runtime error." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both concern backend/import availability, but they are distinct missing-backend issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different models and mechanisms; not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading bug is unrelated to Gemma eos_token_id configuration." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config/API shape, but they target different model families and different failures." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen recurrent-state resetting." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config persistence problems, but they are different bugs with different triggers." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift is unrelated to documentation referencing removed pipelines." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different loading issues with different causes; no clear shared code-path." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression vs backend-mapping error are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Parallel script failure vs tensor-parallel OOM are different issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but they concern different models and different missing attributes." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA bug is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model-specific behavior: multimodal load failure vs DeepSeek implementation divergence." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention/XLM-Roberta issue is unrelated to BART decoder_attention_mask assignment." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken argument duplication is unrelated to repo file listing/revision forwarding." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on large-model tensor parallel load is unrelated to MobileLLM key errors." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": true, + "reason": "These look like the same underlying ModelOutput bug: hidden_states is lost because keys with None are not updated correctly, with 43761 showing a concrete model symptom and 44079 describing the root cause." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure is unrelated to ZeRO3 deque underflow." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume mismatch is unrelated to CPU/CUDA output differences." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure is unrelated to unrecognized-model/config-type errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly unrelated and only elevates the 43761/44079 pair as likely duplicate-like. The accepted edge and the rejected soft edges are phrased cautiously enough, with no clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:23647", + "issue:25251", + "issue:27957", + "issue:28218", + "issue:32090", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44496", + "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:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43316|issue:43716", + "issue:44442|issue:45803", + "issue:43931|issue:45216", + "issue:46829|issue:46932", + "issue:44589|issue:47276", + "issue:27957|issue:32090", + "issue:43295|issue:44871", + "issue:23647|issue:28218", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:16998|issue:22355", + "issue:46234|issue:46291", + "issue:44521|issue:47217", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:25251|issue:27957", + "issue:43352|issue:46640", + "issue:42907|issue:45698", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:43065|issue:44617" + ], + "prepared_review_unit_hash": "a8357ed91de68e8ca27274514aa2e7f2edaaf312c7e14a2fb466d0dd467fce46", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35329, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These candidates are mostly unrelated issues spanning different models, APIs, and regression paths. None of the proposed soft pairs looks like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #44521 is the strongest standalone candidate: it is open, has the broadest user impact among the set, and has the most inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44521 is the best representative issue because it is concrete, currently active, and captures a reproducible multimodal API regression better than the other mostly niche or already-closed items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3 config API discrepancy vs. a Mistral-3 image-preprocessor dtype mismatch; different models and different failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs. a tensor-conversion error in Fuyu batching; unrelated code paths." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "One is a Qwen3-VL weight-shape loading error, the other is a Qwen3.5 save_pretrained regression; same family only at a high level." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden-state handling vs. Gemma4 quantized embedder dtype casting; unrelated bugs." + }, + { + "left": "issue:44589", + "right": "issue:47276", + "accept": false, + "reason": "Float8 storage deserialization error vs. a misleading warning message; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs. a Trainer GPU broadcast NoneType error; different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression vs. Gemma-3 eos_token_id config mismatch; distinct issues." + }, + { + "left": "issue:23647", + "right": "issue:28218", + "accept": false, + "reason": "W&B sweeps custom objective support vs. tokenizer added-token spacing; no shared underlying bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency vs. Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression vs. pipeline translation-task error messaging; different behavior and fix surface." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing bug vs. metrics gathering dropping labels; different training/generation paths." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression vs. attention-kernel divergence under torch.compile; unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length question for DeBERTa vs. missing transformers.onnx import; not the same issue." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs. kernels dependency/version failure when importing pipelines; different causes." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/chat-template adjacent, but one is about assistant masks and the other about image placeholders causing model failure; too different to treat as duplicates." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic Transformers 5.0 custom init breakage vs. GPTNeoXConfig rotary_pct not persisting on reload; separate regressions." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling in from_pretrained vs. missing model_type in config.json; different loading problems." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation vs. junk-filled non-persistent buffers in v5; unrelated changes." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency vs. sinq quantized save/load breakage; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked-generation correctness under compiled forward vs. cache lazy-init causing recompilation; related area but different concrete problems." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior vs. Flash Attention 2 support for XLM-Roberta; no overlap beyond general pipeline/model use." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Nemotron-specific Flash Attention 2 unsupported error vs. a generic Flash Attention 2 issue; too broad to merge." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized Ministral/Devstral save failure vs. wrong custom module loaded after save_pretrained; different save/load bugs." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight-tying bug vs. Ministral-3 FlashAttention failure; same naming family but different code paths." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage in model workflows vs. janus image-generation test failure; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d implementation vs. Sam3Video CUDA OOM; different symptom and likely different fix." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:23647", + "issue:27957", + "issue:29925", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46894", + "issue:47013", + "issue:47217" + ], + "soft_pairs": [ + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45803|issue:46365", + "issue:44792|issue:44977", + "issue:44610|issue:46369", + "issue:44479|issue:47217", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:45381|issue:47217", + "issue:45542|issue:46234", + "issue:44792|issue:45600", + "issue:43504|issue:45698", + "issue:27957|issue:29925", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:43931|issue:44060", + "issue:46693|issue:47217", + "issue:23647|issue:27957", + "issue:35141|issue:42490", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:46082|issue:46697", + "issue:45127|issue:45200", + "issue:45588|issue:47013", + "issue:44855|issue:45588", + "issue:44242|issue:46894", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "4dbf9b9f91db3aaa20f46392163989165fe9260356d5ae7aa6b5c994604d2009", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35327, + "estimated_input_tokens": 8832, + "estimated_eval_tokens": 17920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span many unrelated bugs across different models, processors, configs, and runtime paths. None of the soft pairs look like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set is not one bug cluster, and the proposed soft pairs mostly share only broad subsystem names rather than the same concrete failure.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue stands out; the closest-looking pairs still have different root causes, model families, or code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are VL/video-input bugs, but one is a Qwen3OmniMoe video processing ValueError and the other is a Qwen2.5-VL batched chat-template padding crash; different paths and symptoms." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Completely unrelated: one is a StableLmConfig attribute regression, the other is a backend lookup error for tensorflow_text." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different failure modes and subsystems: Fuyu tensor conversion exception handling vs Trainer import failure due to datasets." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Separate model/test issues: Janus image-generation test failure versus Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and bugs: OmDet-Turbo preprocessing size mismatch vs SAM3-LiteText memory overflow." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL inputs, but one is a v5.3.0 video-input regression across Qwen VL variants and the other is an image-placeholder placement bug in user text." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config issues: missing pad_token_id on Llama4Config versus sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different classes of bug: non-persistent buffer initialization regression versus GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Not the same defect: qwen2.5-vl video vision_position_ids regression versus generic VL failure when the image placeholder appears in user text." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated dependency/backend issues: tensorboard-without-TF backend error versus missing import_utils symbol for falcon mamba SSM." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different artifacts and root causes: a janus image-generation test failure versus stale auto_mappings entries for removed Sam3LiteText configs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading-related, but one is a BEiT legacy-field preset load failure and the other is wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:27957", + "right": "issue:29925", + "accept": false, + "reason": "Different model/setup issues: XLMRoberta FlashAttention2 support versus SigLIP tokenizer fast-mode enforcement." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Different cache-related bugs: trust_remote_code path collisions versus max_cache_length only applying to quantized cache." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different failure domains: Fuyu tensor conversion error handling versus Windows/ROCm import problems from torch.distributed dependency." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Distinct Qwen model bugs: weight-shape mismatch on load versus a tied-weights warning incorrectly tying embed_tokens to dt_bias." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Different VL/performance issues: FA2 long-context generation slowdown versus placeholder-in-user-text input handling." + }, + { + "left": "issue:23647", + "right": "issue:27957", + "accept": false, + "reason": "Completely unrelated: W&B sweeps custom objective integration versus XLMRoberta FlashAttention2 support." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "No shared underlying bug: embedding reinitialization after resize versus local-model path warning when the path ends with a slash." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is recurrent states resetting in modular_qwen3_5; different code paths." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different video-model bugs: pipeline choosing image processors versus SAM3 VisionEncoderOutput missing an attribute." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated config validation versus image preprocessing padding behavior." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different training issues: LoRA merge collapse with extended vocab and tied embeddings versus Gemma 4 needing default mm_token_type_ids." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different runtime bugs: flash_attention sink-less s_aux=None crash versus xLSTM unpacking mismatch with cached states." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: Python 3.13 IndentationError in DebertaV2 import versus flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "These are different loss-calculation bugs with different models and symptoms; not the same underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "No duplication: janus test failure versus a dependency version bump problem for PEFT." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:23647", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43388", + "issue:43526", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45375", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:46202", + "issue:46369", + "issue:46399", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43650|issue:46202", + "issue:44190|issue:44964", + "issue:43388|issue:43688", + "issue:44617|issue:45584", + "issue:43827|issue:43994", + "issue:25251|issue:29870", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:29870|issue:35141", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:43335|issue:44855", + "issue:46399|issue:47312", + "issue:23647|issue:29127", + "issue:43854|issue:44792", + "issue:41720|issue:45245", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:39692|issue:47321", + "issue:45563|issue:45584", + "issue:43827|issue:47321", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:44617|issue:46369", + "issue:45632|issue:46617", + "issue:43643|issue:45375", + "issue:43526|issue:46697", + "issue:45381|issue:46655", + "issue:43335|issue:44190", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "351426b94ea6be551859e0c00cfa543f70dbe41fb6d31e29ea702f089b7b7215", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "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": "This is not a coherent duplicate cluster: the items cover many unrelated bugs, docs issues, config/load regressions, and model-specific runtime failures. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "One is a nonspecific placeholder title; the other is a Gemma pipeline roundtrip bug. No shared concrete failure mode." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script vs loading a specific model with latest transformers; different code paths and errors." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: metric gathering drops tuple labels vs auxiliary loss normalization. Same training area, not the same defect." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM vs Whisper empty-transcription failure. Different models and failure mechanisms." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Stale documentation reference to pipeline() vs incorrect outputs from a SigLIP2 model/pipeline setup. Not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k shape change vs BART generate() unbound decoder_attention_mask. Different APIs and root causes." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both involve dtype casting, but they affect different models and different components, so they are not the same fix." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-limit runtime error vs device-tensor sequence length breaking cache arithmetic. Unrelated bugs." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config field not persisting on reload. Different serialization paths." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Generate-time decoder mask initialization vs token-embedding resize reinitializing output embeddings. Different code paths." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Server KV-cache indexing crash vs missing _tokenizer on Gemma4Processor. Different failures." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decode crash vs RTDetr feature-level mismatch. Different models and logic." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config bug vs Python 3.13 IndentationError in torch.jit.script parsing. Completely different issues." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "One is a missing decorator causing registration failure; the other is a version-compatibility complaint with kernels 0.16. Not the same bug." + }, + { + "left": "issue:23647", + "right": "issue:29127", + "accept": false, + "reason": "W&B sweeps custom objective integration vs LayoutLMv3 error-message clarity. No shared underlying defect." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Unit-test model loading issue for GLM-4.7 vs a janus image-generation test failure. Different models and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping vs category-count runtime limit. Unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug vs Sam3Litetext memory overflow. Different subsystems and failures." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA crash in Bamba vs local dataset loading script failure. Different areas." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/example errors vs AMD quark class not updated. Different components entirely." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning logic vs Whisper empty transcription crash. Not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Docs pipeline-removal cleanup vs AMD quark class update. Unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor size mismatch. Same vision domain, different concrete problems." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression vs serve KV-cache indexing crash. Different code paths and symptoms." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related Sam3 issues, but they involve different models and failure modes; not a single concrete bug." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-directory collision and the other a FileNotFoundError from cache loading. Different bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig loading vs a specific config field dropped by @strict. Related theme, different root cause." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs Swin2SR over-padding bug. Different image-processing defects." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Qwen video vision_position_ids bug vs SmolVLM video padding bug. Both video-related, but not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading failure. No overlap in failure mode." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch vs local dataset loading script problem. Different artifacts 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": 28, + "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-10000-537", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45520", + "issue:45584", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46170", + "issue:46421", + "issue:46489", + "issue:46858", + "issue:46897", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:44933|issue:45362", + "issue:43540|issue:44734", + "issue:43854|issue:44964", + "issue:45520|issue:46170", + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:45276|issue:45584", + "issue:44242|issue:46897", + "issue:43994|issue:47321", + "issue:43643|issue:44496", + "issue:47145|issue:47321", + "issue:44112|issue:45600", + "issue:43317|issue:47312", + "issue:44521|issue:45381", + "issue:43611|issue:47321", + "issue:42175|issue:44279", + "issue:43673|issue:46858", + "issue:44112|issue:44964", + "issue:44246|issue:45003", + "issue:44462|issue:45907", + "issue:27957|issue:35141", + "issue:44964|issue:45600", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:44737|issue:45803", + "issue:42796|issue:44521", + "issue:43531|issue:45600", + "issue:44496|issue:47217" + ], + "prepared_review_unit_hash": "4577a68861b12cf21f6d30813e8c9b5a69eb7e0dbe71c1afe31ed12908a55902", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most pairs are different bugs in different subsystems/models. Only the DeepSeek tokenizer pair looks like the same underlying regression; the rest should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46489 is the clearest canonical representative of the one strong duplicate-like theme: a DeepSeek tokenizer regression in v5+, explicitly tied to a prior fix gap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the most actionable and specific issue in the set, and it best captures the only clear overlap; the other issues are unrelated enough that they should not be merged into a single canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: processor.tokenizer/image-input regression vs gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+: both report incorrect tokenizer output, and 46489 explicitly says it fills the gap left by the prior fix." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated: missing image_utils import vs Qwen3.5 chat crash." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: video-input processing failure vs serve KV-cache continuation indexing bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different environment/dependency problems: flash_attn import key vs Windows/ROCm torch.distributed issue." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing cache API issue and the other is a recompilation/lazy-init problem." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different features and failures: LoRA/extended-vocab collapse vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: gemma4 embedding resize behavior vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Different training-loss bugs in different models; similar pattern is not enough to treat as the same issue." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "Unrelated: SigLIP2 output correctness vs AMD quark class update." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized model_type issue." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "Different subsystems: FP8 weight_scale loading corruption vs AMD quark class metadata." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures in different areas; no shared bug mechanism is evident." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Different problems: gpu+cpu offload load failure vs kernels 0.16 compatibility." + }, + { + "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; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "Different issues: base_model_prefix loading regression vs AMD quark class update." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different dependency-related issues with no shared code-path failure." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is missing cache initialization and the other is device-tensor seq_length arithmetic under torch.compile." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Different CI/model-loading failures with no common underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time performance complaint vs unsafe sys.modules access; related area, but not the same defect." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: tokenizer.json selection vs list_repo_files revision forwarding." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different issues: Flash Attention 2 support for XLMRoberta vs embedding reinitialization on resize." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated model-loading failure vs removed auto_mappings config reference." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Different runtime error in Trainer/distributed broadcast vs embedding resize bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both touch weights/checkpoints, but one is tied lm_head behavior and the other is a save_pretrained regression." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: XLNet device placement issue vs bare except swallowing errors." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding window vs auto_mappings CI breakage." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrelated: unrecognized model/config loading vs image-placeholder handling in VL models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and matches the packet: most pairs are clearly different subsystems/models, and the DeepSeek tokenizer pair is the only plausible duplicate-like overlap from the titles. 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": 28, + "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-10000-537", + "nodes": [ + "issue:25251", + "issue:29925", + "issue:33290", + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43335", + "issue:43381", + "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:44938", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45290", + "issue:45335", + "issue:45446", + "issue:45542", + "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:43335|issue:45593", + "issue:45632|issue:46234", + "issue:45290|issue:46752", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:44938|issue:45542", + "issue:25251|issue:29925", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:41950|issue:44016", + "issue:44496|issue:45759", + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:43673|issue:46424", + "issue:39692|issue:46932", + "issue:42994|issue:47333", + "issue:44279|issue:46515", + "issue:44295|issue:46506", + "issue:29925|issue:33290", + "issue:43673|issue:44336", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:44327|issue:46752", + "issue:46082|issue:46121", + "issue:42994|issue:47332", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44792|issue:46424" + ], + "prepared_review_unit_hash": "f8d8b66a9ca41f5c5059538bf37525e0f1376ac378dcac9b1fb2266029acc2b1", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36614, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges are false positives; the only close pair (`apply_chat_template`) still lacks evidence of a single shared bug, because one report is about assistant messages with tool calls and no content while the other is about an empty input list.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45290 is the strongest standalone issue report: it has the clearest repro and code path, but it should not be treated as the canonical duplicate target for 46752.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer configuration bug vs. auxiliary-loss/denoising behavior; different code paths and symptoms." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Remote-code cache collision vs. missing utility export; unrelated failures." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both mention `apply_chat_template`, but the triggers differ (`tool calls + no content` vs. `empty list`) and there is no evidence one subsumes the other." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing-import errors for different symbols (`Qwen2_5_VLImageProcessor` vs. `AutoImageProcessor`)." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing-import problems in different modules; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model-loading config error vs. PIL backend requiring torchvision; distinct issues." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure vs. tensorboard-without-TensorFlow backend error; different causes." + }, + { + "left": "issue:25251", + "right": "issue:29925", + "accept": false, + "reason": "Pipeline output-shape bug vs. SigLIP tokenizer fast-mode enforcement; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs. t5gemma embedding resize bug; different code paths." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different model-specific behavior reports; no shared concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug vs. notebook syntax error; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized-model loading vs. composite-config unwrapping issue; different failures." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Version-support problem vs. specific model load failure; too broad to merge." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention on new torch versions vs. incorrect version check for AuxRequest import." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill vs. cache max-length honoring; different behavior." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "SigLIP2 docs/example errors vs. Gemma4 quantized dtype-casting fix; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Quantized model saving failure vs. disk-offloaded model saving failure; similar theme but not the same concrete bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs. torch 2.4.1 incompatibility; different scopes." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer read bug vs. CPU/CUDA result mismatch; unrelated." + }, + { + "left": "issue:29925", + "right": "issue:33290", + "accept": false, + "reason": "Tokenizer fast-mode enforcement vs. DeepSpeed/Adafactor OOM; different problems." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-related generation issue vs. ANSI color output in loading_report; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction bug vs. docs mentioning `return_all_scores`; different artifacts." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode bug vs. D-FINE auxiliary-loss issue; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs. fbank feature extraction issue; different code paths." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA pipeline top-k crash vs. chat template empty-list crash; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation vs. rope-param list handling; different bugs." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Quantized-save failure vs. disk-offloaded-save failure; same broad area but not the same concrete bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue vs. audio feature extraction bug; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs. token construction TypeError; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure vs. cache max-length behavior; no shared underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the evidence for `issue:45290` vs `issue:46752`. In the packet, these are only similar `apply_chat_template` crashes with different triggers (`assistant messages with tool calls and no content` vs `empty list`), and there is no explicit evidence that one subsumes the other. The canonical-issue claim is therefore too strong. The rest of the false-negative pairings look reasonable, but the single accepted soft edge is not sufficiently grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44075", + "issue:44279", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217", + "issue:47405" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:42907|issue:43441", + "issue:41950|issue:45020", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:44279|issue:45405", + "issue:43901|issue:44496", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44779|issue:45812", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:41950|issue:45823", + "issue:42796|issue:43650", + "issue:43479|issue:45375", + "issue:46614|issue:47085", + "issue:43577|issue:45216", + "issue:46123|issue:46369", + "issue:44466|issue:45276", + "issue:43976|issue:45405", + "issue:43653|issue:45593", + "issue:47145|issue:47405", + "issue:43381|issue:47000", + "issue:44462|issue:45081", + "issue:43299|issue:45357", + "issue:44075|issue:44368", + "issue:44683|issue:45542", + "issue:46082|issue:46399" + ], + "prepared_review_unit_hash": "75ee396b7bc36687b0c00e22a6eb2a49e3d9a00d4ad5477562407d3885f5b7c5", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster; it spans many unrelated issues across tokenizers, multimodal configs, pipelines, environment/dependency checks, and regression reports. None of the soft links look like the same underlying bug/change, so all are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is apparent because the items are heterogeneous and do not collapse into one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear global best for deduplication; the set contains multiple unrelated bugs with different code paths and models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention crashes, but one is Ministral-3 RC-specific while the other is a sink-less-model AttributeError in the integration layer." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Save-dequantized failure and FlashAttention crash are different code paths and different model behaviors." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup and remote_code breakage are separate subsystems with different root causes." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are different import failures involving different modules and symbols." