diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 3accdf130daa802f8d92f32b101c4f4a8e88a4c0..fa5b4c881d1e095755ffb202c2438e50a6dfbf58 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260713T180023Z", - "generated_at": "2026-07-13T18:22:56Z", + "snapshot_id": "20260714T000025Z", + "generated_at": "2026-07-14T00:11:56Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-40546-25", - "summary": "Cluster of 1 issues and 24 PRs centered on issue #47039.", + "cluster_id": "cluster-43451-16", + "summary": "Cluster of 1 issues and 15 PRs centered on issue #47039.", "status": "open", "confidence": 0.6, "canonical_issue_number": 47039, @@ -17,30 +17,21 @@ 47039 ], "pr_numbers": [ - 40546, 43451, - 46196, 46376, 46509, 46658, 46836, - 46912, - 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"shared_filenames": [ - "src/transformers/tokenization_utils_tokenizers.py" - ], - "shared_file_areas": [ + }, { - "filename": "src/transformers/tokenization_utils_tokenizers.py", + "filename": "tests/exporters/test_export.py", "left_ranges": [ [ - 1360, - 1370 + 13, + 21 ], [ - 1374, - 1380 + 26, + 32 + ], + [ + 37, + 43 + ], + [ + 49, + 132 + ], + [ + 239, + 273 + ], + [ + 301, + 335 + ], + [ + 348, + 452 + ], + [ + 484, + 508 + ], + [ + 523, + 530 + ], + [ + 555, + 561 + ], + [ + 564, + 573 + ], + [ + 590, + 596 + ], + [ + 599, + 608 + ], + [ + 612, + 645 + ], + [ + 648, + 666 + ], + [ + 690, + 697 + ], + [ + 700, + 706 + ], + [ + 709, + 715 + ], + [ + 721, + 727 + ], + [ + 744, + 750 + ], + [ + 753, + 762 + ], + [ + 767, + 800 + ], + [ + 803, + 821 ] ], "right_ranges": [ [ - 1360, - 1370 + 13, + 19 ], [ - 1374, - 1380 + 26, + 38 + ], + [ + 111, + 133 + ], + [ + 154, + 223 + ], + [ + 268, + 274 + ], + [ + 279, + 310 + ], + [ + 388, + 400 + ], + [ + 406, + 415 + ], + [ + 444, + 450 + ], + [ + 453, + 459 + ], + [ + 479, + 485 + ], + [ + 510, + 516 + ], + [ + 522, + 533 + ], + [ + 550, + 578 + ], + [ + 582, + 588 + ], + [ + 591, + 597 + ], + [ + 617, + 623 + ], + [ + 649, + 655 + ], + [ + 661, + 667 ] ] } ] + }, + { + "left_pr_number": 47003, + "right_pr_number": 47298, + "code_similarity": 0.012, + "size_similarity": 0.04, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.029, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47243, + "right_pr_number": 47298, + "code_similarity": 0.047, + "size_similarity": 0.208, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.035, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -9731,221 +5566,161 @@ ] }, { - "cluster_id": "cluster-43612-2", + "cluster_id": "cluster-47253-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 43612, + "canonical_pr_number": 47253, "issue_numbers": [], "pr_numbers": [ - 43612, - 43613 + 47253, + 47306 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43612, - "right_pr_number": 43613, - "code_similarity": 0.6, - "size_similarity": 0.822, - "file_overlap": 0.333, - "area_overlap": 0.698, - "patch_similarity": 0.608, + "left_pr_number": 47253, + "right_pr_number": 47306, + "code_similarity": 0.048, + "size_similarity": 0.186, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.073, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, "shared_filenames": [ - "docs/source/en/_toctree.yml", - "docs/source/en/main_classes/pipelines.md", - "docs/source/en/model_doc/auto.md", - "src/transformers/__init__.py", - "src/transformers/models/auto/modeling_auto.py", - "src/transformers/pipelines/__init__.py", - "utils/check_docstrings.py", - "utils/update_metadata.py" + "src/transformers/cli/serve.py" ], "shared_file_areas": [ { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 335, - 342 - ] - ], - "right_ranges": [ - [ - 309, - 316 - ] - ] - }, - { - "filename": "docs/source/en/main_classes/pipelines.md", - "left_ranges": [ - [ - 473, - 484 - ] - ], - "right_ranges": [ - [ - 473, - 484 - ] - ] - }, - { - "filename": "docs/source/en/model_doc/auto.md", - "left_ranges": [ - [ - 113, - 122 - ] - ], - "right_ranges": [ - [ - 113, - 122 - ] - ] - }, - { - "filename": "src/transformers/__init__.py", + "filename": "src/transformers/cli/serve.py", "left_ranges": [ [ - 155, - 161 + 11, + 18 ], [ - 664, - 670 - ] - ], - "right_ranges": [ - [ - 155, - 161 + 30, + 36 ], [ - 664, - 670 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 1629, - 1642 + 315, + 323 ], [ - 1807, - 1816 + 665, + 671 ], [ - 1840, - 1849 + 931, + 937 ], [ - 2186, - 2192 + 1843, + 1849 ], [ - 2233, - 2239 + 1868, + 1874 ] ], "right_ranges": [ [ - 1629, - 1646 - ], - [ - 1811, - 1820 - ], - [ - 1844, - 1853 - ], - [ - 2190, - 2196 + 54, + 61 ], [ - 2237, - 2243 + 587, + 593 ] ] - }, + } + ] + } + ] + }, + { + "cluster_id": "cluster-47123-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47123, + "issue_numbers": [], + "pr_numbers": [ + 47123, + 47280 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47123, + "right_pr_number": 47280, + "code_similarity": 0.547, + "size_similarity": 0.522, + "file_overlap": 1.0, + "area_overlap": 0.368, + "patch_similarity": 0.093, + "shared_filenames": [ + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py" + ], + "shared_file_areas": [ { - "filename": "src/transformers/pipelines/__init__.py", + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", "left_ranges": [ [ - 71, - 77 - ], - [ - 108, - 114 - ], - [ - 300, - 311 + 14, + 20 ], [ - 446, - 453 + 487, + 493 ] ], "right_ranges": [ [ - 71, - 77 - ], - [ - 108, - 114 + 14, + 21 ], [ - 300, - 311 + 481, + 499 ], [ - 446, - 453 - ] - ] - }, - { - "filename": "utils/check_docstrings.py", - "left_ranges": [ - [ - 109, - 115 - ] - ], - "right_ranges": [ - [ - 109, - 115 - ] - ] - }, - { - "filename": "utils/update_metadata.py", - "left_ranges": [ - [ - 74, - 84 - ] - ], - "right_ranges": [ - [ - 74, - 84 + 520, + 530 ] ] } @@ -9954,29 +5729,29 @@ ] }, { - "cluster_id": "cluster-44002-2", + "cluster_id": "cluster-47077-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44002, + "canonical_pr_number": 47077, "issue_numbers": [], "pr_numbers": [ - 44002, - 44029 + 47077, + 47304 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, + "left_pr_number": 47077, + "right_pr_number": 47304, + "code_similarity": 0.06, + "size_similarity": 0.116, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.329, + "patch_similarity": 0.247, "shared_filenames": [], "shared_file_areas": [] } @@ -10260,54 +6035,15 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-45488-4", - "canonical_issue_number": 45488, - "duplicate_issue_numbers": [ - 46489 - ], - "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46894-5", - "canonical_issue_number": 46894, + "cluster_id": "cluster-47138-4", + "canonical_issue_number": 47138, "duplicate_issue_numbers": [ - 46897 + 47139 ], - "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ - { - "cluster_id": "cluster-40546-25", - "canonical_pr_number": 47291, - "duplicate_pr_numbers": [ - 40546, - 43451, - 46196, - 46376, - 46509, - 46658, - 46836, - 46912, - 47003, - 47096, - 47143, - 47163, - 47166, - 47173, - 47175, - 47181, - 47184, - 47198, - 47210, - 47243, - 47255, - 47292, - 47298 - ], - "target_issue_number": 47039, - "reason": "PRs in cluster-40546-25 are treated as duplicates because they converge on issue #47039 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -10327,13 +6063,35 @@ "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-43612-2", - "canonical_pr_number": 43612, + "cluster_id": "cluster-43451-16", + "canonical_pr_number": 47291, + "duplicate_pr_numbers": [ + 43451, + 46376, + 46509, + 46658, + 46836, + 47096, + 47143, + 47163, + 47166, + 47181, + 47184, + 47216, + 47292, + 47301 + ], + "target_issue_number": 47039, + "reason": "PRs in cluster-43451-16 are treated as duplicates because they converge on issue #47039 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, "duplicate_pr_numbers": [ - 43613 + 43842 ], "target_issue_number": null, - "reason": "PRs in cluster-43612-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -10361,15 +6119,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -10388,15 +6137,6 @@ "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-45488-4", - "canonical_pr_number": 47017, - "duplicate_pr_numbers": [ - 46580 - ], - "target_issue_number": 45488, - "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -10415,23 +6155,6 @@ "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-46138-10", - "canonical_pr_number": 46716, - "duplicate_pr_numbers": [ - 46138, - 46432, - 46501, - 46502, - 46503, - 46504, - 46554, - 46558, - 46563 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46138-10 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46159-3", "canonical_pr_number": 46174, @@ -10457,7 +6180,7 @@ 46696 ], "target_issue_number": 46693, - "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -10470,8 +6193,9 @@ }, { "cluster_id": "cluster-46894-5", - "canonical_pr_number": 46895, + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 46958, 47090 ], @@ -10479,29 +6203,71 @@ "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47122-6", + "cluster_id": "cluster-47003-3", + "canonical_pr_number": 47243, + "duplicate_pr_numbers": [ + 47003, + 47298 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47003-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47077-2", + "canonical_pr_number": 47077, + "duplicate_pr_numbers": [ + 47304 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47077-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47123-2", "canonical_pr_number": 47123, "duplicate_pr_numbers": [ - 47122, - 47150, - 47266, - 47280, - 47281 + 47280 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47123-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47138-4", + "canonical_pr_number": 47140, + "duplicate_pr_numbers": [ + 47303 + ], + "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-47158-3", + "canonical_pr_number": 47158, + "duplicate_pr_numbers": [ + 47308 + ], + "target_issue_number": 47276, + "reason": "PRs in cluster-47158-3 are treated as duplicates because they converge on issue #47276 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-47253-2", + "canonical_pr_number": 47253, + "duplicate_pr_numbers": [ + 47306 ], "target_issue_number": null, - "reason": "PRs in cluster-47122-6 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47253-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-40546-25", + "cluster_id": "cluster-43451-16", "issue_number": 47039, - "reason": "Issue #47039 is the strongest global issue candidate because it is open, belongs to a cluster with 25 artifacts, and carries 2 discussion comments plus 3 inbound references.", - "score": 357.0 + "reason": "Issue #47039 is the strongest global issue candidate because it is open, belongs to a cluster with 16 artifacts, and carries 2 discussion comments plus 3 inbound references.", + "score": 267.0 }, "best_pr": { - "cluster_id": "cluster-40546-25", + "cluster_id": "cluster-43451-16", "pr_number": 47291, - "reason": "PR #47291 is the strongest global PR candidate because it is open, belongs to a cluster with 25 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 378.968 + "reason": "PR #47291 is the strongest global PR candidate because it is open, belongs to a cluster with 16 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 288.968 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 3e75875f6108b9b95e83e7381204aae03056fe1b..e2cda0e519fe6438b70da1025508c11982433765 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260713T180023Z", - "generated_at": "2026-07-13T18:22:56Z", + "snapshot_id": "20260714T000025Z", + "generated_at": "2026-07-14T00:11:56Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -87,8 +87,8 @@ "issue:43638|issue:46165", "issue:43596|issue:44805", "issue:44805|issue:46294", - "issue:44805|issue:45161", "issue:46165|issue:46468", + "issue:44805|issue:45161", "issue:44560|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", @@ -131,328 +131,346 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "a9a04e6d6456b831f5a5876a6c729e8d8c78768516af6b198268c2945da626aa", + "prepared_review_unit_hash": "f95128fde9597d99369c9c4bfcdce2a94ca0f02fd3ca257b9eeb4f8e09fbf887", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46275, - "estimated_input_tokens": 11569, - "estimated_eval_tokens": 23394 + "serialized_chars": 46279, + "estimated_input_tokens": 11570, + "estimated_eval_tokens": 23396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated model/runtime/doc issues. The only clear duplicate-like pair is the DeepSpeed ZeRO-3 BERT index-out-of-bounds report (43596/43638); the rest share broad themes like device/dtype/multi-GPU incompatibility but look like distinct bugs or documentation tasks.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43596 is the clearest representative of the only strong duplicate pair, capturing the core DeepSpeed ZeRO-3/BERT empty-index failure in a concise, general form.", + "summary": "Most items are unrelated; only the ZeRO-3 \"index 0 is out of bounds\" reports and the torch 2.4.1 compatibility reports look like true duplicates. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43638 is the best canonical representative for the ZeRO-3 loading failure subgroup: it most clearly states the shared \"index 0 is out of bounds\" bug and matches the near-identical 43596/41762 reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43596 is the best anchor for the cluster because it most directly names the underlying error and model path without overfitting to a narrower variant.", + "best_issue_reason": "43638 is the strongest issue to keep because it is the clearest, most specific description of the recurring ZeRO-3 empty-tensor indexing failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Same model family, but one is a missing config attribute and the other is a streaming chat/completions failure; different bugs." + "reason": "Different problems: Qwen3.5 config attribute mismatch vs streaming chat/completions inference failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both involve MoE/runtime issues, but the symptoms and platforms differ (AMD GPU vs MPS Int histogram support)." + "reason": "Unrelated failures on different backends/hardware: AMD GPU issue vs MPS histogram/int issue." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and error modes; one is image-preprocessor dtype mismatch, the other is GPT-OSS on AMD GPUs." + "reason": "Different model-specific bugs: image preprocessor/model dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device-related, but they affect different models and code paths." + "reason": "Both are dtype/backend complaints, but they affect different models and code paths." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Distinct models and failures; one is GPU backend-specific, the other is a broken official example." + "reason": "Unrelated model/runtime failures; no shared underlying bug or fix path." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different underlying problems: AMD GPU execution failure vs invalid method call in GraniteMoEHybrid." + "reason": "Different MoE/model issues; not the same code-path problem." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both are runtime failures, but one is distributed collective mismatch and the other is an ONNX export error." + "reason": "DeepSpeed collective mismatch vs ONNX export error are distinct failures." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model-specific errors, but they concern different models and different export/runtime paths." + "reason": "Different model/export problems; no shared concrete bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different failure modes: ONNX export versus CUDA assert during auto device mapping." + "reason": "ONNX export error is unrelated to Qwen3 device-mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both are docs/task issues, but they target different content areas and are not the same change." + "reason": "Task crash vs outdated RAG examples; one is runtime behavior, the other documentation." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "One is an export error and the other is an import path break; not the same bug." + "reason": "Export failure vs import error; unrelated code paths." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they refer to different deprecated documentation surfaces and would not be one duplicate fix." + "reason": "Both are docs issues, but they reference different removed features and should not be merged just for being docs." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different trainer/resume issues with different models and causes." + "reason": "Different training/model-loading problems with no common underlying bug." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Both mention device mapping/training issues, but they are clearly different models and failure scenarios." + "reason": "Resume/trust-remote-code issue is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different symptom classes: masking/indexing shape mismatch versus device mismatch in Gemma4 PLE." + "reason": "Mask shape mismatch and Gemma4 device mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both involve indexing errors, but the model paths and root causes differ." + "reason": "Zero-3 loading index error vs mask/tensor shape mismatch are different failure modes." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "BERT ZeRO-3 loading bug versus resume-training problem; not the same underlying issue." + "reason": "DeepSpeed ZeRO-3 loading bug is unrelated to resume-training remote-code behavior." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Only a superficial indexing-error similarity; the concrete model/setup differs." + "reason": "Different runtime errors: ZeRO-3 index error vs mask shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal failures: mask shape mismatch versus video token/feature mismatch." - }, - { - "left": "issue:44805", - "right": "issue:45161", - "accept": false, - "reason": "Both involve model internals, but the failures are unrelated." + "reason": "Mask shape mismatch is not the same as Qwen3.5 video token/feature mismatch." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume/training issue versus broken example script; not duplicate." + "reason": "Unrelated model-resume issue vs broken official example." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template error and training resume problem are unrelated." + "reason": "Video StopIteration bug and resume-training issue are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different subsystems: BarkProcessor voice preset handling versus ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed-style distributed loading, but the concrete failures and models differ." + "reason": "Both involve DeepSpeed, but the reported failures and code paths are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3/BERT empty tensor index-out-of-bounds bug, just described with slightly different BERT variants." + "reason": "Near-identical ZeRO-3 index-0-out-of-bounds loading failure with the same underlying bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy routing and GPT-OSS-only TP failure are different bugs." + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Both are model-output issues, but one is detokenization and the other is LoRA weight merge/save behavior." + "reason": "Incorrect detokenization and LoRA merge/save inconsistency are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Distinct Qwen/GPU inference error versus LoRA merge/save inconsistency." + "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA weight merge/save behavior." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for a multimodal model versus remote-code model_class config_class attribute error." + "reason": "Processor failure for Voxtral vs remote-code config_class attribute error are distinct issues." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but one is a weight dimensionality training error and the other is a collective mismatch on Jamba-v01." + "reason": "Both mention DeepSpeed, but the actual errors and affected paths differ." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model families and error types; no clear common code path." + "reason": "Different model/backend issues; no shared fix candidate." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are training/inference tensor-shape problems, but the setups and failure points are different." + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as a mask indexing error." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram failure and multi-GPU YOLO device-map failure are unrelated." + "reason": "MPS histogram/int backend failure is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class name, but one is CPU offload incompatibility and the other is uninitialized-memory after materialization." + "reason": "Same model component, but the reported failures are different: CPU offload incompatibility vs uninitialized-memory materialization." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch versus custom trainer signature break; different layers of the stack." + "reason": "Training recompute mismatch and custom trainer signature change are unrelated." }, { - "left": "issue:43638", + "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "One is a BERT ZeRO-3 loading index error; the other is a GPT-OSS TP issue." + "reason": "Different MoE/device issues; no shared concrete bug." }, { - "left": "issue:43596", - "right": "issue:45161", + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing error and image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Completely different model and failure mode." + "reason": "Both are model/runtime errors, but they are different models and different failure mechanisms." }, { "left": "issue:43716", - "right": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Image dtype mismatch vs MPS histogram/int backend limitation are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Different models and different bug classes (dtype mismatch vs invalid method call)." + "reason": "Different MoE model bug vs MPS backend limitation." }, { "left": "issue:44292", - "right": "issue:45237", + "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen/GPT-OSS style inference problems, but the concrete runtime failures are unrelated." + "reason": "Qwen3 NVFP4 runtime error is unrelated to TRL embedding unpacking." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Both are multimodal, but one is reverse embedding lookup cost and the other is video token/feature mismatch." + "reason": "TRL input-embedding unpacking bug is unrelated to GPT-OSS tensor-parallel failure." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Different model/version issues: Gemma3/vLLM attribute regression versus Mistral tokenizer regex patch crash." + "reason": "Liger Kernel cross-entropy call is unrelated to Qwen3.5 TRL SFT unpacking." }, { - "left": "issue:45800", - "right": "issue:46515", + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-index failure during model loading; Gemma3 is another manifestation of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Both mention torch 2.4.1 incompatibility, but 45800 is explicitly tied to transformers 5.8.0; not enough to treat as the same bug." + "reason": "Both are docs cleanups, but they target different removed APIs and should stay separate." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Different Gemma4 issues: device mismatch in forward versus expensive reverse embedding lookup." + "reason": "Different backend/model issues; no shared underlying bug." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch is unrelated to Qwen3 auto device-map CUDA assert." + "reason": "Liger Kernel cross-entropy behavior and Phi-tiny-MoE autocast mismatch are different problems." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Both are compatibility/runtime issues, but they concern different model families and error surfaces." + "reason": "DeepSpeed collective mismatch vs trainer API signature change are unrelated." }, { - "left": "issue:43828", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different problems." + "reason": "FSDP activation-checkpointing mismatch is unrelated to GenerationMixin import failure." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error versus image-preprocessor dtype mismatch; not the same bug." + "reason": "GPU model failure vs documentation example issue are unrelated." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Both are runtime/model issues, but the concrete incompatibilities differ." + "reason": "Liger Kernel cross-entropy call is unrelated to mask shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report, with nearly identical scope and root cause." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative on the soft-edge calls. The one accepted duplicate pair, 43596/43638, is well-supported by the very close DeepSpeed ZeRO-3/BERT index-out-of-bounds descriptions. The rest are mostly correctly treated as broad-similarity but distinct issues." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge cases. The ZeRO-3 index-out-of-bounds cluster and the torch 2.4.1 pair are the only clear duplicate-like matches, and the rest are appropriately rejected as different bugs or code paths." }, "evaluator_used": true, "retried": false, @@ -565,20 +583,20 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "dec02358682987aff39963f5276d6f253c246857026c95948a89de81b38b9d71", + "prepared_review_unit_hash": "372e3c4a385587a5d8a18c07535117e9f21fef729b75dec535aa8c94a14a8409", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39736, + "serialized_chars": 39735, "estimated_input_tokens": 9934, "estimated_eval_tokens": 20124 }, @@ -587,150 +605,150 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with one clear duplicate-ish tokenizer regression pair. From titles alone, issue 45920 is the better canonical issue because it is the broader multi-model framing of the same AutoTokenizer wrong-token-ID regression; 45812 is the narrower Granite-only report. The ZeRO-3 IndexError pair is too weak to merge without body-level evidence, and the rest are unrelated subsystem similarities rather than the same bug.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45920 is the best canonical issue because its title already generalizes the AutoTokenizer wrong-token-ID regression across multiple model families, making it the broader and more reusable cluster representative than the Granite-specific 45812 report.", + "summary": "Mostly unrelated regression reports, with one strong duplicate pair around AutoTokenizer token IDs and one plausible ZeRO-3 loading duplicate. The rest differ by model, subsystem, or failure mode.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45812 is the clearest representative: it describes a concrete, broad v5 AutoTokenizer regression affecting multiple model families, and it has a direct duplicate in issue:45920.