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "One is resize_token_embeddings on t5gemma; the other is Whisper generation after align_special_tokens. No shared bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python version compatibility issue is not the same as a vague dependency problem." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency complaint vs a specific unreleased peft minimum version bump." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs for text classification are unrelated to an AutoModel config/model_type import failure." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: processor.tokenizer/image input handling vs Deepseek tokenization output." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc/example errors and stale text-classification docs are distinct documentation issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to have different causes." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "A docs mismatch is not the same as a VL image-placeholder runtime failure." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL model loading and Qwen3.5 save_pretrained serialization are different stages with different failures." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 device-mismatch forward behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Ministral tokenizer BPE handling and a placeholder 'ADD THE DATA' issue are clearly unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs on different models; not the same underlying defect." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to Rust tokenizer thread-safety." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are separate problems." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Final-partial-batch masking and SAM memory overflow are unrelated failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Granite lm_head serialization and Gemma4 resize-token-embeddings affect different mechanisms." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support matrix issues and a PEFT version pin are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:47145", + "right": "issue:47405", + "accept": false, + "reason": "Both are silent corruption themes, but one is FP8 weight_scale loading and the other is wrong Auto-class model_type conversion." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible-matrix errors are different code paths." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are different tokenizer-loading bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is model loading and the other is save_pretrained visual-key serialization." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD arguments being ignored and a tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and a TensorBoard/TensorFlow backend setup issue are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-kernel registration failure are distinct." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43784", + "issue:43854", + "issue:43873", + "issue:43881", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45278", + "issue:45325", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43299|issue:43854", + "issue:43644|issue:47145", + "issue:44016|issue:44291", + "issue:46082|issue:46512", + "issue:44242|issue:45200", + "issue:43931|issue:47145", + "issue:44351|issue:45278", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:43650|issue:46209", + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:43873|issue:47145", + "issue:45542|issue:45800", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:44016|issue:45823", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:44246|issue:47217", + "issue:44186|issue:47000", + "issue:44623|issue:44749", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44623|issue:45397", + "issue:45325|issue:46851" + ], + "prepared_review_unit_hash": "0596f9f8bc182267681128756648fc91d3516c111906b0d1ac1affcaeea74c03", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35457, + "estimated_input_tokens": 8865, + "estimated_eval_tokens": 17986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports across loading, import, tokenizer, quantization, and offload paths. None of the soft pairs look like true duplicates; they are related only at a high level. The most representative issue is the broad v5 upgrade regression report.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest representative: it summarizes widespread import failures after upgrading, which matches the overall cluster theme of v5 regressions better than the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best cluster anchor because it is user-facing, broad, and covers a common failure mode across multiple downstream breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions, but they concern different models and different failure points (Qwen3VL MoE load vs GLM-4.7-Flash test loading)." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "One is about junk-filled non-persistent buffers during v5 load; the other is a frozen FP8 checkpoint missing weight_scale application. Different bugs and code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError. No shared underlying defect beyond being v5-era issues." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for explicit head_dim is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Both involve missing values in MoE-style losses/inputs, but one is a load-balancing loss bug and the other is a Gemma 4 token-type-id defaulting issue." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is a model architecture/loading issue, not the FP8 checkpoint scaling corruption reported in 47145." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Importing HybridCache failing is a specific symbol export/import problem, while 45278 is a broad set of import errors after upgrade." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink-less model crash and RTDetrLoss infeasible cost matrix are entirely different failure modes." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash in tokenizer loading is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The titles are too generic to connect; one is an invalid low-signal issue, the other is an FP8 inference failure on B200." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Both touch docstring/processor-related code, but one is an auto_docstring annotations crash and the other is a mistral_common import/version break in Gemma 4 processor loading." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in one Qwen3.5 MoE embedding path is not the same as variable-length position_ids handling." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "General offloading with quantization is broader, but 47145 is specifically a silent FP8 weight_scale omission; not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing TensorFlow backend from tensorboard install is unrelated to a torch/transformers version incompatibility report." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR long-input index error are unrelated model-specific bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload failure are both quantization-adjacent, but they affect different stages and code paths." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI code emission in loading_report is unrelated to variable-length position_ids behavior." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError for nn is not the same as missing TensorFlow backend wiring." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer regression are different model/tokenizer behaviors." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Torch extra missing TensorFlow backend and Python version support breakage are unrelated packaging issues." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Slow import sometimes and VL image-placeholder failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and RTDetrLoss infeasible cost matrix are different subsystems and errors." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor.save_pretrained missing files is not the same as slow filtering after a version upgrade." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are separate model configuration/loading bugs." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on a specific config is not the same as AutoConfig with trust_remote_code losing fields generally." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL still-image temporal scaling bug is different 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": 28, + "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-10000-537", + "nodes": [ + "issue:33290", + "issue:42491", + "issue:42617", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45362", + "issue:45397", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47333" + ], + "soft_pairs": [ + "issue:43673|issue:43761", + "issue:33290|issue:45656", + "issue:43479|issue:43525", + "issue:43901|issue:44246", + "issue:46399|issue:46846", + "issue:44589|issue:45362", + "issue:44261|issue:44263", + "issue:43575|issue:47145", + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:45600|issue:45712", + "issue:43824|issue:43976", + "issue:45362|issue:47333", + "issue:44246|issue:44496", + "issue:42617|issue:43976", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:42491|issue:43299", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:46399|issue:46851", + "issue:46655|issue:46726", + "issue:47176|issue:47177", + "issue:45072|issue:46829", + "issue:45003|issue:47217", + "issue:43526|issue:45003", + "issue:45588|issue:46851", + "issue:45003|issue:46821" + ], + "prepared_review_unit_hash": "5d3e46d67ff14387f87757d6d984bdde78c5ad498750b729306ce498fb7e3ef5", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36298, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "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 that only share broad model-family or subsystem keywords. I do not see any true duplicate pair among the soft edges; the similarities are mostly superficial (same model family, same backend, or same area like deepspeed/kernels/tokenizers).", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different regressions in different components: GenerationMixin chunked-prefill cache vs CLIPVision hidden_states output." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed, but one is Adafactor OOM while the other is double optimizer stepping; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and failure modes: Phi4Multimodal default subconfigs vs Llama4 missing pad_token_id." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch vs intermittent import latency; no shared underlying defect." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both Qwen3.5-related, but one is a kernel registration error and the other is TP plan omissions causing OOM/shape errors." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different model/runtime failures: missing Float8 storage type vs Qwen3.5 chat crash." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated bugs in different model internals; one is rms_norm_eps precision, the other is torch.split return handling." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP OOM on a model load vs silent FP8 checkpoint scaling bug; not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family name, but tokenizer BPE marker handling and FlashAttention failure are distinct bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs ANSI codes in loading report; unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/CI-related, but one is stale auto_mappings references and the other is leftover dummy classes leaking into dir()." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model class vs Python version incompatibility; different root causes." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat crash vs disk-offloaded save failure for Qwen3-30B-A3B; not the same code path." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness vs unrecognized model/config.json missing model_type; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py runtime issue vs Python version support regression; no overlap in bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI formatting vs wrong docstring; one is code behavior, the other is documentation." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 model breakage; different subsystems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is a dependency/version requirement failure and the other is a missing decorator registration bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MoE compatibility, but they describe different model/version breakages and are not clearly the same fix." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained failure; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3.5 bugs: feature-length helper behavior vs variable-length position_ids handling." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration error vs variable-length position_ids failure; different code paths." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing vision backend handling in AutoProcessor; not the same issue." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Different security bugs: shell allowlist bypass vs tar/zip slip arbitrary file write." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different output/dtype issues in different models; no shared underlying defect." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access vs VL image-placeholder failure; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs modeling_utils sys.modules access bug; different areas." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention s_aux=None crash vs Qwen3.5 variable-length position_ids bug; not the same code path." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug vs TimesFM window_size AttributeError; 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": 28, + "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-10000-537", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "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:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44479", + "issue:44779", + "issue:44871", + "issue:44995", + "issue:45003", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45701", + "issue:45759", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:45103|issue:46399", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:46614|issue:46665", + "issue:36246|issue:43596", + "issue:43540|issue:46752", + "issue:42915|issue:47312", + "issue:43540|issue:46655", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:43257|issue:45137", + "issue:44479|issue:46655", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:45375|issue:45759", + "issue:44242|issue:45593", + "issue:45292|issue:45701", + "issue:43352|issue:45250", + "issue:43295|issue:45292", + "issue:36246|issue:44351", + "issue:36246|issue:42757", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:44162|issue:45200" + ], + "prepared_review_unit_hash": "56069b67158ded74ec70b0b60af7b346d875e126b25917040967401eda7075d1", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35114, + "estimated_input_tokens": 8779, + "estimated_eval_tokens": 17814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; despite superficial similarity in some titles, none of the soft pairs look like the same underlying bug or change. Most are unrelated failures across different models, configs, or utilities. The closest thematic area is VL/video processing, but the concrete failure modes still differ.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative item because it describes a concrete, broad regression affecting multiple Qwen VL variants on the same video-input path; it is more central and actionable than the narrower or unrelated reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Different subsystems and failure modes: auto-docstring annotation handling vs Qwen3.5 kernel registration. Not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "One is a missing load-balancing loss when router logits are off; the other is an eos_token_id config mismatch. Related theme, different issue." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access bug vs Gemma-4 ZeRO3/from_pretrained failure. No shared code path evident." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race on captured_info.txt and a stale warning in paged generate are different testing-utils problems." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to CPU/CUDA result drift in PPDocLayoutV3." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI logging output handling and cache max length semantics are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language backend vs inconsistent from_pretrained behavior; not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing Qwen2_5_VLImageProcessor symbol vs a DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-list crash in apply_chat_template. Different paths." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and kernels 0.16 incompatibility are not the same concrete defect." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe input-processing error and the other is SmolVLM padding logic. Too different to merge." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features() are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing-vision-backend error in AutoProcessor vs image-placeholder handling in VL model text; same broad area, different bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Accelerate+DeepSpeed weight conversion issue vs ZeRO3 deque underflow. Different failure conditions and code paths." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video processing, but 44479 is a broad Qwen VL regression while 46655 is a SmolVLM padding calculation bug; not the same underlying issue." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are distinct bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes field vs AutoModelForCausalLM.from_config not unwrapping text_config. Same family, different defect." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses in D-FINE are different model-training issues." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings not affecting output embeddings is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific unsupported-model Flash Attention 2 error vs a generic flash-attention issue; not enough evidence they are the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression with images vs resize_token_embeddings/output_embeddings mismatch. Different code paths." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Two different ImportErrors for different symbols: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are unrelated import failures." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash vs Gemma 4 token-type-id defaulting problem. Not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy. Different concerns." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids 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": 28, + "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-10000-537", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42886", + "issue:42994", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:44038", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46305", + "issue:46315", + "issue:46369", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:45137|issue:45600", + "issue:42886|issue:46132", + "issue:44295|issue:44749", + "issue:44451|issue:46752", + "issue:44995|issue:45588", + "issue:44877|issue:45375", + "issue:45685|issue:46431", + "issue:44479|issue:46170", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:46170", + "issue:44987|issue:45459", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:45397|issue:45656", + "issue:46305|issue:46315", + "issue:43475|issue:43540", + "issue:44242|issue:44857", + "issue:29870|issue:30333", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:42994|issue:47312", + "issue:45412|issue:46123", + "issue:43723|issue:46710" + ], + "prepared_review_unit_hash": "5a0fc1dd120309954bb39ec9709c76c55a6f37b3c06a7123a0b211bf8e73b574", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35469, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the pairs share only broad themes (tokenizers, configs, deepspeed, Qwen/SAM/RT-DETR) but not the same concrete bug. No soft edge is safe to merge as a duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster. The items describe unrelated failures across many subsystems, so any representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global best representative because the cluster is not a duplicate set; the entries are separate bugs with different root causes and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied weights / embedding serialization, but one is about inconsistent lm_head.weight serialization by device and the other about resize_token_embeddings not updating decoder.embed_tokens in t5gemma. Different bugs." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows ROCm torch.distributed import/type failure is unrelated to an AMD quark class update issue." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque exhaustion and removed Sam3LiteText config references are different failure modes in different code paths." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is a slowdown regression after upgrade. Not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure and empty-list apply_chat_template IndexError are distinct tokenizer/processor bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they target different config classes and symptoms; no evidence of one shared root cause." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression and Windows ROCm torch.distributed import failure are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and xdist capture file races are different problems." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Missing fpn_position_embeddings attribute and memory overflow in sam3-litetext are different SAM3 issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on v5 and hidden tokenizer errors without protobuf are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files from processor.save_pretrained and unrecognized image processor when a backend is absent are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and CPU/CUDA output mismatch in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Zero3 from_pretrained failure and double optimizer.step under deepspeed are separate issues." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "An off-by-one in streaming mask logic and a tokenizer performance regression are not the same underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 attribute error and Qwen3OmniMoe video ValueError affect different models and paths." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP/CUDA crash are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate UnboundLocalError and MLFlow reporting on failed jobs are completely different issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings and a flash-attention generation regression are not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure is unrelated to kernel compatibility." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch dropping are different issues." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "AutoTokenizer loading in v5 and accuracy regression in DeepSeek-R1 after upgrade 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": 28, + "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-10000-537", + "nodes": [ + "issue:39692", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43784", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45397", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46399", + "issue:46421", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:47020", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:42199|issue:46851", + "issue:43994|issue:46726", + "issue:44368|issue:45563", + "issue:46752|issue:47020", + "issue:44188|issue:46202", + "issue:46132|issue:47145", + "issue:45593|issue:47068", + "issue:43701|issue:44749", + "issue:44188|issue:46421", + "issue:44483|issue:46202", + "issue:43784|issue:46399", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43475|issue:46821", + "issue:43646|issue:44162", + "issue:39692|issue:46726", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:44964|issue:45137", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "4ee150e2c7c6bbb29cd35d8069a5dbf72135f28808875a8e322d39b897886589", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35548, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated issues across SAM3, Qwen, tokenizers, cache/compile, deepspeed, and save/load paths. No soft pair looks like the same underlying bug or mergeable PR change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue emerges; the items span unrelated bugs and regressions with different code paths and symptoms, so there is no clear duplicate target to collapse onto.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, issue 43994 is one of the clearest self-contained user-facing regressions, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning; different root causes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning in ms-swift fine-tuning are different issues." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache seq_length contract bug and LlamaConfig head_dim validation are separate code paths." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring crashes on future annotations, while the other is a static-cache tensor type bug during prefill." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and a transformers upgrade slowdown are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both involve model/processor loading, but one is a SigLIP2 bad inference result and the other is missing-vision-backend processor discovery; different causes." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "One is a tie_word_embeddings warning, the other is a stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-chat-template IndexError and XLMRobertaTokenizer passing the wrong vocab type are different tokenizer bugs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface registration behavior change and FP8 weight_scale loading corruption are distinct problems." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss omission and a DeepSpeed loss host-sync conditional are different training issues." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and a general transformers performance regression do not describe the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compilation/attention caching, but one is kernel divergence and the other is lazy cache init causing recompilation; not the same defect." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API breakage is unrelated to a Gemma pipeline roundtrip issue." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration ValueError are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown after upgrade and optimizer.step being called twice with deepspeed are different behaviors and code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained class mismatch and processor.save_pretrained missing files are similar only at a high level; they affect different artifacts and failures." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 PixelDecoder dummy Conv2d and MaskGenerationPipeline dropping the final partial batch are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 Video missing fpn_position_embeddings and TimesFM2.5 window_size AttributeError are different attribute-access bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5.0 custom model init breakage and ESM2 breakage are broad version regressions but not the same concrete failure." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc example errors and AutoProcessor missing-vision-backend behavior are different issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing fpn_position_embeddings attribute and trust_remote_code config field loss are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma-4 zero3 from_pretrained failure are not enough to establish 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": 28, + "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-10000-537", + "nodes": [ + "issue:28282", + "issue:29925", + "issue:30333", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:43232", + "issue:43278", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45656", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46463", + "issue:46701", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46463|issue:46877", + "issue:44623|issue:45656", + "issue:44373|issue:46851", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:43723|issue:46326", + "issue:44188|issue:46851", + "issue:45561|issue:47217", + "issue:43232|issue:43673", + "issue:46877|issue:47000", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:43873|issue:44945", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:43278|issue:45137", + "issue:42371|issue:45092", + "issue:29925|issue:30333", + "issue:45406|issue:46202", + "issue:44857|issue:46877", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:43784|issue:43824", + "issue:44038|issue:45310" + ], + "prepared_review_unit_hash": "aabf6a50bd1d39a9a31dd22169092def1bd661d6c3989eb97fbfa012d5555f54", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36570, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated Transformers issues across tokenizers, generation, docs, serving, and training/runtime behavior. The only notably similar pair is the two Qwen3.5-Moe from_pretrained reports, but that overlap is still only soft similarity and should not be treated as a confirmed duplicate subgroup.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45310 is the best anchor because it is the clearest, most version-scoped Qwen3.5-Moe from_pretrained report. I am treating its overlap with issue:44038 as soft similarity only, not as a proven duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the most specific user-facing report in the strongest soft pair, so it is the best single issue to anchor triage. It should still be handled conservatively, without claiming a confirmed duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Docstring/error-message issue vs import-time stdout diagnostics; different bugs and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save-pretrained missing files vs deepspeed double optimizer stepping; unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring typo vs functional variable-length position_ids bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing import error vs Sentence-Transformers loading hang; different failures." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 vs mistral_common continue_final_message; different paths." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs Qwen3.5 variable-length input handling." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file race vs VL image-placeholder parsing bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation sync_gpus/update kwargs ordering vs chunked_prefill cache missing." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint noise vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash vs Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3.5-Moe from_pretrained regression vs processor.save_pretrained missing files; not the same mechanism." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import error vs AutoImageProcessor import error." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES/add-new-model-like vs huggingface_hub CLI completion; unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5-Moe config field omission vs from_pretrained regression." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor export issue vs non-existent image_utils import." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading vs pipeline-parallel output correctness." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash vs auto_docstring annotations crash." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a from_pretrained regression and the other is a missing config field; different bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift vs ZeRO3 deque underflow." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance vs InternVL2 meta-init incompatibility." + }, + { + "left": "issue:29925", + "right": "issue:30333", + "accept": false, + "reason": "SigLIP fast-tokenizer enforcement vs MLFlow reporting on failure." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs Gemma pipeline roundtrip on \u2581." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash vs import-time doc-lint output." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma tokenizer roundtrip vs DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss omission vs import-time doc-lint output." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update issue vs janus image generation test failure." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TF extras missing from torch install vs image_utils export issue." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers nn import error vs Qwen2_5_VLForConditionalGeneration import error." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Reject: this is only a high-similarity soft pair with no explicit links or pair evidence, so it is not a confirmed duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the analysis overstates the evidence. In the packet, issue:44038 and issue:45310 are only a high-similarity soft pair (deterministic_accept=false, no explicit links or pair evidence), not a confirmed duplicate pair. The canonical/best-issue rationale should stay conservative and avoid claiming a proven duplicate subgroup." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44186", + "issue:44222", + "issue:44351", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45125", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:30333|issue:33290", + "issue:42175|issue:45712", + "issue:45561|issue:47059", + "issue:42898|issue:44568", + "issue:44945|issue:45753", + "issue:42898|issue:45812", + "issue:42831|issue:44222", + "issue:44496|issue:45561", + "issue:44843|issue:47085", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44186|issue:47085", + "issue:43479|issue:46829", + "issue:44060|issue:45125", + "issue:42673|issue:43704", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:44623|issue:45310", + "issue:43723|issue:44568", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:45600|issue:47059", + "issue:42898|issue:44448", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:43479|issue:44869", + "issue:42673|issue:47085", + "issue:42898|issue:44779" + ], + "prepared_review_unit_hash": "a9032c2374126cc3f028dab3bfa049b8c7e4b03ab5d215d259eef05e4f4afef7", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37043, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity hits across unrelated bugs. The only clear duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest differ by model, subsystem, or failure mode, so there is no single global canonical issue for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue for the whole set: the items span unrelated topics (tokenizers, multimodal loading, training, packaging, docs, and testing).", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 42673 is the best anchor for the only true duplicate pair because 43704 has the same title and symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import bugs: AutoImageProcessor vs HybridCache." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/Qwen3.5 MoE, but one is save_pretrained and the other is from_pretrained loading; different code paths." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated packaging/version pin issue vs import-time docstring lint noise." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different bugs: Qwen3.5 recurrent state reset vs deepspeed loss host synchronization." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to OOM with Adafactor/DeepSpeed." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend install packaging vs leftover dummy classes/check_repo cleanup." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race is unrelated to the huggingface_hub CLI API break." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is a v5 cleanup_spaces behavior change and the other is missing BOS/EOS insertion." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different model/runtime bugs: pipeline parallelism output mismatch vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regression categories differ: cleanup_spaces behavior vs wrong token IDs for Granite." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression is not the same as FP8 save_pretrained for MoE." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config loading vs xdist captured_info.txt race; no shared bug." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model_info call in Mistral regex patch is unrelated to tokenizer thread safety." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support/package compatibility is unrelated to a removed image_utils import." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading stall vs embedding resize/post_init reinit are different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "add_special_tokens regression is not the same as fast-tokenizer thread safety." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is a model-specific tokenizer bug, not a concurrency bug." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4Multimodal config initialization and VideoPrism output fields are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-Next tied-weights warning bug is separate from missing _tp_plan in Qwen3.5 MoE." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact Qwen3ForCausalLM VRAM leak in multiple dataloader threads; this looks like the same underlying bug reported twice." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but for different models and different example errors." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure in v5 is not the same issue as missing BOS/EOS on add_special_tokens." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Model config initialization bug vs ModelOutput key assignment bug are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting failure is unrelated to CustomTrainer.compute_loss argument mismatch." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings reference cleanup is unrelated to the huggingface_hub CLI break." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "cleanup_spaces regression is not the same as Pegasus output differences between v4 and v5." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLFlow reporting is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is cleanup_spaces behavior and the other is processor.tokenizer/images handling." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4Multimodal config defaults and Whisper word-timestamp decoding are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer thread safety." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "cleanup_spaces behavior change is unrelated to DeepSeek tokenization producing wrong results." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the set spans clearly different subsystems, and the only accepted pair (issue:42673 / issue:43704) is a conservative duplicate call because the titles are identical and the symptoms match. The other verdicts are consistently cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44933", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46431", + "issue:46614", + "issue:46665", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:44016|issue:46231", + "issue:46077|issue:46123", + "issue:22355|issue:28282", + "issue:42222|issue:45200", + "issue:46209|issue:46431", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:45405|issue:45712", + "issue:42796|issue:43723", + "issue:43116|issue:44190", + "issue:43874|issue:45092", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:43479|issue:46665", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44075|issue:46231", + "issue:45245|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:43723|issue:44977", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43232|issue:47276", + "issue:43504|issue:47059", + "issue:46614|issue:46932", + "issue:44327|issue:47059", + "issue:43232|issue:45834", + "issue:43122|issue:46209", + "issue:41628|issue:42757" + ], + "prepared_review_unit_hash": "ab858f855027a4b652382c32e01d1192475d5558ef3c613c54576f66d72d21b3", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad vocabulary (imports, tokenizers, save_pretrained, generation, FP8) but not the same concrete failing code path. I would reject every soft edge.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate emerges from this set; if one issue must be picked as the best representative, issue:44297 is the most self-contained and concrete bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44297 is the strongest standalone representative: it describes a specific tokenizer.save_pretrained failure with a clear observable mismatch and likely actionable fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; different artifacts and no shared failing code path." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "One is about Gemma4 attention mask construction, the other about final partial batching in MaskGenerationPipeline; unrelated bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module import versus missing PyTorch dependency for AutoModel; both are ImportErrors but from different causes." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model loading breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific issues." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template support in a processor are unrelated failures." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access bug versus optimizer step being called twice under deepspeed; different subsystems and symptoms." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash in serve versus auto-docstring crash with future annotations; no shared code path." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump issue versus leftover dummy class cleanup; unrelated maintenance problems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer.from_pretrained v5 loading are both tokenizer-related but not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script failures in different pipelines and with different root causes; not duplicates." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing multimodal processor method versus remote-code checkpoint/meta-init incompatibility; different underlying defects." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output drift across versions is not the same as AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug and tokenizer.save_pretrained metadata mismatch are different save paths and different object types." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Config default initialization bug versus inconsistent from_pretrained behavior inside Python classes; too different to merge." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch versus optimizer stepping twice; unrelated code and symptoms." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor.save_pretrained missing files are distinct issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args ignored in optimizer logic versus docstring naming mismatch; documentation-only and code-behavior bugs differ." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and attention registration behavior are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Bad import from image_utils versus dummy class cleanup in dummy_pt_objects; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor artifact emission; different failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids versus GLM-5 RoPE implementation discussion; one is documentation, the other model math." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug versus Qwen3.5 MoE from_pretrained error; different object paths and root causes." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation-state update bug versus misleading warning text in continuous batching; not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Beit pretrained preset legacy-field loading issue and huggingface_hub CLI breakage are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language cache bug versus Gemma4 quantized embedder dtype casting; different components entirely." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds crash versus CLI compatibility failure with huggingface_hub 1.22.0; no shared bug." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "sync_gpus/generation kwarg handling and long OCR index errors are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer version-to-version output differences and FP8 inference on B200 are different problem domains." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are missing-import errors, but one is transformers AutoImageProcessor and the other is huggingface_hub is_offline_mode; different packages and causes." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44623", + "issue:44964", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46655", + "issue:46726", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:30990|issue:38175", + "issue:45071|issue:46082", + "issue:45092|issue:45357", + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:44222|issue:44484", + "issue:46369|issue:46909", + "issue:42907|issue:46050", + "issue:43408|issue:46402", + "issue:44360|issue:46762", + "issue:43986|issue:46726", + "issue:45381|issue:46305", + "issue:44279|issue:46328", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:46305|issue:46655", + "issue:22355|issue:27957", + "issue:41628|issue:43824", + "issue:43784|issue:45600", + "issue:22355|issue:28218", + "issue:42831|issue:45310", + "issue:44483|issue:45406", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:44964|issue:47059", + "issue:44263|issue:44360", + "issue:42831|issue:44038" + ], + "prepared_review_unit_hash": "ae487605019e320f19b80f098d5cd333ca4b743dd4ae8758362e2587df29dd29", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; the soft-similarity pairs are about different bugs in different subsystems, so I did not merge any of them as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "There is no clear canonical issue because the candidate pairs span unrelated bugs and subsystems rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46050 is the strongest standalone bug report: it is concrete, regression-like, and has a clear save/load failure path for quantized models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different model families and failures: SAM3 vision encoder attribute error vs MoonshineStreaming off-by-one window masking." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated problems: Sentence-Transformers loading hang vs SIGLIP2 zero probabilities." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config validation, but they are different checks on different config classes and code paths." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal model regressions: meta init incompatibility vs wrong visual encoder keys on save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Different generation/cache behaviors; one is sync_gpus generation state handling, the other cache length honoring." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Different serialization bugs: buffer access for position_ids vs processor.save_pretrained missing files." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Unrelated: dataset loading in an example script vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is shard-size default behavior." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Different issues entirely: SAM3-LiteText memory overflow vs a broken DIA documentation example." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model saving/loading, but they target different quantization methods and failures, not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same SAM3 area, but one is a model-type warning and the other is missing text encoder weights." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical/implementation issues in different attention/indexer components." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor backend handling, but the specific failure modes and trigger conditions differ." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different video-positioning bugs in different models; not the same concrete code path." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency complaints versus a performance bug in SequenceFeatureExtractor.pad are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics is unrelated to remote-code checkpoint meta initialization." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime indexer bug; the other is a docstring issue only." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but one is a sliding-window mask off-by-one and the other is padding calculation." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Import failure for transformers.onnx is unrelated to XLMRoberta Flash Attention 2." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different release/export issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-Transformers import NameError is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No relation between missing transformers.onnx and tokenizer spacing after added tokens." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Both mention model/quantization problems, but they are different models and different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "OpenAI chat-completions API behavior and Gemma4Processor internal attribute crash are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model architecture bugs: Smollm3 RoPE layer handling vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command breakage is unrelated to a sentence-transformers import NameError." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading regression and huggingface_hub CLI test failure are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but these are distinct bugs in different parts of the implementation." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different quantization/model issues with 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": 28, + "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-10000-537", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43540", + "issue:43644", + "issue:43646", + "issue:43986", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45381", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46326", + "issue:46369", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:44188|issue:44373", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43540|issue:46909", + "issue:43408|issue:46369", + "issue:45381|issue:46909", + "issue:42886|issue:43066", + "issue:39379|issue:46172", + "issue:43646|issue:46002", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:42757|issue:45278", + "issue:30990|issue:33357", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:39401|issue:44521", + "issue:22355|issue:29159", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42907|issue:44945" + ], + "prepared_review_unit_hash": "51eac0e489a6573950a3d20faa21858d367f3ec0990d8390c26afe4798f52d8d", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairs are superficially similar only at the subsystem level, not the same bug or change. I would not merge any of the soft-edge candidates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44521 is the most active open report and the best available anchor for this mixed set, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most actionable current bug report in the set, with strong ongoing discussion and inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching bug vs. a docstring issue for position_ids; unrelated code paths." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision issue vs. meta-init incompatibility for old remote-code checkpoints; not the same defect." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration vs. NaNs after checkout/init; different symptoms and likely causes." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0 vs. a sliding-window mask off-by-one; no shared bug path." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor vs. image placeholder handling in user text; distinct multimodal failures." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE marker handling for one model vs. broader tokenization differences across versions; not the same concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs. an infinite loop on a specific image; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs. missing BOS/EOS addition for mdeberta-v3-base; different tokenizer behaviors." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video model memory overflow vs. a broken documentation example; different artifact types." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker vs. sam3-litetext memory overflow; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug vs. DIA docs example; no overlap in underlying issue." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs. wrong tokenizer decoder type in v5; separate failures." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Incorrect multimodal mask handling in mllama vs. a DeepSeek-V4 tensor operation bug; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Non-persistent buffer corruption vs. NaNs in classification heads; too broad and not the same code path." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading vs. quantized model saving failure; different subsystems." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta vs. SentenceTransformers loading hang; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing hub symbol vs. broad import errors after upgrade; only loosely related by dependency breakage." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Model loading hang vs. MacOS bus error; different failure modes and models." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined multimodal-token helper in video branch vs. a CLI regression from huggingface_hub; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Version-to-version tokenization drift vs. mistral_common continue_final_message behavior; different tokenizer features." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation bug vs. Flash Attention 3 training degeneration; no shared change or code path." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer access error vs. save_pretrained writing wrong tokenizer_class; distinct tokenizer serialization issues." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized save failure vs. multimodal model load failure; different operations." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug for Qwen3 tokenizer vs. all-zero assistant masks in multimodal chat templates; separate tokenizer behaviors." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module vs. slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset mapping bug vs. a specific model load failure; not the same underlying issue." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import vs. broad import errors after upgrade; too generic to unify." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None vs. AutoProcessor kwargs not forwarded to cached_file; different call sites." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure vs. incorrect LLM output under pipeline parallelism; 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": 28, + "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-10000-537", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43824", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44704", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45200", + "issue:45216", + "issue:45290", + "issue:45478", + "issue:45753", + "issue:46172", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46762", + "issue:47312" + ], + "soft_pairs": [ + "issue:43976|issue:44945", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:43824|issue:44351", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:44995|issue:46697", + "issue:44360|issue:44485", + "issue:43122|issue:43906", + "issue:44038|issue:44222", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:46172|issue:46762", + "issue:22355|issue:29127", + "issue:28348|issue:46640", + "issue:39379|issue:43232", + "issue:42222|issue:47312", + "issue:43493|issue:45753", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:44188|issue:46328" + ], + "prepared_review_unit_hash": "685007d4b3e498b91117b2fc0a1136d1b2aca5d641aa06013908cb0dbfb3f387", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35329, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than duplicate-heavy: the soft pairs cover unrelated import errors, tokenizer behavior, generation bugs, multimodal masking, model-specific regressions, and environment issues. None of the candidate pairs look like the same underlying bug or a PR that could be merged together.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items do not converge on one underlying bug or change, so there is no safe representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster spans unrelated reports, so any single issue would be misleading as a canonical triage target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Version/Python compatibility failure vs incorrect pipeline-parallel generation output; different problems and code paths." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output drift vs multimodal assistant mask bug; related to text handling broadly, but not the same defect." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs chat template crash on tool-call messages; unrelated APIs and failures." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models vs loading gguf through from_pretrained; both loading/saving related, but not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Config/model-type mismatch warning vs missing vision encoder attribute; same family name, different concrete failures." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols; these are separate API breakages." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration warning discussion vs a GLM-MoE DSA indexer shape bug; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save/export issue vs invalid GenerationConfig error; different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug vs tokenizer save metadata mismatch; not the same underlying defect." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script classification empties vs Gemma 4 mm_token_type_ids defaulting; different scripts and behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; unrelated implementation bugs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model/version family, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not the same concrete bug." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GLM-MoE stale indexer cache crash vs Swin2SR padding overrun; unrelated model components." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation; different algorithmic concerns." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer behavior regression vs isolated reproduction of a separate issue; no shared bug signature." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained issue for moe models; same broad area, but not one defect." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype change during eval vs incorrect output under pipeline parallelism; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend install packaging issue vs Python 3.14 load failure; different environment incompatibilities." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-V4 tensor op issue vs Minimax attention numerical mismatch; separate model implementations." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx import vs LayoutLMv3 error-message clarity; unrelated topics." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request for GPT2 Flash Attention 2 support vs a separate Flash Attention 2 bug report; not the same change or failure." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling bug vs generation kwargs update after sync_gpus; different generation-related issues." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "Vitpose model breakage vs kernel-version incompatibility; no shared concrete failure." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 image infinite loop; unrelated model bugs." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer classes with different bugs: offset_mapping vs stale phonemizer language state." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different libraries; not the same underlying issue." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs a padding performance issue; 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": 28, + "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-10000-537", + "nodes": [ + "issue:36296", + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44291", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46614", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47217" + ], + "soft_pairs": [ + "issue:36296|issue:43116", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:43976|issue:45446", + "issue:44483|issue:47217", + "issue:44625|issue:46002", + "issue:44610|issue:46909", + "issue:43611|issue:46002", + "issue:45083|issue:45446", + "issue:38617|issue:45278", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:45362|issue:45478", + "issue:42673|issue:42796", + "issue:43066|issue:46710", + "issue:44355|issue:46231", + "issue:46726|issue:46981", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43827|issue:45446", + "issue:42371|issue:43874", + "issue:43992|issue:44704", + "issue:45405|issue:45446", + "issue:43824|issue:46981", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "784167dfe847e4711c2109f4ecc1c1e1cc2d3819cbbc2d905bc9f741fd245429", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35608, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues; there is no true duplicate cluster here. The closest umbrella-style item is the broad upgrade regression report, but the rest split across distinct model, tokenizer, API, doc, and environment bugs.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45278 is the closest umbrella report: a broad post-upgrade import-regression complaint, though this cluster is not a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general and representative title in the set, but only as a loose umbrella\u2014not as a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs. multi-label example returning empty results are different code paths and symptoms." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "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:46231", + "right": "issue:46877", + "accept": false, + "reason": "Doc parameter-name mismatch is not the same as auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Global tokenization-space behavior change is different from stale phonemizer backend state in Wav2Vec2PhonemeCTCTokenizer." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility break and PyTorch version guard bug are distinct environment checks." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat-completions request rejection is not the same as VL image-placeholder parsing failure." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are different failures in different lifecycle stages." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to a broken docs example for DIA." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression is not the same underlying bug as NaNs during checkout/init." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni feature-length helper behavior is unrelated to a flex_attention import version check." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing symbol import is not the same as a broad many-import-errors upgrade report." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output issue and SigLIP2 HF-vs-JAX discrepancy are different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args not used is unrelated to trainer.evaluate failing after trainer.train." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong decoder type in v5 and DeepSeek tokenizer wrong results are both tokenizer-related but not the same concrete defect." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE discussion are separate model issues." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Chat crashes for Qwen3.5-35B and from_pretrained errors for Qwen3.5 MoE are different code paths." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in dataloader threads is unrelated to tokenizer BPE-marker handling." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is not the same as a DeepSeek accuracy regression." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docstring parameter-name mismatch are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend handling and repeated 429 retries in AutoProcessor.from_pretrained are different failure modes." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field assignment problems, but they affect different models and different fields, so not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label results in an example script is unrelated to an error message about translation tasks in v5." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug have no shared underlying code path." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API-setting guidance is unrelated to missing get_number_of_image_patches in a GLM46V image processor." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight during UMT5Encoder loading is different from AutoProcessor kwargs not forwarded to cached_file." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Released-version dependency bump issue is unrelated to the flex_attention import guard." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Qwen2_5_VL import failure and HTTP 429 retry behavior are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is different from PretrainedConfig type-checking breakage." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42617", + "issue:43064", + "issue:43208", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45440", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:39379|issue:43688", + "issue:46328|issue:47116", + "issue:44117|issue:45081", + "issue:43208|issue:46894", + "issue:43673|issue:46328", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:45092|issue:46762", + "issue:42617|issue:45341", + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:42222|issue:47000", + "issue:43937|issue:44977", + "issue:44380|issue:46077", + "issue:43450|issue:43986", + "issue:43408|issue:43742", + "issue:42222|issue:43441", + "issue:45071|issue:46512", + "issue:42222|issue:46752", + "issue:44263|issue:46762", + "issue:44877|issue:46231", + "issue:45632|issue:46981", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45071|issue:47059", + "issue:44410|issue:45310", + "issue:45440|issue:46328" + ], + "prepared_review_unit_hash": "6a3e0cf660bb5af521bde1b5049a66ce28a2dbb1cd4ed605041e9b85010857a9", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36645, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated, spanning tokenizer regressions, model-loading errors, attention/backend bugs, training-loss issues, and test infrastructure failures. I found no soft pair that looks like the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45071 is the best canonical issue because it is a broad core API regression: v5.4.0 breaks PretrainedConfig type checking, which has wider surface area than the model-specific bugs here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45071 is the strongest representative issue in this set: it is clearly scoped, affects a foundational API, and is easier to generalize than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and a flash-attention AttributeError are different failure modes in different code paths." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "These concern different bugs: mllama mask handling vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A pad-time performance waste and a streaming pipeline regression are unrelated behaviors." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenization/loading, but one is mapping-name lookup and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Both are training-related, but they affect different models and describe different concrete bugs." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and feature-extractor padding performance do not share the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading and the other is incorrect offset_mapping for Qwen3." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state mismatch under FSDP/PEFT is not the same as missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "An invalid GenerationConfig error and a stale num_return_sequences warning are distinct issues." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility and numerical attention discrepancies are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution failure and a testing_utils documentation/logic bug are not the same underlying issue." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs in classification heads are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "They share a vague pattern of model-specific training bugs, but the affected models and failure mechanisms differ." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose breakage and RTDetrLoss infeasible cost-matrix errors are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both touch attention behavior, but one is ignored scaling in backend implementations and the other is causal-mask construction for Gemma4." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor output shape is separate from a torchvision-missing load crash." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "The sam3_video/sam3_tracker warning and MobileLLM key error are different model-loading problems." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are not the same code-path problem." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig and stale config.dtype after from_config are related only loosely and are different bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose breakage and an empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as Minimax attention numerical differences." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Remote-code cache-path collisions and repeated 429 retry behavior are different loader/network bugs." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness issues, but they affect different models and symptoms." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention3 degenerate training and Qwen3.5 checkpoint serialization are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "These both mention testing_utils, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and a CLI completion attribute error are different failures." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next and a Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:46328", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote code and a padding performance 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": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:29925", + "issue:30947", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43421", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44704", + "issue:44829", + "issue:44964", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46298", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47110" + ], + "soft_pairs": [ + "issue:39401|issue:43421", + "issue:44483|issue:45464", + "issue:38617|issue:41628", + "issue:38617|issue:44220", + "issue:44704|issue:47110", + "issue:43937|issue:44496", + "issue:43122|issue:46298", + "issue:44964|issue:45278", + "issue:43097|issue:44493", + "issue:42371|issue:44261", + "issue:42371|issue:42831", + "issue:44261|issue:46762", + "issue:43208|issue:46897", + "issue:44484|issue:45310", + "issue:44077|issue:46981", + "issue:44075|issue:45656", + "issue:43931|issue:44410", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:43673|issue:45341", + "issue:44263|issue:44485", + "issue:29925|issue:30947", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:44038|issue:44230" + ], + "prepared_review_unit_hash": "2f5ad940691e17eb86dc440e33c8cf6bca27087305e4dfee773481d739279e5b", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35612, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem or error shape, not by the same underlying bug. The only soft edge that looks like a true duplicate/regression pair is the tokenizer v5 tokenization regression between 43066 and 43122.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43066 is the more direct root-cause report (wrong tokenizer decoder type in v5); issue:43122 reads as the user-facing symptom of the same version-regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the best canonical issue because it names the likely implementation fault rather than just the behavioral difference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both are tokenizer-related, but one is an offset-mapping bug and the other is a runtime post-processor update bug; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions failures, but one is a general request acceptance issue and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different breakages." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for configuration_utils is unrelated to a _torch_extract_fbank_features bug." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and special_tokens being a list are different failures." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation and unrecognized model config errors are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression and noisy logging do not look like the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and broad import errors are not the same issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA layernorm epsilon precision are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy are different concerns." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical issues, but one is a missing epsilon in a layernorm and the other is a Minimax attention discrepancy." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size defaults and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Optional post_init validation and repeated HTTP 429 retry behavior are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not being used and double optimizer.step under deepspeed are different optimizer bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight shape mismatch on Qwen3-VL-30B and missing projections in qwen3next layer 0 are different model-loading failures." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both point to the same tokenizer v5 regression: a decoder/type change causing tokenization output to differ across versions." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a testing_utils bug do not match." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue and a RoPE implementation discussion are not the same underlying problem." + }, + { + "left": "issue:29925", + "right": "issue:30947", + "accept": false, + "reason": "Both are tokenizer behavior complaints, but one is about forcing fast tokenizers and the other about BOS/EOS flags not taking effect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Model weight-shape mismatch and Qwen3-VL-Moe fp8 support are different issues." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking breakage in v5.4.0 and a TensorBoard/TensorFlow backend error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention load/runtime failure for Ministral-3 and degenerate training with flash_attention_3 are different code-path problems." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time float32 precision warning and BLIP2 submodules staying float32 after dtype load are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe incompatibility and fp8 inference support for qwen3-vl/qwen3.5 moe are different requests." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, 43066 vs 43122, is reasonably supported by the titles as the same v5 tokenizer regression, while the other pairs are appropriately rejected as only loosely related or clearly different bug classes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:27957", + "issue:29159", + "issue:30947", + "issue:33453", + "issue:34567", + "issue:43012", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43957", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44987", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43957|issue:44351", + "issue:43874|issue:44261", + "issue:46752|issue:47116", + "issue:43531|issue:45341", + "issue:27957|issue:43352", + "issue:43582|issue:45341", + "issue:44484|issue:45478", + "issue:43097|issue:45588", + "issue:44117|issue:44987", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:44261|issue:44485", + "issue:29159|issue:30947", + "issue:43986|issue:45341", + "issue:43097|issue:43873", + "issue:45440|issue:46172", + "issue:45753|issue:46369", + "issue:43208|issue:43550", + "issue:44246|issue:46981", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:30947|issue:33453", + "issue:30947|issue:34567", + "issue:43874|issue:44263", + "issue:44038|issue:44410", + "issue:46655|issue:46664", + "issue:46172|issue:46710" + ], + "prepared_review_unit_hash": "616ce8afeb1546f448a933e690c75b7981c568a08dd408335ed0faeb4e8aa230", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36866, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, model-loading, multimodal, quantization, and training bugs across many models. I don\u2019t see a credible duplicate core, so the soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong canonical for this cluster; the reports cover many unrelated code paths and model families, so any one issue would be misleading as a representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43957", + "right": "issue:44351", + "accept": false, + "reason": "Both involve loading-related failures, but one is a torch.device(\"meta\") model-loading regression and the other is a missing HybridCache import. Different bugs and code paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different GLM-family problems: one is a missing image-processor method, the other is a missing config field causing a precision error. Not the same underlying bug." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list apply_chat_template crash is unrelated to the streaming pipeline regression." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are model-specific enablement issues for different architectures and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "Apple Silicon allocator TypeError and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained shard size defaults and Qwen3.5 MoE from_pretrained failures are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "One is about a removed tie_embeddings API, the other is a flash_attention AttributeError on sink-less models. Different problems." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Generic tokenizer mapping assumptions versus a specific model-loading failure are not enough to treat these as the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "These are different DSA/DeepSeek issues with different failing expressions and subsystems." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the DeepSeek-v4 dtype/transpose issue." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor-loading problems, but they stem from different missing dependencies/imports and different models." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed API and a broken quantized save/load flow are not the same underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is a missing rms_norm_eps config value and the other is a RoPE implementation question." + }, + { + "left": "issue:29159", + "right": "issue:30947", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is broader, but this LLaMA3 special-token issue is a distinct behavior in a specific model." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video processor dependency handling and a testing utility bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings API and quantization/offloading behavior are different issues." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but one is a native-vs-remote implementation divergence and the other is a specific tensor operation bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "A Qwen3_5 infinite-loop bug and a SAM3 memory overflow are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are different model and runtime problems." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import latency and repeated HTTP 429 retries in AutoProcessor.from_pretrained are not the same issue." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 compilation warning and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "An AddedToken argument duplication error is a different tokenizer bug than TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen-family config/model issues: missing attention projections versus a missing visual-indexes field." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache absence during chunked prefill and MaskGenerationPipeline batch handling are different regressions." + }, + { + "left": "issue:30947", + "right": "issue:33453", + "accept": false, + "reason": "Special-token behavior in LLaMA3 is not the same as a generic tokenizer-loading regression." + }, + { + "left": "issue:30947", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer special-token behavior and TrainerState token counting are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "A missing image-processor method and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but they affect different model classes and different missing pieces of model wiring." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is num_frames semantics; not the same concrete defect." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Repeated for completeness: these are distinct DeepSeek issues, not mergeable duplicates." + }, + { + "left": "issue:46710", + "right": "issue:46172", + "accept": false, + "reason": "An accuracy regression after upgrade is not the same as a specific tensor-operation bug in DeepSeek-v4." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:30947", + "issue:33357", + "issue:36683", + "issue:38617", + "issue:41950", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44077", + "issue:44162", + "issue:44315", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46752", + "issue:47116" + ], + "soft_pairs": [ + "issue:46298|issue:46752", + "issue:44936|issue:46365", + "issue:38617|issue:42757", + "issue:44704|issue:45103", + "issue:43064|issue:44315", + "issue:43986|issue:44484", + "issue:38617|issue:41950", + "issue:42890|issue:46298", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43208|issue:43526", + "issue:43064|issue:47116", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45584|issue:46365", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:44734|issue:47116", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43827|issue:47116", + "issue:44077|issue:46365", + "issue:44162|issue:46172", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:44380|issue:46132", + "issue:30947|issue:33357" + ], + "prepared_review_unit_hash": "7c520e54d51175cecfd140802fecae3c3b527516a7c320e23335aabc7f832faa", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37207, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab bag of unrelated issue reports; the soft edges are mostly superficial keyword overlap and do not describe the same underlying bug or change. No duplicate cluster is strong enough to nominate a canonical issue/PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Both mention noisy/empty-input behavior, but one is a logging complaint and the other is an apply_chat_template IndexError on empty lists; different code paths." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() after train() is a runtime/state bug, while importing Trainer fails because of an external datasets import conflict; not the same issue." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they come from different missing symbols in different dependencies/modules." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation parsing are unrelated subsystems and failures." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption and model_init not applying Liger Kernel are separate training bugs." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "One is an AutoProcessor/torchvision crash, the other is a save_pretrained shard-size question; no shared bug." + }, + { + "left": "issue:38617", + "right": "issue:41950", + "accept": false, + "reason": "layer_type_validation import removal and video-classification processor lookup are unrelated regressions." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in a SAM HQ test is a test flake, not the same as a generic noisy logging message." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making API requests and UMT5Encoder missing embed_tokens.weight are different loading behaviors." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for a specific checkpoint and streaming pipeline regression are different failure modes." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and cache lazy initialization recompilation are separate backend issues." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and TensorFlow-text backend mapping error are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning one label are unrelated model/processor bugs." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT and streaming pipeline regression do not share a code path." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compilation warning and Bamba SDPA torch.compile failure are different PyTorch issues." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes in dummy_pt_objects.py and a noisy logging message are unrelated maintenance issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and a Qwen3_5 infinite-loop image bug are different model behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Failing to save dequantized models is not the same as saving Pipeline objects with save_pretrained." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment and Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch precision warning during compile and a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning are distinct warnings." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline() error messaging in v5 and inability to save Pipeline objects are different pipeline API problems." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash in serve and streaming pipeline regression are separate server paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "UMT5Encoder weight-loading mismatch and a save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support and Python version compatibility are unrelated failures." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and Trainer import blocked by datasets are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 model breakage and a deepseek-v4 tensor transpose bug are different model-specific issues." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling under fast attention backends and sequence-classification zero-loss behavior are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and AppleSilicon caching_allocator_warmup TypeError are unrelated platform/model bugs." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register changing function behavior are not the same defect." + }, + { + "left": "issue:30947", + "right": "issue:33357", + "accept": false, + "reason": "LLaMA3 BOS/EOS token handling and a MacOS CLIP bus error are clearly 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": 28, + "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-10000-537", + "nodes": [ + "issue:29925", + "issue:33453", + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45276", + "issue:45440", + "issue:45478", + "issue:45593", + "issue:46077", + "issue:46298", + "issue:46365", + "issue:46512", + "issue:46877", + "issue:47059", + "issue:47276", + "issue:47321", + "issue:47332" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43012|issue:47276", + "issue:43352|issue:44380", + 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The soft matches are mostly superficial similarity rather than true duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 42757 is the best umbrella representative: it is a generic import/version-regression failure and sits closest to several other import-related reports, even though the overall cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "42757 is the strongest single anchor for the cluster because it is broad and representative of the recurring 'cannot import name' style regressions; however, the set is too heterogeneous to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they miss different symbols from different modules and likely have different root causes." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both mention import/runtime setup problems, but one is missing TensorFlow in an extra and the other is a Trainer import conflict with datasets." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "Different symptoms: one is a PyTorch precision warning from bfloat16 compilation, the other is a misleading synced_gpus warning message." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention backends, but they concern different models and different failures; not the same code-path bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both involve RoPE, but they are separate model implementations with distinct incorrect behavior." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "One is a removed config API, the other is a logging annoyance; unrelated issues." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different removed symbols in different dependency paths." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both relate to precision/accuracy, but one is FineGrainedFP8 accuracy and the other is a missing config field in MLA layer norm." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE models and loading/saving, but one is FP8 save_pretrained and the other is a from_pretrained load regression." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "These are unrelated test failures caused by different missing setup/version issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Completely different problems: distributed optimizer state corruption versus attention scaling behavior." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions output and the other hidden_states output; not enough to treat as the same bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different API surfaces: chat completions request handling versus processor chat template batching." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "One is Qwen3.5 config propagation, the other is an import conflict involving Trainer and datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is attention mask construction." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import symbol removal is not the same as local_files_only still allowing API requests." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both are save_pretrained-related, but one is generic Pipeline serialization and the other is disk-offloaded model saving." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but one is a specific Qwen3VL MoE regression and the other is a state_dict ordering issue." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "These do not describe the same failure mode; one is pipeline saving, the other is an AMD quark class update problem." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 config paths and different symptoms; not a duplicate." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "One is a model-loading regression tied to base_model_prefix, the other is inability to save Pipeline objects." + }, + { + "left": "issue:44380", + "right": "issue:47276", + "accept": false, + "reason": "One is backend-dependent attention scaling behavior, the other is just a warning text problem." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are AttributeError reports, but they are for different models and missing attributes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Distinct model issues: FlashAttention support versus auxiliary-loss handling." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different config problems on different model families; not the same underlying bug." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Both are Gemma4 config-related, but one is attention mask logic and the other is dtype metadata staleness." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they target different interpreter versions and failures." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: compiled Python file execution errors versus import-time docstring logging noise." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE internals, but they are different models and different implementation mismatches." + }, + { + "left": "issue:29925", + "right": "issue:33453", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is enforcing use_fast and the other is a loading regression; 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": 28, + "review_unit_index": 62, + "review_unit_count": 66, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-537", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44977", + "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46365", + "issue:46851", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:44625", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:44355|issue:44855", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:43867|issue:46202", + "issue:43992|issue:47317", + "issue:44393|issue:47337", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44393|issue:47000", + "issue:43992|issue:45310", + "issue:42548|issue:44351", + "issue:29870|issue:33453", + "issue:43064|issue:44492", + "issue:36296|issue:43575", + "issue:44222|issue:45125", + "issue:43618|issue:44077", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43867|issue:45375", + "issue:43010|issue:43976", + "issue:28282|issue:33453", + "issue:43618|issue:44977", + "issue:43010|issue:45850", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:44360|issue:45440" + ], + "prepared_review_unit_hash": "54bcf7f71d0f547387ae94fe1c06037a8766f5031ecb03fd56af1d2d069e8736", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36210, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of import/load/serialization/model-specific regressions. The only strong duplicate-like edge is the transformers import-slowdown pair; the rest are too loosely related to merge as the same underlying bug.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 41669 is the clearest root-cause report: it names the import-star regression and quantifies the slowdown, making it the best anchor for the import-performance duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41669 is the most actionable and specific report in the set, with a concrete cause and measurable impact; it is the best overall issue candidate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/load-related, but one is a generic state_dict loading error and the other is a Qwen3.5 save_pretrained regression; too different to treat as the same bug." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Both mention environment/import problems, but Python 3.14 import failure and a huggingface_hub CLI compatibility break are different failure modes and code paths." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are missing config fields, but they affect different models and different attributes; not the same underlying defect." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "These are unrelated symptoms: a missing Gemma3Config attribute versus a special_tokens list/dict handling error." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions assignment and Qwen3.5 checkpoint corruption are unrelated model regressions." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time errors, but one is about compiled Python files and the other is a DebertaV2Model parsing problem on Python 3.13; different root causes." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() unboundlocal and tensor-parallel training bugs are different code paths and symptoms." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids handling are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both involve loading/roundtrips, but one is a sorted state_dict load error and the other is a Gemma pipeline token roundtrip issue; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5Encoder weight loading and PPFormulaNet training loss are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Both mention bbox coordinates, but one is a model output problem and the other is a flaky test failure; they are adjacent but not clearly the same defect." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad semantics and broad import errors after upgrade are different issues." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args not being used and import failure due to datasets are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox output issues and RTDetrLoss cost-matrix infeasibility are different models and failure modes." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing UMT5 encoder weights and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but they refer to different missing exports and likely different packaging/export regressions." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() unboundlocal and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer state mismatch and a cache strategy typo are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM on tp are related only broadly; not the same concrete defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different issues." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report slow transformers import, and 41669 gives the concrete root cause for the same performance regression." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky SamHQ integration test and an xdist race in captured_info.txt are different test infra problems." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load-model error and Qwen3.5 visual encoder key regression are different serialization bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict loading failure and missing deepstack_visual_indexes config field are not the same underlying issue." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad decoration and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions assignment and Qwen3.5 flash-attention generation issues are different model/code paths." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update decoration and broad post-5.0 model breakage are too generic to be duplicates." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan for tensor parallelism and Qwen3.5 Moe from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted edge, issue:41669 \u2194 issue:44246, is well supported by the titles as the same transformers import-slowdown regression, and the other pairs are reasonably rejected as different bug classes or model-specific failures." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44038", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44355", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45850", + "issue:46095", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:43525|issue:47317", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:44387|issue:44556", + "issue:41628|issue:42548", + "issue:43723|issue:44556", + "issue:44222|issue:44230", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:42898|issue:46664", + "issue:43576|issue:46132", + "issue:45071|issue:47317", + "issue:46143|issue:46144", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43874|issue:46617", + "issue:43010|issue:43232", + "issue:45850|issue:47110", + "issue:43299|issue:44556", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:29870|issue:31795", + "issue:44230|issue:46095", + "issue:44038|issue:45125", + "issue:43576|issue:43824", + "issue:44355|issue:45071", + "issue:43502|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:31795|issue:38617" + ], + "prepared_review_unit_hash": "82626f479cb698fdbf3e8e4779a4212510e47685cf5607cd7a503f2c88988afa", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38168, + "estimated_input_tokens": 9542, + "estimated_eval_tokens": 19340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports, regressions, docs issues, and feature requests. I did not find any soft-pair duplicates that look like the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "No single duplicate cluster stands out; the issues span different subsystems and failure modes, so there is no clear canonical issue to anchor on.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46144 is the most concrete and actionable open issue: it names a specific RoFormer attention integration problem and has some discussion, making it the strongest representative bug report here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different bugs: unexpected API requests vs AddedToken argument handling." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test flakiness, but they affect different model tests with different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Unrelated: missing pad_token_id attribute vs a training-loss bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related CI instability is unrelated to a model-loading failure." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: server KV-cache indexing vs trust_remote_code cache file lookup." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are version regressions, but one is int4 OOM and the other is checkpoint reload compatibility." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export breakages." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading and checkpoint reload are different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "One is FP8 save_pretrained behavior, the other is FP8 inference support." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing model-class import is unrelated to cache-loading FileNotFoundError." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache no_grad decoration is unrelated to the Sam3PixelDecoder Conv2d placeholder." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and video frame semantics are different docs/behavior issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command failure is unrelated to AttentionInterface.register behavior." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "Type-checking regression and training-loss bug do not describe the same issue." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs passthrough and the other is AttentionInterface integration; not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-mode network requests are unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors and data-filtering slowdown after upgrade are different problems." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper vs cache FileNotFoundError are distinct issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation internals, but the bugs are different methods and symptoms." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A broad complaint about v5 breakage is not the same as a specific special_tokens keys error." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading regression is different from a generic post-upgrade checkpoint reload problem." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics are unrelated to missing-vision-backend processor errors." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "API requests despite local_files_only and FP8 moe save_pretrained are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the racoon issue." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Runtime UnboundLocalError in generation is unrelated to confusing model.forward docs." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion-script question are different concerns." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3 MoE/tensor parallelism, but the concrete failure modes differ." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env breakage and missing model import are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file execution errors are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network behavior is unrelated to the racoon issue." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import failure and the transformers env CLI bug are different issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "A docs confusion issue is unrelated to a missing import symbol." + } + ] + }, + "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": 28, + "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-10000-537", + "nodes": [ + "issue:36296", + "issue:41669", + "issue:42371", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43673", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46209", + "issue:46328", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44077|issue:44861", + "issue:44623|issue:45230", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:45362|issue:45850", + "issue:45375|issue:47110", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:43352|issue:44961", + "issue:43525|issue:47110", + "issue:44273|issue:45542", + "issue:44315|issue:46209", + "issue:44961|issue:45468", + "issue:45381|issue:46664", + "issue:43867|issue:47110", + "issue:44273|issue:45003", + "issue:44466|issue:44556", + "issue:41669|issue:43673", + "issue:44655|issue:44861", + "issue:43572|issue:45850", + "issue:44485|issue:46664", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44295|issue:45230", + "issue:44556|issue:45092", + "issue:44297|issue:45230", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:46018|issue:46172", + "issue:43408|issue:44315", + "issue:44492|issue:45850", + "issue:43976|issue:44393", + "issue:44492|issue:46328" + ], + "prepared_review_unit_hash": "50cdc2ead767fed8666243d4e43d50227ee2c3c239aa049e652bf3730e2d0446", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38029, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated bug reports across different models, cache/loading, and docs. The only strong duplicate-looking pair is the v5 checkpoint reload regression around meta initialization and old checkpoints.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45092 is the clearest concrete report of the shared v5 checkpoint reload regression: it names the upgrade path, remote-code checkpoints, and meta-initialization incompatibility.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the most actionable and specific issue in the cluster; it best captures the underlying reload failure better than the broader upgrade-broken reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Different bug classes: tensor-parallel training vs docs/behavior mismatch for `return_all_scores`." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Unrelated model attribute error vs trust-remote-code cache file loading failure." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Both are config/model validation issues, but they describe different failures and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a concrete `save_pretrained` missing-files bug; the other is too generic to establish the same root cause." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Importing `HybridCache` and loading a cached remote-code model are different failure modes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems: Liger Kernel application vs a discussion about the DSA indexer." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen chat crash is not the same bug as the broad 'v5 breaks too many models' complaint." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field in a Qwen vision config is unrelated to a `special_tokens` list/dict shape error." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression vs a cache-strategy typo; no shared concrete failure path." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs an unrelated placeholder issue." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support error is unrelated to the other issue." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Different attribute/config failures: `pad_token_id` vs `special_tokens` handling." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior and tensorboard-without-TF backend detection are different problems." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap: placeholder issue vs Gemma audio positional encoding bug." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are vision/video-related but the specific models and symptoms differ." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict sorting load error is unrelated to `special_tokens` shape handling." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/lazy-loading themes, but the titles indicate different concrete failures and no clear same code path." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Serialization inconsistency and checkpoint reload failure are related only broadly, not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from `import *` is unrelated to chunked-prefill cache behavior." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and `_get_tied_weight_keys` AttributeError are different save/load problems." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing config field in StableLm is not the same as a broad v5 regression report." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different models and symptoms; RoPE implementation vs video frame semantics." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific `Llama4Config` attribute error is not the same as a general version-wide breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen vision, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision model output bug vs `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Registering `position_ids` as a buffer causing read errors is too specific to match a generic bug report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both describe the same v5 regression loading older checkpoints after upgrade, centered on meta-initialization/remote-code compatibility in the load path." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a distinct issue from a generic bug report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad v5 breakage and CLI completion failure with huggingface_hub are different problems." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading malfunction are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but the titles indicate different concrete issues in different parts of the model code." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 model-type mismatch vs Liger Kernel application are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy naming is not the same as broad v5 incompatibility." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen vision bounding-box errors are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance bug are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:44556 and issue:45092, is a plausible same-bug match around v5 checkpoint reload incompatibility after upgrade. The summary appropriately reflects a mostly heterogeneous cluster without overstating weaker similarities." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-537", + "nodes": [ + "issue:28348", + "issue:31795", + "issue:33453", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45071", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45656", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:44908|issue:45071", + "issue:43298|issue:46095", + "issue:41669|issue:44351", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43976|issue:46218", + "issue:45230|issue:45656", + "issue:43976|issue:47176", + "issue:31795|issue:33453", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44861|issue:47110", + "issue:45468|issue:46894", + "issue:42913|issue:43066", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:31795|issue:37428", + "issue:43576|issue:44273", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:44861|issue:47059", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:43576|issue:46218", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43606|issue:45468", + "issue:43704|issue:44485", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:28348|issue:45250", + "issue:44261|issue:45468", + "issue:45850|issue:46218", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:45290", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44230|issue:45310", + "issue:44492|issue:44998" + ], + "prepared_review_unit_hash": "f28230e825f56531460d018dbf23d994694d8ad0b46dfe3ea7fcc94f135b335f", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 53, + "serialized_chars": 42834, + "estimated_input_tokens": 10709, + "estimated_eval_tokens": 21674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated issue reports that only share broad topical keywords (tokenizers, v5, flash attention, processors). I did not find any soft pair that clearly describes the same underlying bug or change, so all candidate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44704 is the strongest representative bug: it names a specific failing code path (`AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`) and is narrow enough to be actionable.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44704 is the best global issue candidate because it is precise, reproducible, and clearly tied to one API-level defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Different problems: import-* cleanup/perf issue vs a model import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated: flaky SAM HQ tests due to missing seeds vs inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Different code paths: processor download-argument forwarding vs LR scheduler parameter handling." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* refactor/performance concern is unrelated to a small testing_utils bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are separate issues." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to asking for a weight-conversion script." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Broad import-* cleanup is not the same as a missing HybridCache import/export bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` CLI and scheduler kwargs are unrelated failures." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "One is a broken environment command; the other is a shell-operator allowlist bypass security issue." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility issue is unrelated to a model import error." + }, + { + "left": "issue:45230", + "right": "issue:45656", + "accept": false, + "reason": "Generic bug report vs optimizer.step being called twice under deepspeed are not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python support regression and command-substitution bypass are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is not a tokenizer loading regression." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processors and different failure modes: timestamp math vs video padding calculation." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application in model_init is unrelated to flash_attention_3 training collapse." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Both involve attribute/key handling, but one is tied to tied-weights internals and the other to special_tokens parsing; not the same bug." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model-specific bugs." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a broad behavior change and the other is a specific wrong decoder type issue." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to shell command allowlist bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation detail and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python support regression and tar/zip-slip RCE are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation bug in Qwen3VL is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation ambiguity is not the same as an ImportError for `_flash_supports_window_size`." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken CLI env command and lazy-loading failure are separate issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different implementation areas: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to VRAM leakage across dataloader threads." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command breakage is unrelated to a model import failure." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "Model RoPE implementation and archive file-write/RCE security bug are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading bug and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key AttributeError is unrelated to the huggingface_hub CLI completion regression." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* cleanup/performance issue does not match a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "A broad statement about v5 breaking models is not the same as a tar/zip-slip security issue." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad v5 model breakage is unrelated to shell operator allowlist bypass." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention support for NemotronH is unrelated to archive extraction RCE." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing files from save_pretrained are different bugs." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both are about Flash Attention 2.0, but one is specific GPT2 support and the other is only a generic title with no evidence of the same change." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Precision error from missing rms_norm_eps is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage does not match a specific Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak across dataloader threads is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to a missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import-related, but one is HybridCache export/import and the other is a specific Qwen3_5ForCausalLM module import failure." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError and chat-template crash with tool calls are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different feature requests." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler behavior and the unrelated 'Unemployment' issue are clearly not the same." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No relation between the placeholder issue and a tar/zip-slip security vulnerability." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No relation between the placeholder issue and a shell command allowlist bypass." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for qwen3-vl/qwen3.5 moe is unrelated to a from_pretrained error in Qwen3.5 Moe." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the placeholder 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": 28, + "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-10000-537", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43618", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44998", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:29870|issue:31515", + "issue:43298|issue:44230", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "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": "33acf786ea3b16afeca8944bbe45821bf3ae169fc10d1a4a07cb047eca2ee790", + "component_budget": { + "node_count": 537, + "item_count": 537, + "soft_pair_count": 1984, + "serialized_chars": 1028098, + "estimated_input_tokens": 257025, + "estimated_eval_tokens": 514306 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 19, + "serialized_chars": 16334, + "estimated_input_tokens": 4084, + "estimated_eval_tokens": 8424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft links are mostly superficial title similarity across unrelated Transformers issues (generation, loading, docs, config typing, model-specific bugs). No pair looks like the same underlying bug or change, so none should be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: the items span distinct components and failure modes, so there is no single underlying bug represented by the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29870 is the most concrete standalone bug report, with a specific traceback and clear generation-path failure, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP attentions bug vs unrelated 'Unemployment' issue; no shared code path." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint load slowness vs ImportError; different components and failure modes." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Generation UnboundLocalError vs slow from_pretrained loading; unrelated bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio support vs fp8 Qwen infer support; different features." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting bug vs checkpoint loading performance; not the same problem." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading slowdown vs tensor-parallel training bug; different subsystems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance issue vs documentation confusion; not a duplicate." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weights behavior vs RoFormer attention interface usage; separate model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value bug vs DeepSeek shared-expert gating; unrelated architectures." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint typo vs tokenizer regex warning; different issues." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling vs kwargs not passed to loss; different loss-path bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation vs attention interface implementation; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Segmentation ignore_value bug vs tokenizer warning; no overlap." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former bug vs RoFormer attention-interface bug; different models and code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Loss/ignore_value behavior vs a typo in quantization conversion; not the same bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config type hint issue vs quantization-operation typo; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation vs ModernBERT config typing; different areas." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm question vs incorrect type hint; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug vs config typing typo; different targets." + } + ] + }, + "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": 28, + "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": "31124cc2a99a7948886ab0a4da7279404a2816de097a0a233a0e2e16a9c42ef9", + "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": "The three issues are not duplicates: one is about tokenizer truncation direction, one about learning-rate scheduler functionality, and one about Wav2Vec2 word offset extraction. No canonical duplicate issue/PR emerges from this cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas and problems: truncation strategy vs. Wav2Vec2 word boundary offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: tokenizer truncation from the beginning vs. ReduceLROnPlateau-like scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and use cases: LR scheduler functionality vs. speech model word timestamp extraction." + } + ] + }, + "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": 28, + "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": "cbc6ccaf35a8f1ecf11fb2585b07ee33e77157628d0342ee33b6e57880f9e0ad", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like duplicates: one is about Tapas tokenization parity, one is about auth-related model download errors for private repos, and one is a generic inability to load bert-base-uncased. The only partial overlap is between the two model-loading issues, but the specific failure modes differ enough that I would not merge them.", + "confidence": 0.78, + "canonical_issue_reason": "None of the issues cleanly matches the others. If forced to pick the broadest representative, #16618 is the most general model-loading report, but it is not a true duplicate target for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue to represent the cluster only because it is the broadest and most user-facing loading failure; however, it is still not a good canonical duplicate because the other issues describe different root causes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization behavior versus a model-loading failure for bert-base-uncased. No evidence of the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model loading, but #15980 is specifically about a private-model download/auth error, while #16618 is a generic failure loading a public model. Not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 28, + "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-19631-7", + "nodes": [ + "issue:19631", + "issue:19865", + "issue:20334", + "issue:20362", + "issue:22352", + "issue:22372", + "issue:25725" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362", + "issue:19865|issue:25725", + "issue:19865|issue:22372", + "issue:20334|issue:22352", + "issue:20334|issue:20362", + "issue:20334|issue:25725", + "issue:20362|issue:25725", + "issue:22352|issue:25725", + "issue:22372|issue:25725" + ], + "prepared_review_unit_hash": "8581cab004af3dff51c8beebbca088f17b69a24163ccde810dcbe3ada77f5a6c", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 7316, + "estimated_input_tokens": 1829, + "estimated_eval_tokens": 3914 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 7316, + "estimated_input_tokens": 1829, + "estimated_eval_tokens": 3914 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: each issue requests a different model or workflow addition (EDSR/MDSR, VATT, Longformer content, FlexiBERT, Whisper XVector finetuning, Restormer, Meta-Transformer). The title overlap is only broad \"add model\" similarity, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Different model families: EDSR/MDSR vs Restormer; same broad task, but not the same feature request." + }, + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "EDSR/MDSR and FlexiBERT are unrelated model additions." + }, + { + "left": "issue:19865", + "right": "issue:25725", + "accept": false, + "reason": "VATT and Meta-Transformer are distinct models with no indication of the same implementation work." + }, + { + "left": "issue:19865", + "right": "issue:22372", + "accept": false, + "reason": "VATT request and Restormer request target different architectures and code paths." + }, + { + "left": "issue:20334", + "right": "issue:22352", + "accept": false, + "reason": "Longformer content issue is unrelated to Whisper XVector finetuning." + }, + { + "left": "issue:20334", + "right": "issue:20362", + "accept": false, + "reason": "Longformer content and FlexiBERT are different model-related requests." + }, + { + "left": "issue:20334", + "right": "issue:25725", + "accept": false, + "reason": "Longformer content vs Meta-Transformer are not the same underlying change." + }, + { + "left": "issue:20362", + "right": "issue:25725", + "accept": false, + "reason": "FlexiBERT and Meta-Transformer are separate model additions." + }, + { + "left": "issue:22352", + "right": "issue:25725", + "accept": false, + "reason": "Whisper XVector finetuning is a training/process issue, not the same as adding Meta-Transformer." + }, + { + "left": "issue:22372", + "right": "issue:25725", + "accept": false, + "reason": "Restormer and Meta-Transformer are unrelated requests." + } + ] + }, + "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": 28, + "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": "0c315bf9d83fd7e6f82480b09d78f78b4f3732ac74995e49639a8d235acdccd4", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 26225, + "estimated_input_tokens": 6557, + "estimated_eval_tokens": 13370 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 26225, + "estimated_input_tokens": 6557, + "estimated_eval_tokens": 13370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is not a duplicate cluster in the strict sense. It mixes two unrelated feature requests (Flash Attention 2 support and GGUF support) with many language-specific documentation translation issues. The translation items share a boilerplate pattern, but they are separate tasks for different languages, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is safe here: the cluster spans unrelated feature requests and multiple distinct translation requests. The shared similarity is mostly template-based, not the same underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, the generic translation-template issue is the closest structural match, but it should not be treated as a true umbrella duplicate for the language-specific translation tasks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests in different subsystems: Flash Attention 2 vs GGUF support." + }, + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-task templates, but they are distinct language-specific requests, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same boilerplate translation pattern, but the actual translation language/task is distinct." + }, + { + "left": "issue:27088", + "right": "issue:47402", + "accept": false, + "reason": "Template similarity only; no evidence these are the same language translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same generic translation template, but the underlying requested language work is separate." + }, + { + "left": "issue:27088", + "right": "issue:30191", + "accept": false, + "reason": "Different translation targets; template similarity does not make them duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish docs translation vs a generic translation template: related category, but not the same task." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish documentation translation requests are distinct and should remain separate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language translation requests; only the boilerplate matches." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Spanish vs Polish translation issues are separate language-specific tasks." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation requests; same category, not same underlying change." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Persian vs Polish translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Spanish and Persian translation tasks are separate." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets; no sign of a single shared request." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation work, despite matching template wording." + }, + { + "left": "issue:30240", + "right": "issue:47402", + "accept": false, + "reason": "Boilerplate similarity only; the underlying translation tasks are not the same." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Generic translation template vs a concrete Polish translation request is not a duplicate." + }, + { + "left": "issue:30240", + "right": "issue:47299", + "accept": false, + "reason": "Different language/task; no shared concrete translation target." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation vs a different language translation request; not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Separate language-specific docs translation tasks." + }, + { + "left": "issue:38435", + "right": "issue:47402", + "accept": false, + "reason": "Different translation request despite same boilerplate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "A concrete Romanian translation issue is not the same as the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Different language translation tasks, so do not merge." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Generic template and specific translation request; similar form, different underlying task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template match only; no evidence of the same language or same translation work." + }, + { + "left": "issue:43834", + "right": "issue:47402", + "accept": false, + "reason": "Boilerplate similarity is not enough to call these duplicates." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Generic translation template vs a concrete translation issue; distinct tasks." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Same loose translation pattern, but the actual request content is different." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Two separate language translation issues, not one underlying change." + }, + { + "left": "issue:44365", + "right": "issue:47402", + "accept": false, + "reason": "Different translation targets; only the title template overlaps." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Language-specific translation tasks are distinct." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No evidence of the same translation request; just shared boilerplate." + }, + { + "left": "issue:44370", + "right": "issue:47402", + "accept": false, + "reason": "These appear to be separate language translation issues." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Different underlying translation tasks." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Shared pattern only; not the same translation issue." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "The Thai-text issue does not match the concrete translation requests as the same task." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different content and no clear shared translation target." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Boilerplate similarity only; not a duplicate underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation template vs unrelated Thai-text issue; not the same task." + }, + { + "left": "issue:46222", + "right": "issue:47402", + "accept": false, + "reason": "No concrete evidence these are the same translation request." + }, + { + "left": "issue:46226", + "right": "issue:47402", + "accept": false, + "reason": "Different language/content; not a duplicate." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "The Thai-text issues are not clearly the same request, and the wording differs materially." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different content and no evidence of the same underlying translation task." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Distinct issue content; template similarity is insufficient." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic template similarity only; not the same issue." + }, + { + "left": "issue:46931", + "right": "issue:47402", + "accept": false, + "reason": "Different issue content and no shared concrete translation target." + }, + { + "left": "issue:47299", + "right": "issue:47402", + "accept": false, + "reason": "Both are translation-like, but there is no evidence they are the same underlying request." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Different text and no clear same-task evidence." + } + ] + }, + "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": 28, + "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-30396-2", + "nodes": [ + "issue:30396", + "issue:31103" + ], + "soft_pairs": [ + "issue:30396|issue:31103" + ], + "prepared_review_unit_hash": "e07b7e4d8848f48b3813a4f7e8adee2cb3f2756ea3f80d8e25cb30d4790ae70d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are very likely related HelpingAI feature requests, but the packet does not prove they are the same request. Issue 31103 remains the best canonical hub because it is more active and its title is marginally broader.", + "confidence": 0.76, + "canonical_issue_reason": "issue:31103 has higher discussion activity and, by title, looks like the broader HelpingAI request, though that breadth is only weakly indicated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:31103 is the better issue to keep as the hub because it is more active and appears to cover the general HelpingAI support request; 30396 looks like a narrower variant naming a specific model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30396", + "right": "issue:31103", + "accept": false, + "reason": "The titles and strong similarity signal make these look likely related or possibly duplicate feature requests, but the available evidence is not enough to confirm they are the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The ranking is mostly grounded, but the soft-edge verdict overstates the evidence. The packet only provides titles, activity counts, and a very strong soft-similarity signal; it does not establish that these are definitively the same underlying feature request. Please hedge this as 'likely related' or 'possibly duplicate' rather than asserting duplicate/identical support requests. The 'more active' rationale for 31103 is supported, but 'broader request' is only weakly supported by the titles." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 28, + "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-36718-23", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:40330", + "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:40330|issue:42503", + "issue:40330|issue:43671", + "issue:40330|issue:42954", + "issue:40330|issue:46653", + "issue:40330|issue:42738", + "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: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: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:42954|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "64185cd5b651a4bd3ddadeb5899e12f17484d8a0ec39583bd01fb29bfcbb805f", + "component_budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33615, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33615, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model request issues that only share templated wording like \"Add X model/support\". I found no true duplicates or mergeable PR-equivalents among the soft pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items span unrelated requests across keypoint matching, text/vision models, speech models, OCR, and config changes; the similarity is mostly generic request phrasing.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46133 is the best standalone representative because it is concrete and well-scoped, but it does not serve as a duplicate umbrella for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint-related, but RoMa matcher vs LoMa detector+matcher are different model requests and not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated model families and code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBERT config update and DEIMv2 model support are different requests in different subsystems." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Config addition for EuroBERT vs adding Qwen3-TTS support; unrelated model types and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBERT config vs RF-DETR model support are distinct model additions, not the same bug or change." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBERT config request and XiaoMi MiMo support are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different vision models with different implementation work." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detector vs LFM2.5 Audio model support; different domains and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vision model vs OpenAI weight-sparse transformer request; unrelated models." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR detector and Qwen3-ASR speech support are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision detector vs Qwen3-TTS support; unrelated tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT request and Qwen3-ASR support are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer; not the same concrete change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model request and LFM2.5 Audio support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT and LLMDet are separate model requests in different areas." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models with no shared underlying fix." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support vs MiniCPM3 architecture; different models and implementation work." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet detection support and Qwen3-ASR support are unrelated requests." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet vs Qwen3-TTS support; different model families and code paths." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet support and ModernVBERT models are distinct model-add requests." + }, + { + "left": "issue:40330", + "right": "issue:42503", + "accept": false, + "reason": "open-qwen2vl-base and ModernVBERT models are unrelated model support requests." + }, + { + "left": "issue:40330", + "right": "issue:43671", + "accept": false, + "reason": "Qwen2VL base model vs Qwen3-TTS support; same vendor naming, but different model and task." + }, + { + "left": "issue:40330", + "right": "issue:42954", + "accept": false, + "reason": "open-qwen2vl-base and XiaoMi MiMo are unrelated model requests." + }, + { + "left": "issue:40330", + "right": "issue:46653", + "accept": false, + "reason": "open-qwen2vl-base and Mirko Privitera are not the same issue; the latter is not a model request." + }, + { + "left": "issue:40330", + "right": "issue:42738", + "accept": false, + "reason": "Qwen2VL base model request vs generic BERT-like RoPE support; different scope and target models." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request and Qwen3-ASR support are different model changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture vs weight-sparse transformer support; unrelated code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT models are different model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 model support and Qwen3-TTS support are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate text-model requests, not the same concrete change." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic BERT-like RoPE request and Voxtral-4B-TTS-2603 support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE; overlapping theme, but not the same implementation request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and a non-model personal-name issue are not duplicates." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model families and tasks." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet support and XiaoMi MiMo are unrelated requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS support are distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and XiaoMi MiMo are different add-model requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS support and Qwen3-ASR support are related by prefix only; they are different speech models and changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 support are different concrete model requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support and LFM2.5 Audio 1.5B are different speech-model requests, not one mergeable fix." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and OpenAI weight-sparse transformer are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different modalities and implementations." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SWA+sink for Granite models are different requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model-add requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support target different models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support and Voxtral TTS support are separate speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet and Voxtral TTS are different model families." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different tasks and architectures." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both model requests, but they are different architectures and not the same concrete change." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are not the same issue; one is a model request and the other is not." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated; no duplicate signal." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 28, + "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": "8b6ee7641e1478b29cc797e7d00a049ea397932d221f19d826d282e323f8122a", + "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": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46443 is the more substantive, code-focused item and is the better representative of the cluster; the Pruna item is a separate documentation request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the best issue to keep as the cluster anchor because it describes an actual technical refactor, whereas issue 38740 is a standalone docs enhancement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: a docs integration request versus a Vision RoPE refactor. They do not 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": 9, + "component_count": 28, + "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": "315c1f40e55d6a7ac8b963ca7ec04f1c3df6913f76412a8178773f62bbacc637", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for generic block decoding support, while the other requests DeepSeek v3.2 model support. The overlap is too vague to imply the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the topics differ materially, with no explicit linkage or shared technical target beyond broad AI/model-related similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong cluster anchor because they describe different requested capabilities; if forced, 43037 is the more specific request, but it does not subsume 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: the titles indicate different feature requests. \"Set Block Decoding\" is a low-level decoding behavior change, while \"DeepSeek v3.2 support\" is model compatibility support; no shared files, targets, or concrete code path evidence tie them together." + } + ] + }, + "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": 28, + "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": "4414259e0cc914d9c8b81823f2feed003c1ea169a691934796ae7d26158270f7", + "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": "These two open issues are only loosely related by ML/model-efficiency language, but they request different features in different code paths: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other is about integrating TiledMLP to reduce memory footprint. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different feature requests and different components: `from_pretrained()` flag for FLCE vs TiledMLP integration for memory savings. No shared concrete bug/change path." + } + ] + }, + "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": 28, + "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": "bc72b706d1b43a20db3faaab889bbb252a143e77594cd8f76595e954294df8c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related through Trainer/custom-trainer behavior, but they describe different bugs and should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical duplicate: #43598 is about `remove_unused_column` customizability, while #43600 is about FLOPS estimation for custom trainers.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global duplicate representative because they concern separate Trainer concerns and different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They target different behavior: column-pruning customizability vs FLOPS accounting for custom trainers. Shared theme is too broad for a duplicate." + } + ] + }, + "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": 28, + "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": "cbdde23942a42466c8d4c6ee727244e60ef6a56815bae4f858ac8b3b2a36081e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a very broad level (adding model support), but they target different model families and different APIs: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the broader registration request and is the closest representative of the shared theme, but it still does not match #44405\u2019s separate sequence-classification support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Same broad area, but 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": 13, + "component_count": 28, + "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": "9ae650e021e2adeb39f5c63f5efcfc149a8c1761672abffed8e2fca2f48a8750", + "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": "The three \"huggingface\" issues are only weakly similar based on generic title/body metadata, so they may be related but are not confirmed duplicates. Issue 43835 appears separate. No soft edge has strong enough evidence to accept as the same underlying issue.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43845 is the most reasonable anchor only because it is the earliest of the near-identical \"huggingface\" reports, but the evidence is limited to soft title/body similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best issue to keep as the provisional representative for the cluster because it is the earliest of the similar \"huggingface\" reports and there is no stronger distinguishing evidence for any of the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared targets, files, or explicit links; soft similarity alone is too weak." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No concrete evidence beyond generic similarity; this does not establish the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Only weak metadata similarity is present, with no shared targets or other confirming evidence." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical generic titles suggest possible duplication, but the packet has no body detail, shared files, or explicit linkage to confirm it." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Similar generic title and metadata are not enough to accept as the same issue without more concrete overlap." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "These look plausibly related, but the evidence is still only soft similarity, so accepting the duplicate edge would be too strong." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the soft-edge decisions are a bit too strong for the evidence provided. The packet only shows soft_similarity on title/body-length metadata and no explicit links, shared files, or shared targets. In particular, accepting issue:43845 with issue:43846 and issue:43859 as the same issue overstates the evidence; these should be framed more conservatively as possible duplicates rather than accepted duplicates. The 'strongest duplicate linkage' wording is also not supported by the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 28, + "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": "0238c6c2dcd8b5c4705c34352bfd72f22b5ea3bde1c750ca6f5b7d78042f45ed", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are sparse, mostly spam-like or generic, and do not describe the same underlying problem. No duplicate cluster is supported; reject all soft edges.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled \"\" but contain no substantive problem description; identical low-information titles alone are not enough to treat them as the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: both are generic spam placeholders with no concrete shared bug or feature request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like, the other is a generic documentation suggestion; no evidence they describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a \"Community benchmark tip\"; clearly different topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a specific \"Google LLC\" topic; no shared underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement and spam placeholder are not the same concrete issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement versus spam placeholder; no substantive overlap." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are titled \"\" but that is too little evidence to assert a true duplicate relationship." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a benchmark tip; unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a specific named-topic issue; unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a benchmark tip; not the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a specific named-topic issue; no concrete match." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 28, + "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": "19a66a41a144624c9e2920f9ae0d10f176cf54dba664135983792f3bf7e9f346", + "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 appear to be duplicate reports with the same title and very similar body size/content. Issue #45145 is the better canonical choice because it already has an inbound reference, suggesting slightly more linkage in the tracker.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 and #45151 have the same title and highly similar content; #45145 has an inbound reference, so it is the better canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative issue: it matches the duplicate pair and has the only inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and very similar issue content; this looks like a duplicate report of the same underlying energy-reduction proposal." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the exact title, have similar body sizes, and the pair is flagged by soft_similarity. Choosing #45145 as canonical because it has the only inbound reference is a conservative, packet-supported tie-breaker. The duplicate/near-duplicate wording is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 28, + "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": 17, + "component_count": 28, + "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": "52d87c292b76d67656ab9182f7948736cfd960295215c9b34a2053fcf5bd90c2", + "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 have unrelated titles consisting of different personal names and birth dates, with no bodies or links suggesting the same underlying report. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named entities and dates with no shared context; they do not appear to describe 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": 18, + "component_count": 28, + "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": "1908620586c4e6ba1c36f973f2dd966e578e35c3a3b909708117877ff5658181", + "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": "Two closed issues with unrelated personal-name/date titles and no bodies, links, or code references; there is no evidence they describe the same problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate; both lack any actionable description and do not appear to be duplicates of a concrete bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles only share a surname and similar date formatting; with no body, targets, or shared references, there is no indication of 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": 19, + "component_count": 28, + "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": "4ebd57f877d45c89f136f793a32695efd4451d154f2afe9fb5b3da867344cfb0", + "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": "These issues are unrelated: one requests a new Qwen3_5 token-classification model for value-model use, while the other asks for FP8 training support.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the broader, more generally applicable feature request, but it is not a duplicate of 45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: new token-classification model support vs FP8 training support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 28, + "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": "54452be02ce4e372a755ecf5b8f19ba420b31499c14f822c8550cb232d9cee81", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster has two exact-duplicate issue pairs (45870/45871 and 45872/45873) and one topic-distinct promotional dataset issue (45869). The cross-pairs are only loosely related by the broad financial/DataForge theme and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is a reasonable representative of the 45870/45871 exact-duplicate pair: the titles match exactly and the bodies are identical. The cluster overall is mixed, with a separate exact-duplicate pair (45872/45873) and a distinct dataset-promotion issue, so this is only a local canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the safest overall issue representative because it is an exact duplicate with 45871, appears first in its pair, and the other duplicate pair is a different topic. There is no single semantic canonical across all five issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad financial theme, but this is a dataset promotion versus an example prediction workflow; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad financial theme, but this is a dataset promotion versus an example prediction workflow; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate titles with identical body length/content pattern; these are the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related only at a high level through DataForge/financial data; the requests differ between an example prediction workflow and a scraping-service feature." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related only at a high level through DataForge/financial data; the requests differ between an example prediction workflow and a scraping-service feature." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related only at a high level through DataForge/financial data; the requests differ between an example prediction workflow and a scraping-service feature." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related only at a high level through DataForge/financial data; the requests differ between an example prediction workflow and a scraping-service feature." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate titles with identical body length/content pattern; these are the same scraping-service issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the summary/reasons overstate the evidence in a few places. In particular, \"45872 is the clearest representative... it has the fuller description\" is not supported because 45872 and 45873 have the same body length and identical titles, so you can only say it is one representative of an exact-duplicate pair. Also, \"most actionable and specific\" for 45872 is not grounded in the packet. The safer framing is that the cluster has two exact-duplicate pairs (45870/45871 and 45872/45873) and one topic-distinct issue (45869)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "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": "943bf3fecb9618a93cfe492c7a0bf8464a4d6066215771fcfa782998d8d887be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to static cache and linear-attention, but they describe different failure modes: one is shape corruption leading to a RuntimeError, the other is a KeyError for `linear_attention` in Qwen3.5. They are not the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "If a single representative issue is needed, 46439 is the broader report of static-cache/early-initialization breaking linear-attention tensors, while 46441 appears to be a separate lookup/registry failure.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the better representative issue because it describes the core cache-initialization corruption path; 46441 looks like a distinct KeyError symptom rather than the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related area, but not the same concrete bug: 46439 reports wrong shapes and a RuntimeError from early initialization, while 46441 reports a KeyError for `linear_attention`. They should stay separate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 28, + "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": "defc7ee0ac2660c4f0702ecebdee82aa7c127540a2b862bbcdd0f92b1a754241", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are duplicates: they have the exact same title and essentially identical content about Wav2Vec2CTCTokenizer v5 mishandling the word delimiter as a special token.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical because it has inbound references and appears to be the more-linked report, while describing the same bug as #46551.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the strongest representative of the duplicate set due to its identical report plus higher reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact same title and same underlying tokenizer bug; this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded: the two issues share the exact same title, identical body length, and a soft-similarity score of 1.0. Choosing #46552 as canonical is conservative and supported by its higher inbound references. The duplicate verdict on the issue pair is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "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": "5e44feb3c9393cebe42f5efd5681071a0bf0b27e3b649854b839a473c3e90c72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2. They involve different failure modes and likely different fixes.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46657 is the better representative because it names a concrete, reproducible training error rather than a general resource exhaustion symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the most specific and actionable report in the cluster; #46692 appears to be a separate OOM problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying bugs: tensor shape mismatch vs memory exhaustion during later epochs. The titles and implied fixes do not indicate 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": 24, + "component_count": 28, + "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": "6c4e2e358c4e18ce8faa4224615405aaf0274f61ab584d204da42c836b72d81d", + "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 are not duplicates: one is a ZeRO-3 / zero.Init multimodal submodule partitioning OOM, the other is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. Different triggers, different code paths, and no shared targets.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46823 is the more concrete and self-contained bug report, with a specific configuration and failure mode; however, it is not the same underlying problem as 46822.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46823 is the strongest standalone issue candidate because it clearly states the repro conditions and the observed ValueError.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: these describe different bugs. 46822 is about ZeRO-3 zero.Init failing to partition a composite multimodal submodule and causing OOM, while 46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU and raising a ValueError." + } + ] + }, + "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": 28, + "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-46906-22", + "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", + "issue:47419" + ], + "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:47309|issue:47419", + "issue:47390|issue:47406", + "issue:47390|issue:47419", + "issue:47377|issue:47390", + "issue:47227|issue:47390", + "issue:47279|issue:47390", + "issue:47406|issue:47419", + "issue:47377|issue:47406", + "issue:47279|issue:47406", + "issue:47120|issue:47406", + "issue:47377|issue:47419", + "issue:47279|issue:47419", + "issue:47265|issue:47419" + ], + "prepared_review_unit_hash": "bb81a2d9261927923c428cdb86aefd42c112c47a2e7e4c513dc7695ee4349040", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 71, + "serialized_chars": 37835, + "estimated_input_tokens": 9459, + "estimated_eval_tokens": 19174 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 71, + "serialized_chars": 37835, + "estimated_input_tokens": 9459, + "estimated_eval_tokens": 19174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are a dated series of [serge] integration failure triage issues. They look like recurring daily triage reports rather than duplicates of one underlying bug report, so the soft edges should not be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:47419 is the newest open triage report in the series, so it is the best anchor if a single canonical issue is required.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47419 is the most current open item and best represents the active triage thread, though the cluster itself does not appear to be true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series template, but different dates; no evidence they track the same underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "These look like separate daily triage reports, not one duplicate issue." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Date-stamped triage entries; no sign of the same incident being reported twice." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Recurring report format only; different day, likely different failing run." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same series, but not enough evidence of the same bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily triage reports; similar wording alone is not enough to dedupe." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Likely separate integration-failure snapshots from different dates." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same broad triage series, but no shared underlying defect shown." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Different dates in a recurring triage log; not a clear duplicate." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "These appear to be separate daily reports, not one bug repeated." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "No evidence they refer to the same failing code path." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same title pattern, but likely distinct triage instances." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Date-separated triage reports; not enough to call duplicate." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Recurring integration triage item, but different report day." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same series, but no concrete shared bug/change evidence." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Similar triage notes are not sufficient to merge these issues." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Appears to be another daily triage report, not the same issue." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same template across dates; no duplicate signal beyond the title." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Likely separate failing runs captured on different days." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Recurring triage series, but not the same underlying defect." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different date-stamped reports; no concrete same-bug evidence." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same series, but distinct daily triage entries." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Different dates and no shared issue target means no duplicate confidence." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Likely separate integration failures reported on consecutive days." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same reporting pattern, but no evidence of one underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "These read as different triage instances rather than duplicate bug reports." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Date-separated triage notes; insufficient evidence they are the same issue." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Adjacent daily reports, but not clearly the same failing path." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Recurring triage item only; no clear duplicate linkage." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same series of reports, but likely different incidents." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Similar titles do not establish the same bug/change." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Different dates in the triage sequence; not enough to merge." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "No concrete evidence of the same underlying failure." + }, + { + "left": "issue:47091", + "right": "issue:46985", + "accept": false, + "reason": "Same triage-series pattern only; not a duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different daily triage reports, no same-bug evidence." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Recurring report format alone is not enough to accept as duplicate." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Likely separate integration-failure entries from different dates." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same triage-series pattern, but different report dates and no shared underlying bug." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "These appear to be separate daily integration triage issues." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "No evidence they describe the same failing code path." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Same dated triage template, not a clear duplicate bug report." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Likely different daily run failures; too little to merge." + }, + { + "left": "issue:47120", + "right": "issue:47406", + "accept": false, + "reason": "Recurring triage log entry, but not the same underlying issue." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Adjacent daily triage reports; title similarity alone is insufficient." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "No explicit linkage or concrete same-bug evidence." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Separate dated triage items, not one duplicate issue." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Same series, but likely different integration-failure snapshots." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Date-stamped reports from the same workflow, but not clearly duplicates." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "No sign these are the same incident or bug." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Different daily triage reports; similar wording is expected in this series." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Likely separate reports rather than duplicate bugs." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "No concrete shared failure context to justify merging." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Same triage-series template only, not a same-code-path match." + }, + { + "left": "issue:47227", + "right": "issue:47390", + "accept": false, + "reason": "Recurring issue cluster, but not enough evidence for duplication." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Separate date-specific triage entries." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "No explicit same-bug evidence." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "These look like distinct daily failure reports." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Same reporting pattern, but not the same underlying defect." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Different date and no shared issue target." + }, + { + "left": "issue:47265", + "right": "issue:47419", + "accept": false, + "reason": "Recurring triage series, but not duplicate by content available here." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Likely separate integration failures, not one bug." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Similar daily triage note, but no concrete duplicate evidence." + }, + { + "left": "issue:47279", + "right": "issue:47390", + "accept": false, + "reason": "No indication these refer to the same issue instance." + }, + { + "left": "issue:47279", + "right": "issue:47406", + "accept": false, + "reason": "Same title pattern, but different dates and likely different runs." + }, + { + "left": "issue:47279", + "right": "issue:47419", + "accept": false, + "reason": "Not enough evidence of the same underlying failure." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Date-separated triage reports with no concrete same-bug signal." + }, + { + "left": "issue:47309", + "right": "issue:47419", + "accept": false, + "reason": "They belong to the same recurring series, but appear distinct." + }, + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "Separate daily triage reports, not a duplicate code-path problem." + }, + { + "left": "issue:47377", + "right": "issue:47406", + "accept": false, + "reason": "No evidence these are the same underlying bug/change." + }, + { + "left": "issue:47377", + "right": "issue:47419", + "accept": false, + "reason": "Same workflow, different report date, likely different incident." + }, + { + "left": "issue:47390", + "right": "issue:47406", + "accept": false, + "reason": "Adjacent triage notes but not the same issue." + }, + { + "left": "issue:47390", + "right": "issue:47419", + "accept": false, + "reason": "Recurring integration-failure triage entry; no duplicate proof." + }, + { + "left": "issue:47406", + "right": "issue:47419", + "accept": false, + "reason": "Same series, but the artifacts look like separate daily reports." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 28, + "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": "cb7b22271eff07d9e1b0472a6c97dafa6a702b6c9723855340a77f8ad8adcb83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are duplicates: same title and highly similar bodies, both requesting RWKV7 model support.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical representative because it has a bit more discussion/activity, suggesting it contains the richer thread for the duplicate request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 best represents the cluster for the same reason: same request, slightly more context from discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and nearly identical request for RWKV7 model support; these look like the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the same title, have highly similar bodies, and the soft-similarity signal is strong. Choosing issue:46984 as canonical based on slightly higher discussion activity is conservative and supported by the metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "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": "1336c8f963c7009a03dc0bae832354c50b38176f74201982e3976fa6ed62f10f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are thematically similar high-level AI/security topic posts, but they do not describe the same concrete bug, feature, or code change. The overlap is broad topical framing only, so they should not be treated as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue 47015 is the broader, more central formulation of the topic, so it is the best representative if the cluster needs one, but it is still not a duplicate of 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Same broad AI vulnerability-discovery theme, but no shared concrete problem statement, target, or change; the titles suggest different articles/topics rather than 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": 28, + "component_count": 28, + "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": "1d7c8e666dcc782443e30ae2a0a01dcdf0f4a5b5bab35e8317e9f6ecb67afed4", + "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": "These issues are highly likely duplicates: they share the same title, the same body length, and maximal soft-similarity. The earlier report, issue 47138, is the best canonical choice, though the evidence stops short of proving an exact byte-for-byte duplicate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:47138 is earlier and, based on the available metadata, indistinguishable in substance from issue:47139, so it is the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47138 is the best global issue representative because it was created first and appears to describe the same underlying bug as issue:47139.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title, identical body length, and soft_similarity/jaccard 1.0 strongly indicate the same bug report. I cannot prove the bodies are identical, but this is sufficiently strong to treat them as duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is plausible, but the writeup overstates the evidence. The packet supports strong similarity (same title, identical body_length, soft_similarity/jaccard 1.0), but it does not prove the bodies are identical or that this is an exact duplicate. The conservative conclusion would be that these are highly likely duplicates, with 47138 as the earlier canonical issue." + }, + "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:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47090", + "pull_request:47093", + "pull_request:47105", + "pull_request:47108", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47291", + "pull_request:47292", + "pull_request:47301", + "pull_request:47360", + "pull_request:47374", + "pull_request:47383", + "pull_request:47384", + "pull_request:47395", + "pull_request:47398", + "pull_request:47409", + "pull_request:47415", + "pull_request:47420" + ], + "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", + "pull_request:47090|pull_request:47395", + "pull_request:46903|pull_request:46958", + "pull_request:46903|pull_request:47395", + "pull_request:47268|pull_request:47284", + "pull_request:46958|pull_request:46974", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47105|pull_request:47129", + "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47301|pull_request:47360", + "pull_request:47173|pull_request:47184", + "pull_request:47360|pull_request:47383", + "pull_request:47216|pull_request:47360", + "pull_request:44775|pull_request:47275", + "pull_request:47291|pull_request:47384", + "pull_request:47166|pull_request:47173", + "pull_request:47077|pull_request:47275", + "pull_request:47275|pull_request:47301", + "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: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:47108|pull_request:47420", + "pull_request:47163|pull_request:47173", + "pull_request:46836|pull_request:47275" + ], + "prepared_review_unit_hash": "2ba66ebe333f2914ff5f01c662db0f714fbff89f98b31da8d48ff02e352f67d8", + "component_budget": { + "node_count": 87, + "item_count": 87, + "soft_pair_count": 242, + "serialized_chars": 296944, + "estimated_input_tokens": 74236, + "estimated_eval_tokens": 148728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 123471, + "estimated_input_tokens": 30868, + "estimated_eval_tokens": 61992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous noise: only the loss-helper kwargs PRs and the training-loss double-shift PRs look like true duplicate families; the rest are unrelated by model, docs, CI, or exporter area.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR across the whole cluster. If you pick the only real duplicate family here, PR 47090 is the strongest representative because it applies the loss double-shift fix across the widest affected set and keeps the loss-function handling consistent.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best representative of the loss-double-shift subcluster: it fixes the same concrete bug in CohereASR and also covers the additional affected models, so it is the most complete version of that change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47291", + "right": "pull_request:47415", + "accept": false, + "reason": "Same file, but different generation-config problems: one deprecates CB config, the other fixes dict serialization/rehydration." + }, + { + "left": "pull_request:47398", + "right": "pull_request:47409", + "accept": true, + "reason": "Same backward-compat fallback bug: legacy num_experts should not overwrite an explicit n_routed_experts value." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same fixed_cross_entropy helper change: forward supported kwargs like weight and label_smoothing into nn.functional.cross_entropy." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same training-loss double-shift bug in the seq2seq causal loss path; both fix labels being shifted twice, with 47090 being the broader variant." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47395", + "accept": false, + "reason": "Both are loss-related, but they fix different models and different bugs/code paths (CohereASR/PPFormulaNet double-shift vs Git causal LM loss handling)." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift training-loss bug; the PRs use different implementations, but they target the same underlying code-path problem." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47395", + "accept": false, + "reason": "Different models and different failures: CohereASR/PPFormulaNet training-loss shifting versus Git next-token loss handling." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Different model-specific test fixes with no shared underlying code change." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Unrelated changes: CohereASR loss handling versus a MusicGen generate typo." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Different test families and different failures; same broad testing area is not enough." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both touch docker/CI, but one removes a workflow and the other adds exporter test deps to torch-light; different changes." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47374", + "accept": false, + "reason": "Different docs/build/exporter concerns; shared CI/exporter ecosystem is too broad to be the same change." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but one is a DistilBERT translation and the other is a wider wording cleanup; not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Both mention exporters, but one is dependency setup and the other is exporter implementation fixes; different code-path problems." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47360", + "accept": false, + "reason": "CI workflow removal versus OTEL workflow usage; unrelated changes." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "A comment tweak in docs workflow pinning is unrelated 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different accelerator-related updates." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Nemotron Omni model support and paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46836", + "accept": false, + "reason": "PrismML Bonsai support and Unlimited OCR are separate model PRs." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47387", + "accept": false, + "reason": "Unlimited OCR model support and one-to-many conversions are unrelated changes." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47322", + "accept": false, + "reason": "Generation-config deprecation and AMD Quark config class changes are different issues." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46509", + "accept": false, + "reason": "PrismML Bonsai support and Nemotron Omni support are unrelated model additions." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU-related test fixes, but for different models and failures." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47336", + "accept": false, + "reason": "MTP docs and fully offloaded model saving are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47383", + "accept": false, + "reason": "Compressed-tensors fp8 support and Kimi integration tests are unrelated." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47383", + "accept": false, + "reason": "Offloaded-model saving and Kimi integration tests do not share the same bug." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47367", + "accept": false, + "reason": "MTP docs and pipeline device-placement changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model addition and ExecuTorch exporter fixes are separate changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47243", + "accept": false, + "reason": "Both touch exporter code, but Kimi export support and generic ExecuTorch fixes are not the same concrete problem." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47383", + "accept": false, + "reason": "GPTQ test updates and Kimi integration tests are unrelated." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47383", + "accept": false, + "reason": "Qwen3Next accelerator test updates and Kimi integration tests are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model addition and OLMo3 CI test-value updates are unrelated." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47367", + "accept": false, + "reason": "Neuron experiments and pipeline device-placement docs are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are separate model-addition PRs." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47399", + "accept": false, + "reason": "MI450 image-utils fallback work and Cosmos 3 Edge patch packing are different issues." + }, + { + "left": "pull_request:47398", + "right": "pull_request:47399", + "accept": false, + "reason": "GlmMoeDsa config fallback and Cosmos 3 Edge patch packing are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are distinct model additions." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47398", + "accept": false, + "reason": "MI450 image-utils fallback and GlmMoeDsa config fallback solve different problems." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47387", + "accept": false, + "reason": "Step3p7 model work and one-to-many conversion support are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", + "accept": false, + "reason": "NeuCodec model support and Quark config class changes are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step3p7 and NeuCodec are separate model PRs." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47322", + "accept": false, + "reason": "Step3p7 model work and AMD Quark config changes are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Kimi export support and Quark quantization-config changes 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:43451", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47298", + "pull_request:47306", + "pull_request:47387", + "pull_request:47398", + "pull_request:47399" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:47298", + "pull_request:43451|pull_request:47398", + "pull_request:43451|pull_request:47399", + "pull_request:47096|pull_request:47398", + "pull_request:47096|pull_request:47399", + "pull_request:43451|pull_request:47306", + "pull_request:47096|pull_request:47306", + "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" + ], + "prepared_review_unit_hash": "66e101449bf4af37be6597881bbee312fd6b2ea099a69d0890bc2fcd2ff351ff", + "component_budget": { + "node_count": 87, + "item_count": 87, + "soft_pair_count": 242, + "serialized_chars": 296944, + "estimated_input_tokens": 74236, + "estimated_eval_tokens": 148728 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 25328, + "estimated_input_tokens": 6332, + "estimated_eval_tokens": 12920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are not duplicates: they cover unrelated model additions, exporter work, config fixes, image-processing corrections, and a training experiment. The soft matches are driven by broad topical similarity, not the same concrete code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster because the items do not describe the same underlying bug or feature change; they span distinct models and subsystems.", + "best_issue_reason": null, + "best_pr_reason": "No best PR in duplicate-triage terms: none of these PRs could plausibly be merged into one change without mixing unrelated work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model/docs addition vs MI450 backend/model-failure fixes; completely different changes and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47398", + "accept": false, + "reason": "Molmo2 model/docs addition vs a GLM MoE config bugfix; unrelated functionality." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47399", + "accept": false, + "reason": "Molmo2 model/docs addition vs Cosmos 3 Edge patch-packing fix; different model families and problems." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47398", + "accept": false, + "reason": "Exportable Kimi changes exporter/model exportability code, while this is a GLM MoE config fallback fix; not the same change." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47399", + "accept": false, + "reason": "Exporter/model export work vs a Cosmos 3 Edge image-processing bugfix; no shared underlying fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 model addition vs Neuron/Trainium experiment code; unrelated scope and no common bug." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi exportability work vs Neuron training experiments; different targets and code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47398", + "accept": false, + "reason": "OpenVINO exporter support vs GLM MoE config fallback; one is exporter infrastructure, the other is model config behavior." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter support vs Neuron experiments; same broad ML tooling area, but not the same concrete change." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "Kimi exportability fixes vs one-to-many conversion framework support; related to export, but different code-path problem." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47387", + "accept": false, + "reason": "OpenVINO exporter work vs one-to-many conversion support; not the same bug or feature implementation." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability fixes vs NeuCodec model support; different model additions and unrelated code changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "941127acacc637e699a68f24b68040170566ff40158fb4fada343430402da5da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. The soft similarity is superficial and they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different features: TimesFM forecasting with covariates vs DINOv3 image classification. They could not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "782ad755c39c0b4d77e14ac1a7b823ad5c86c1ee51d3be72dcc017a256d7456e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions workflows, but they target different changes: PR 42975 is a Node 24 compatibility pass for several core actions, while PR 42976 is a broader latest-version bump centered on docker/build-push-action and a few other workflow actions. They overlap in files but not in the concrete code-path change, so they should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative of the cluster because it is the more specific workflow-action compatibility upgrade and has the clearer, narrower purpose.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best overall representative here: it has the clearer technical goal (Node 24 compatibility) and is less of a mixed-version-bump than PR 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both touch CI workflow files, but they are not the same underlying change: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and related workflow actions. Shared filenames alone are not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "49bd6a3be3f73a26b2b2523db677db456d66fb00e6270782da37e1a5d070e4bb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition efforts, not duplicates. The overlaps are mostly shared registry/docs boilerplate in the Transformers codebase, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication: 42978 (ViT NEPA), 43448 (Molmo), 45490 (CTSM), and 46562 (Step3p7) each introduce a different model family with distinct configs/modeling/tests and different code paths.", + "best_issue_reason": null, + "best_pr_reason": "If a single PR must be picked as the strongest standalone representative, 46562 is the most complete and actively reviewed model integration, with modeling, processing, image-processing, auto-mapping, and conversion-related changes. 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 additions (ViT NEPA vs Molmo); shared auto/docs files are boilerplate, not the same fix/change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and code paths; overlap is only in generic registry/docs updates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model implementations; they do not address the same concrete bug or feature." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model introductions with separate architecture and files; similar auto-mapping edits are not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e9ef68e34b6c86f04dedaf8610156ff82fe631bd424141aac4441ba2d5b57c1e", + "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 unrelated PRs; the only true duplicate pair is the two YOLOS fixes for the same device_map=\"auto\" device-mismatch bug. All other pairs touch different models or subsystems and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the best representative: it fixes the actual YOLOS device mismatch in the forward path and also includes the no_split_modules change, while pull_request:46886 looks like a partial variant of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the strongest canonical PR because it addresses the same concrete YOLOS device_map bug more completely than pull_request:46886.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different changes: Whisper tokenizer decoding logic vs. test tweaks in CLIP/ViT." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated code paths: Whisper decoding tests vs. FP8 dequantization/core loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer/test fix is unrelated to generation watermarking validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decoding changes do not match YOLOS device-placement fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test-only edits for CLIP/ViT are unrelated to Phimoe CI integration-test environment changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:47393", + "accept": false, + "reason": "Model test assertions are unrelated to a README URL change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different bug areas: model test files vs. FP8 quantization/loading logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "No shared underlying bug; model test edits vs. generation config validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and issues: CLIP/ViT tests vs. YOLOS device mismatch." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/loading fix is unrelated to Phimoe CI memory/device setup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different concrete changes: FP8 kernel/loading logic vs. generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequantization work is unrelated to YOLOS device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation fix is unrelated to CI Phimoe integration-test environment changes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking-config validation and YOLOS device mismatch are different bugs." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI runner memory capping for Phimoe tests is unrelated to YOLOS model sharding/device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch bug, share the same model file, and could plausibly be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair is the YOLOS pair, which is supported by the shared issue target and shared file, and the two diffs do look mergeable into one bugfix PR. The other pair rejections are consistent with the packet and do not overstate the evidence." + }, + "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": "55e2366c640325e425b1c6f8b22b247e3c2ac7bfebf2342ba8348aa20f1e6dfd", + "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 are three unrelated \"don't merge\"/testing PRs touching different areas: packaging/versioning, CI/comment workflows, and a security-gate workflow. They are not the same underlying change, so none should be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a good canonical representative because the three PRs address different code paths and CI concerns rather than one shared bug or fix.", + "best_issue_reason": null, + "best_pr_reason": "None is a strong global best match for the cluster; 43532 is the broadest workflow-related PR, but it is still not comparable to the packaging and security-gate changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 modifies setup/versioning and a test file, while 46747 only changes a security-gate workflow trigger. Same repo-bot/testing flavor, but not the same underlying fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about dependency/version metadata and a Vit test tweak; 43532 edits workflow automation and testing utilities. They are not the same concrete bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-related, but they target different mechanisms: self-comment CI/testing utilities versus the PR CI security gate trigger. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 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": "c7c504e6136ea890957053358fd5fa501e38763c1d55aba13bdaeec17500bc95", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct PRs: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. They share documentation/pipeline plumbing, but they target different tasks, model integrations, and test suites, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader, more multi-backend segmentation pipeline addition, but it is still not the same change as PR 43612; both are separate feature PRs rather than duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They implement different pipelines and different concrete model/task paths: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared docs/pipeline registry changes are not enough to merge them 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": 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": "6aeb47e4397f9d1ce67fcb62f93439dd48142d733278c06bc711b7de1ef53c39", + "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": "Two unrelated trainer.py PRs were grouped by soft similarity only: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers. They touch the same file but not the same bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more concrete behavior change and is self-contained; PR 43663 is a separate refactor around input-column filtering, so there is no single duplicate-pr canonical for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different trainer code paths and different goals: loss scaling for gradient accumulation vs. signature-column filtering. Shared file 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": 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": "1b83692e2f016d9b50ac0471d6ace5abde8f4a79d45514f2b58496efa562eef3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3662, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3662, + "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 file and both mention TypeAdapter, but they address different annotation/import failure modes rather than the same bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the cleaner representative because it directly fixes the pydantic/TypeAdapter import-time NameError with a minimal, targeted change and an explicit issue link.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best standalone PR in this cluster: it has a precise failure mode, a small diff, and a clear runtime-import rationale. PR #43656 appears to fix a different annotation-related NameError in the same file, so it is not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both edits are in `src/transformers/cli/serve.py`, but they fix different problems: #43656 adjusts typing/future-annotations for one NameError path, while #43842 makes `TypeAdapter` safe when pydantic is absent. Same file and similar symptom, not the same underlying bug or mergeable single 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": 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": "1747236ddb6d576185b2e5d7b97f549a0266df7efa85a07d16013227553025eb", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84499, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a cluster of standardized output-tracing refactors across many unrelated model implementations. Most pairs share only the broad refactor theme or the same tracking issue, not the same concrete code path. The only clear duplicate-like overlaps are the GPT-Neo iteration pair and the GPT-J/CodeGen variants.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative: it is the latest, most complete GPT-J/CodeGen refactor in this cluster and carries the shared tracking issue target, making it the strongest single exemplar of the change pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 best captures the cluster because it is broad enough to represent the repeated GPT-J output-tracing refactor while also including the related CodeGen path and a clear issue link.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; they only share the generic output-tracing theme." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model implementations and code paths; same issue link is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; both touch the same underlying code path and are mergeable into one change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Related refactor theme, but different models/code paths (RegNet/ResNet vs EfficientNet)." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; no shared concrete bug or code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Unrelated model implementations despite the common refactor pattern." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different backbones and different forward paths; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models; this is a shared refactor style, not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model code paths; both are output-tracing cleanups but not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model family; likely duplicate iterations of one change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and different implementation paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; only the broad theme overlaps." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models; no shared concrete bug or fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families; same refactor pattern only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "Different model families and implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; only the generic tracing refactor is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and forward paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model implementations; common refactor theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM are different models and fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate model changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "Different models; same output-tracing theme only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44056", + "accept": false, + "reason": "Segformer and MPNet are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44129", + "accept": false, + "reason": "TextNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa V2 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like the later, broader iteration of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing code path; 44722 is a superset-style variant of the same fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 and VITS are unrelated model changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairings are all plausibly mergeable as iterations of the same output-tracing bugfix within the same model family/file set, while the rejected pairs are appropriately treated as only sharing the broad refactor theme or issue target. No clear overstatement stands out." + }, + "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": "7baa72effb1da412cb626933287ae254436d8ad9ae282e747e4ad7077f4efe36", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84499, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13063, + "estimated_input_tokens": 3266, + "estimated_eval_tokens": 6788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific PRs all doing the same broad migration to standardized output tracing, but they touch different architectures and code paths, so they should not be collapsed as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate among the PRs: each is a separate model migration. If forced to pick a representative, 44129 is the most concrete because it has an explicit issue target and a fuller SpeechT5-specific output-capture refactor.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest representative of the group because it is the most explicit and scoped PR, with an issue link and clear standardized output-capture changes, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same high-level refactor theme, but different models and files (VisualBert vs TextNet); these are separate model-specific changes, not one concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but for different code paths in different model implementations (MPNet vs VisualBert); too broad to treat as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Related standardized-output refactors, but they affect different model code paths and cannot plausibly be merged as the same fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations; shared wording about output tracing is not enough for duplicate treatment." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models and different implementation details; not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "272fd97527881b3453e13deef3f05176d6d376c111d0e5bd949860ab72d08a11", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are model-specific output-tracing refactors with similar structure, but they target different architectures and code paths. They are not duplicate changes, so the soft-edge links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it applies the refactor across two related implementations and introduces the shared output-capturing plumbing, making it more central than the single-model patches.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 best captures the common pattern in this set while still being concrete and mergeable on its own; it is broader than the decorator-only single-model PRs and is a better anchor for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths; not the same concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but timm_backbone and vision_text_dual_encoder are unrelated implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and forward paths; too broad to treat as one duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Shared refactor pattern, but timm_backbone and mamba/falcon_mamba are separate code paths and not one mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families with distinct forward signatures; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Timm backbone refactor is unrelated to RWKV's stateful layer output tracing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; similarity is only the output-tracing refactor pattern." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations and output shapes; not a single bug or fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and DepthAnything target different architectures; not mergeable as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model code paths; no concrete overlap beyond refactoring style." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated changes to separate wrappers." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet have different outputs and forward logic; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model families with distinct forward contracts; only the refactor motif matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and output-capture plumbing; not the same concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-text dual encoder and DepthAnything are unrelated model wrappers." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different model types; no shared code-path bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks and output mechanisms; not one underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and DepthAnything are unrelated and cannot plausibly be merged into one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet segmentation wrapper and RWKV are separate implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Only the refactor theme overlaps; the model code paths are distinct." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba output tracing and SuperPoint are different subsystems and fixes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/FalconMamba refactor is not the same change as CodeGen cache/output typing cleanup." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen touch unrelated model internals." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different code paths; not a duplicate fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet segmentation logic and CodeGen attention/cache outputs are unrelated." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are different model families with no shared bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are separate model wrappers; same refactor style only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are different architectures and fixes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are separate code paths; not one mergeable PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are different model stacks." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are distinct wrappers; not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint do not share a concrete bug or code path." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and output semantics; reject as duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV target different code paths and behaviors." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are separate wrappers with no shared fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR do not appear to fix the same concrete problem." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model families; similarity is only superficial." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "9a4181e09260e161abbaec5263387bf00cb7ead32ecb6bc9e0b5fa391dae8949", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-implementation PRs: one adds PenguinVL, the other adds Voxtral TTS. They share only generic Transformers registry/docs plumbing, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement different models and touch different code paths, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the better representative only because it is more scoped and explicitly tied to issue 45027, but it is still not a duplicate of 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: PenguinVL and Voxtral TTS are distinct model additions with different architectures, files, and goals; shared auto/registry changes are generic scaffolding, not a common code-path 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": 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": "fb97094facb421b7972aeb113154250f5cab5f57793c94e8c1be948406bf29d2", + "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": "Two related but distinct PRs: one adds a generic Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They share the broad fusion theme, but they are not the same concrete change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the standalone module fusion API and tests, which the later KernelConfig work can build on.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best representative for the cluster because it defines the core fusion abstraction rather than one specific integration path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different layers of the feature: #44979 adds a generic module fusion API, while #45363 focuses on KernelConfig-based kernel fusion integration and example usage. They are related, but not the same underlying code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "0bb3fbc8c1cda515ba06d8fcacf1ec569dcca28c94f846cd97ceca735ea11f37", + "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": "Two open PRs are near-duplicates for the same Mistral regex patch bug in tokenization_utils_tokenizers.py; one is a code-only fix, the other is the same fix plus tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix and also adds tests, making it the more complete representative of the bugfix.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the strongest PR overall: it targets the same AttributeError, touches the same code path, and includes test coverage, so it is the best standalone fix candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Both PRs patch the same concrete bug in _patch_mistral_regex by switching from backend_tokenizer.pre_tokenizer to tokenizer.pre_tokenizer, and the second PR is just the same fix with tests, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "8c046fe4af16683cbea4fc2a80743080f79937131c094c7a27400828791cb5e7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to NemotronH, but they are not the same change: #45115 is a smaller conversion/mapping and inheritance refactor, while #45569 is a broader split into NemotronHDense/NemotronHSparse with docs and tests. Shared filenames reflect the same subsystem, not a duplicate fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the broader, more representative PR for the NemotronH redesign because it introduces the dense/sparse model split, updates auto-mapping/docs, and includes tests; #45115 is a narrower precursor focused on inheritance and conversion mappings.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best single PR to represent the cluster because it covers the larger concrete architectural change and subsumes the smaller model-file refactor theme better than #45115.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different underlying changes: #45115 only adds conversion mappings and inheritance glue, while #45569 restructures NemotronH into separate dense/sparse implementations with docs/tests. They touch overlapping files but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "5bc1cdc1a64798d17db309c515de0a996ca6191f928ae55e89b6d17b7fbf17a4", + "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": "Two unrelated typing-focused PRs: one is a broad type-checking pass across many transformers files, the other adds shared typing protocols/aliases and a few targeted follow-up changes. They overlap in some files but do not fix the same concrete problem.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more self-contained change: it adds reusable typing aliases/protocols and targeted updates, whereas 45415 is a wide, mechanical type-checking sweep across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative for the cluster because it has a single coherent purpose and smaller blast radius; 45415 is a broad repository-wide typing enablement patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but 45415 is a broad type-checking cleanup and 45425 is a focused typing-API/protocol change; they do not appear to be the same underlying fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "aa72396e9779cfc9d05e046a34c288f679e9145eb56791d31d16f41f21578521", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs about expert parallelism, but they fix different bugs: one is about config serialization and loading with DeepSpeed ZeRO-3/accelerate, the other about expert parameters being overwritten during FSDP2-style sharding/broadcast. Not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better canonical representative because it addresses a concrete parameter-overwrite bug in distributed loading and touches the relevant loading/sharding paths more broadly. PR 45548 is narrower and focused on EP config handling for DeepSpeed ZeRO-3/accelerate launch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone fix in this cluster: it targets the specific code path where expert weights could be overwritten after sharding. PR 45548 is related to EP but solves a different loading/serialization problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve EP, but they address different underlying bugs and different code paths: 45548 adds distributed_config serialization and a has_ep helper for DeepSpeed ZeRO-3 loading, while 45662 prevents experts from being overwritten during post-shard wrapping/FSDP2 loading." + } + ] + }, + "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": "18a5ba89a46e2f6d56a98e2e277a068fd3f211b33e2e857351fd2de166d2217c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging problem, with 45645 extending 45639 by also fixing CI log collection. They are close enough to treat as duplicates/one change set.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader, more complete fix: it includes the xdist-safe output file handling in `testing_utils.py` and also updates CI to collect multiple `captured_info*.txt` artifacts, so it subsumes 45639.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it addresses both sides of the artifact-collision problem and preserves the debug logs end-to-end.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying captured_info/xdist collision issue in the same code path; 45645 simply adds the workflow-side log aggregation needed to complete the 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": 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": "aae4a87d8c83a20b00d634757fd1e331f2537bd4d97b4931780bcbe3a26effa5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in distributed code, but they are not the same change: one is a focused EP/Trainer integration, the other is a broad distributed branch base touching FSDP, CI, integrations, and multiple modules.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:46126 is the better representative PR because it is narrowly scoped around a single EP + Trainer integration change with concrete code-path edits, whereas pull_request:46269 is a broad base branch with many distributed-related changes and is not a clean duplicate candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is only at the subsystem level. 46126 targets EP routing/Trainer integration and Qwen3 MoE-specific distributed hooks, while 46269 is a large distributed branch base spanning FSDP, CI, and many unrelated integration updates. They do not appear to fix the same concrete bug or change the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ccf320e053475be63c0339e714b5c2d93e53d0b9ab285fb5beabd5bb30f6a845", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26685, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26685, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-maintenance PRs that only look similar because they touch GitHub Actions files. The only tight subcluster is the pr-ci-security-gate workflow set, but those PRs make different hardening changes rather than fixing the exact same bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46554 is the most central and substantive workflow-security change in the set: it adds the actual fork-PR security checks and approval flow logic, making it the best representative if one PR must stand in for the security-gate cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46554 is the strongest standalone candidate because it changes the core security-gate behavior, while the nearby pr-ci-security-gate PRs are narrower permission/secrets/comment-only adjustments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concerns: stdin handling for self-comment CI vs PR security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one is self-comment CI input plumbing, the other is PR security-gate permissions/approval." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "A self-comment CI CLI/input fix is not the same change as a pr-ci-security-gate workflow comment/update." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different behavior; no shared concrete bug." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct fixes; only superficial shell quoting similarity." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch support." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and unrelated hardening tweaks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes are not the same as assigning reviewers from the base ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "One is SSH runner/security hygiene, the other is PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different code paths; not a duplicate." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions change and benchmark workflow_dispatch support are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different operational fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci shell quoting are unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same broad CI area, but different workflow files and different problems." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref fix is unrelated to benchmark dispatch enabling." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow-specific fixes with no shared bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Not the same underlying issue; reviewer assignment vs PR security gate." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow dispatch support is unrelated to build-ci quoting behavior." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different functionality." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Shell quoting in build-ci-docker-images is unrelated to PR security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Both touch the same workflow, but they fix different concrete issues: file-diff security checks vs job permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One adds real security checks; the other is just commentary around the reusable workflow call." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different hardening steps in the same workflow; one adds checks, the other removes inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval gating is not the same change as the explanatory comment update." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate adjustments: explicit permissions/guard vs secrets inheritance removal." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments about workflow safety do not duplicate the functional change from inherited secrets to empty secrets." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening and pr-ci-security-gate comments are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-ci shell quoting is unrelated to PR CI security-gate secrets handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different problems." + } + ] + }, + "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": "be622d09feedfc2dc96c59af06f383b2431da684c26aa2069806f73ca30bae01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "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 fix the same off-by-one in the MoonshineStreaming sliding window right boundary; 47162 is the broader, more complete fix and includes tests plus the same MoonshineStreaming code change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the same MoonshineStreaming fix as 46310, adds coverage, and is the more complete implementation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the best representative of the cluster since it fixes the same concrete bug in the shared MoonshineStreaming code path and includes validation; 46310 is a narrower version of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Both PRs correct the same off-by-one in MoonshineStreaming's right-window mask, so they target the same underlying bug and could be consolidated into one change; 47162 simply extends the fix with tests and an additional Gemma4 touchpoint." + } + ] + }, + "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": "e0c1bc3ee599ed40e2ca532353c473fff3c6c16da4401df850182fc9a15d12bc", + "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": "These PRs are unrelated fixes in different tokenizer code paths: CodeLlama decode spacing vs DeepSeek/auto-tokenizer class selection. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and merge targets: one changes CodeLlama decoder setup to preserve leading spaces on decode, the other adds checkpoint-prefix overrides so DeepSeek models load the correct tokenizer class. Shared theme is tokenizers, but not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "85de1c1ad85bc73bd1ace58ef8c629e9728bdd85006b7e1b10f11ddc188ca955", + "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": "Related but distinct masking fixes: PR 46773 fixes a batch-size-1 gating bug in linear-attention models, while PR 47087 fixes recurrent padding-mask handling for continued forwards/cache continuation. The shared mamba2 file is incidental, not evidence of the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:47087 is the better canonical representative because it has an explicit issue target, broader and more systematic masking changes, and clear tests/docs around the continued-forward bug; PR 46773 is a narrower batch-size-1 fix for a different code path.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47087 is the strongest overall PR in this cluster: it addresses a well-specified recurrent masking bug across multiple models, has explicit issue linkage, and includes validation coverage. PR 46773 is valid but narrower and not the same defect.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "They fix different masking bugs: 46773 removes a batch-size-1 condition that skipped padding masks in linear-attention models, while 47087 fixes recurrent mask generation on continued forwards/chunked prefill and cache continuation. Shared filenames do not make them 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": "3e3beecb5412bad257fa69b8c3b487a8d4460345b3c233022d8124557ac9bb6a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6432, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6432, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated pull requests in different code paths: multimodal pipeline key normalization, Gemma4 audio placeholder validation, and generation candidate length capping. They do not look like duplicates of the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clear duplicate canonical for the cluster; if one must be chosen, PR #47074 is the most self-contained and discussion-heavy user-facing fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #47074 is the best representative because it has the clearest bug-to-fix mapping, the most review/discussion activity, and a focused change in a user-facing pipeline.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different subsystems and different bugs: AnyToAnyPipeline input-key normalization versus Gemma4 processor audio placeholder validation." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated code paths and fixes: multimodal pipeline key mapping versus generation prompt-lookup length capping." + } + ] + }, + "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": "60e83634582ca900df04e76a299cac46edf2738107d6fa97e46af6fee660740f", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28951, + "estimated_input_tokens": 7238, + "estimated_eval_tokens": 14732 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28951, + "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 a collection of unrelated serge model-fix PRs. I found two real duplicate groups: MiniMax-M3-VL load_error fixes (#47123, #47280) and Mamba2 OOM fixes (#47282, #47380). The other soft edges are only thematic similarity, not the same concrete bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is canonical for the whole cluster because the items split into separate model-specific fixes; if one representative is needed, #47280 is the cleanest example of a real duplicate group (paired with #47123) and has the more complete MiniMax-M3-VL load_error fix.", + "best_issue_reason": null, + "best_pr_reason": "#47280 is the best standalone representative: it addresses a concrete load_error in one test file, has the clearest same-file overlap with an accepted duplicate, and is more complete than the earlier variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different failure modes; both are Edgetam/GLM-style integration fixes only at a very broad theme level." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Edgetam import_or_config vs MiniMax-M3-VL load_error are unrelated bugs." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model and failure class; no shared concrete code path." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "#47224 is a multi-bug umbrella PR touching several subsystems; the shared Edgetam hunk is not enough to make it the same underlying change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Edgetam import_or_config fix vs Gemma3 generation behavior are unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same model, same test file, same load_error/offload-folder problem; #47280 is a more complete version of the fix in #47123." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error-style test fixes, but for different models and different loader paths." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and code path; not the same bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL load_error is unrelated to Falcon-Mamba output mismatch." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and failure modes; only share a broad 'output mismatch' theme." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Falcon-Mamba output mismatch vs Mamba2 OOM are different concrete problems." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model and failure mode; not the same underlying change." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and failure mode." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and different load_error causes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "DeepSeekV32 and GLM46V are separate integration failures with no shared code path." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model-specific failures; not the same bug." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Same broad 'integration test fix' pattern, but different models and loader paths." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model and failure class." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model-specific issues." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and unrelated failures." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same model, same test file, and both address the Mamba2 OOM problem in the integration test; they could plausibly be merged into one fix." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Mamba2 OOM vs Gemma3 output mismatch are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and different failure classes." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and unrelated concrete bugs." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and unrelated test failures." + } + ] + }, + "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": "180b41a07455b16ed5cb42c083bbf421f87140e29ac47d228f5f64d6fa9ac81f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about stripping a trailing `/v1` from chat CLI base URLs so management endpoints hit the service root, but they do so via different code paths and at different scopes. They look related, not duplicate-enough for automatic merge.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47303 is the better canonical PR: it explicitly targets issue #47138 and routes the model-load management call through a service-root helper, making the intent clearer and the fix more focused.", + "best_issue_reason": null, + "best_pr_reason": "PR 47303 is the best representative of the cluster because it has the explicit issue link, a clearer title, and a straightforward service-root routing fix. PR 47140 is a narrower earlier variant that adjusts the stored base URL in the constructor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Same general chat-CLI `/v1` base-url problem, but not the same concrete fix: 47140 normalizes the interface base URL up front, while 47303 rewrites the `load_model` request path to the service root. They overlap conceptually but are not duplicate 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": 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": "894bc4b882ba379d0b89bd1e801b7c8e8a517d1e154eb90beef474acea825611", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "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 pull requests are unrelated: one fixes gradient inflation in Trainer label smoothing with gradient accumulation, while the other adds/validates `min_tokens_to_keep` behavior for `TopHLogitsWarper` in generation.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the better canonical PR for this cluster because it addresses a concrete correctness bug, has an explicit issue link, and is the more clearly problem-driven change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the strongest representative overall due to its direct bug fix in the training loss path and explicit issue targeting; PR 47262 is a separate generation feature/validation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different code paths and different problems: Trainer label smoothing/gradient accumulation versus generation logits warping. They do not appear to be the same underlying bug or a mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a8e44330365797ad44ffb7721660ceb44e999ed80c33579b35d08690691840d6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6750, + "estimated_input_tokens": 1688, + "estimated_eval_tokens": 3632 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6750, + "estimated_input_tokens": 1688, + "estimated_eval_tokens": 3632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs cluster around hard-failing invalid checkpoint loads in `modeling_utils.py`, but only two are closely related enough to consider the same fix family. PR #47411 is the broadest and most complete representative.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47411 is the best representative because it generalizes the total-mismatch guard to both weight conversions and quantization, and includes a dedicated test file for the behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #47411 is the best overall PR in the cluster: it addresses the same loading failure mode as the others, but in a more general and complete way, with clearer test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47408", + "right": "pull_request:47411", + "accept": true, + "reason": "Both add a hard error in `_finalize_model_loading` for near-total checkpoint/model weight mismatch after conversions. #47411 is a superset of #47408\u2019s failure mode, so they are mergeable into one PR." + }, + { + "left": "pull_request:47410", + "right": "pull_request:47411", + "accept": false, + "reason": "#47410 targets a different concrete bug: unmapped compressed-tensors packed keys and their unpacked counterparts. #47411 is about total mismatch after conversions/quantization, so these should not be treated as the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative overall. PR #47411 is reasonably treated as the broadest representative of the total-mismatch hard-error family, and marking #47410 as separate is defensible given its narrower packed/unpacked-key focus." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/manifest.json b/snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..acbe7478e0a2f60b6f7ce0a84507acbf70d969eb --- /dev/null +++ b/snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260720t060031z", + "artifacts": { + "hybrid": "snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-20T06:11:54Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260720T060031Z", + "variant": "hybrid" +} diff --git a/snapshots/20260720T060031Z/manifest.json b/snapshots/20260720T060031Z/manifest.json index c958ef563fce4c675f37dcd5f738e6111dcace11..2b55f90fe25ecc11dcd9be06404f09b6b6fc0973 100644 --- a/snapshots/20260720T060031Z/manifest.json +++ b/snapshots/20260720T060031Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 522 }, "extracted_at": "2026-07-20T06:00:31Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260720t060031z", + "runs": { + "hybrid-model-20260720t060031z": { + "analysis_id": "hybrid-model-20260720t060031z", + "artifacts": { + "hybrid": "snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260720T060031Z/analysis-runs/hybrid-model-20260720t060031z/manifest.json", + "model": null, + "published_at": "2026-07-20T06:11:54Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260720T060031Z", "watermark": {