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest global issue representative: it states the broad v5 AutoTokenizer regression across several model families, while 45812 is a narrower instance centered on Granite models.", + "best_issue_reason": "issue:45812 is the best global issue candidate because it is broad, user-facing, and captures the shared tokenizer regression more cleanly than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility regressions, but the titles point to different failures: Torch/transformers incompatibility versus USE_DISTRIBUTED=0 support breakage." + "reason": "Torch 2.4.1 vs transformers 5.8.0 incompatibility is a different problem from USE_DISTRIBUTED=0 support breakage." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and a PyTorch distributed support regression are unrelated code paths." + "reason": "Both mention loading/breakage after a version change, but the affected code paths and symptoms differ." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "A corrupted Ovis2 checkpoint report is not the same underlying bug as Sam3 text encoder weights failing to load." + "reason": "Ovis2 checkpoint corruption and Sam3 text-encoder weights not loading are different model-loading bugs." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Both are model/runtime errors, but the titles describe different models and different failure surfaces, so they are not the same bug." + "reason": "39290 is about Gemma3TextConfig missing sliding_window_pattern, while 41720 is Qwen3 auto device mapping with cudaErrorAssert on A800; the titles point to different bugs." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both mention DeepSpeed ZeRO-3 and an index-out-of-bounds error, but the titles alone are too weak to conclude the same underlying bug across different models." + "accept": true, + "reason": "Both are DeepSpeed ZeRO-3 loading failures with the same 'index 0 is out of bounds for dimension 0 with size 0' symptom, so they plausibly share the same underlying bug, though the model names differ." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "These are both docs-related, but they refer to different documentation problems and different stale text." + "reason": "These are both docs-related, but one is about return_all_scores and the other is about the removed transformers run command." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU runtime failure and table-question-answering crash are unrelated." + "reason": "GPT-OSS on AMD GPUs and table-question-answering crashes are unrelated." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the PyTorch USE_DISTRIBUTED=0 compatibility issue." + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 regression." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy behavior and Qwen3-VL StopIteration are different bugs." + "reason": "Liger Kernel cross_entropy behavior and Qwen3-vl video StopIteration are different issues." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-mapping mismatch for Gemma4 and video feature/token mismatch for Qwen3.5-VL are different model-specific issues." + "reason": "Both involve Qwen-family models and device/template behavior, but one is a device_map forward mismatch and the other is a video-feature/video-token mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 PLE device mismatch do not look like the same underlying bug." + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are distinct bugs." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Wrong detokenization in DeepSeek-Coder is unrelated to outdated RAG documentation." + "reason": "Detokenization regression and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and ModelOpt compatibility for DiffusionGemma are not the same bug." + "reason": "Checkpoint corruption and NVFP4 compatibility are different failure classes." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH loading failure is unrelated to RAG docs drift." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support breakage are too broad and different to merge as one issue." + "reason": "Remote-code model breakage is broader, but it is not the same concrete regression as USE_DISTRIBUTED=0 support loss." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both titles describe the same AutoTokenizer wrong-token-ID regression; 45920 is just the broader multi-model framing of the same bug." + "reason": "Same AutoTokenizer v5 regression: wrong token IDs across multiple model families." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG documentation are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "A corrupted checkpoint report is not the same as an implementation failing to load checkpoints." + "reason": "Ovis2 checkpoint corruption and NemotronH loading failure are different model-specific bugs." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes initialization incompatibility is unrelated to the distributed-build support regression." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the USE_DISTRIBUTED=0 regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the titles indicate different models and different error contexts." + "reason": "Both mention sliding_window, but 39290 is a Gemma3 config attribute error while 43531 is a Qwen3-MoE sliding_window issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "A mask/tensor shape mismatch is not the same as a ZeRO-3 zero-size index error." + "reason": "Both are ZeRO-3 IndexErrors, but the mask-shape mismatch and the size-0 dimension error do not look like the same concrete bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load failure and table-question-answering crash are unrelated." + "reason": "Whisper load failure and table QA crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test failure and Ovis2 checkpoint corruption are different issues." + "reason": "GLM-4.7 unit-test load failure and Ovis2 checkpoint corruption are different problems." }, { "left": "issue:43425", @@ -742,79 +760,109 @@ "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Both are compile/tracing regressions, but the titles point to different models and different failing ops." + "reason": "Mixtral grouped_mm tracing failure and Sam3 bf16 compilation regression are different model/code-path issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table-question-answering crash are unrelated." + "reason": "Tokenizer detokenization and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and a PretrainedConfig pydantic break are unrelated." + "reason": "Whisper runtime failure and pydantic compatibility regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5/chat, but one is a transformers-chat crash and the other is a streaming chat/completions API failure; they do not clearly share the same code path." + "reason": "Qwen3.5 chat crash and chat/completions streaming failure are both chat-related but not the same underlying bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero-3 BERT loading and Torch/transformers version incompatibility are different problems." + "reason": "ZeRO-3 index error and torch/transformers incompatibility are different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo tracing and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Gemma4 PLE device mismatch are different model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure and MPS histogram Int error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure and an MPS histogram kernel limitation are unrelated." + "reason": "Grouped_mm tracing failure and MPS histogram Int error are different bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing and autocast dtype mismatch are different MoE-related failures, not the same bug." + "reason": "Different model-specific runtime issues with no concrete shared code-path problem." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and a compile-time non-template-node error are unrelated." + "reason": "Voxtral processor failure and non-template-node compilation error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method calls and YOLO multi-GPU device-map failure are different bugs." + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are different issues." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "lm_head weight tying in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + "reason": "Untied lm_head weights and checkpoint corruption are different bugs." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask-shape mismatch and ZeRO-3 zero-size index error are different issues despite both surfacing as IndexError." + "reason": "Both are loading-time IndexErrors, but the symptom details and model contexts differ enough that this is not the same concrete bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-Attn2 fallback gating and remote-code config_class attribute failure are unrelated." + "reason": "flash-attn fallback gating and remote-code config_class handling are different problems." } ] }, "evaluator_result": { "accept": false, - "feedback": "The tokenizer pair (45812/45920) is plausible, but the response overstates the canonical choice: from the packet titles alone, 45920 looks at least as broad as 45812, so claiming 45812 is the best canonical issue because it \"already spans multiple affected models\" is not grounded. Also the 41762/43596 ZeRO-3 pair is only supported by a shared IndexError/subsystem similarity; accepting it as the same underlying bug is too strong without body-level evidence. Overall, the soft-edge verdicts are not conservative enough." + "feedback": "One soft-edge reason is not grounded in the packet: issue:39290 vs issue:41720 says both mention sliding windows, but 41720\u2019s title is about Qwen3 auto device mapping and cudaErrorAssert, not sliding windows. More generally, the duplicate call on issue:41762 vs issue:43596 is a bit strong for title-only evidence and should be phrased more cautiously as a plausible duplicate rather than a firm match." }, "evaluator_used": true, "retried": true, @@ -921,250 +969,250 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "7767c54d88f8cdde66d00c17e3b27ffe53feac8fc03522f4dfbaf7c6d3de3268", + "prepared_review_unit_hash": "7cde6745f9ffa9fd10e5894133d922d6e9a17ee7e07cfe032070abd129a3e72d", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38030, - "estimated_input_tokens": 9508, - "estimated_eval_tokens": 19272 + "serialized_chars": 38033, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers bug reports with many soft-similarity false positives. The only clear duplicate-looking pair is the remote_code/custom-module loading cache collision; the rest appear to be distinct model-, version-, or feature-specific issues.", + "summary": "Mostly heterogeneous issue cluster with a few plausible duplicate subgroups. I accepted only the pairs that appear to share the same concrete bug path: Qwen video input regression, validation error-message bug, and custom-module cache collision.", "confidence": 0.77, - "canonical_issue_reason": "issue:45698 is the best canonical issue: it has the broadest and clearest description of the underlying custom-module loading bug, and it subsumes the narrower cache-path collision trigger described in issue:45632.", + "canonical_issue_reason": "No single issue cleanly covers the whole set; the best broad representative is 45183 because it captures the shared input-validation/XOR error-message path seen across models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest representative for the one likely duplicate pair because it captures the user-visible failure mode after save_pretrained/from_pretrained and has the richest discussion.", + "best_issue_reason": "45183 is the most reusable root-cause-style issue in the set; the other accepted pairs are narrower regressions in separate subpaths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both involve v5/config breakage, but one is a missing StableLmConfig field and the other is a pydantic PretrainedConfig issue; different bugs." + "reason": "Related config/version breakage, but different concrete failures and code paths." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "One is a torch/transformers version incompatibility, the other is a Gemma4 device placement mismatch; not the same code path." + "reason": "Both are version/device issues, but one is a torch compatibility problem and the other is a Gemma4 device-mismatch bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and gpt-oss GGUF architecture support are unrelated model-loading problems." + "reason": "Different models and failures: PaddleOCR-VL load in vLLM vs gpt-oss GGUF architecture support." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes __new__ argument incompatibility is unrelated to the Sam3 bf16 compilation regression." + "reason": "bitsandbytes init incompatibility is unrelated to the Sam3 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention tensor shape-related failures, but one is a mask/tensor mismatch and the other is a Qwen3.5 + TRL embedding unpacking issue." + "reason": "Both are shape-related, but one is a mask indexing error and the other is a TRL unpacking failure." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Mistral-3 image dtype mismatch is a different failure than the Sam3 compilation regression." + "reason": "Different symptoms: image preprocessor dtype mismatch vs bf16 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming chat API failure are different bugs." + "reason": "Both mention failures, but the underlying Qwen streaming API bug is not the same as the Phi MoE autocast dtype mismatch." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming inference are unrelated." + "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated bugs." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is not the same as the PretrainedConfig pydantic-field break." + "reason": "init_empty_weights/_is_hf_initialized incompatibility is not the same as the pydantic PretrainedConfig field issue." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "CUDA reserved-memory/OOM under int4 quantization is a different issue from tied-weights handling in translation models." + "reason": "Both involve v5 regressions, but int4 memory growth and tied-weights handling are separate problems." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig field regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic breakage." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device_map failure and Sam3 bf16 compilation regression are different model/runtime issues." + "reason": "Multi-GPU device-map failure for YOLO is not the same as the Sam3 compilation regression." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid method call is unrelated to the Sam3 compilation regression." + "reason": "GraniteMoEHybrid invalid method call is a different code-path than the bf16 compile regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a zero3/BertModel empty-tensor access issue." + "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 BertModel out-of-bounds error are distinct." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch/transformers incompatibility are different root causes." + "reason": "Remote-code breakage and torch/transformers incompatibility are too broad to merge as the same bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch and Qwen3.5 video token/feature mismatch are different multimodal failures." + "reason": "Different multimodal failures: image-preprocessor dtype mismatch vs video feature/token mismatch." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Video input regression in v5.3.0 and apply_chat_template video token mismatch are related to video, but not the same concrete bug." + "accept": true, + "reason": "Same underlying Qwen video-input regression: both describe video features/tokens/template mismatch in Qwen3.5-family models." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both concern siglip2 output quality, but one is a comparative embedding-quality complaint and the other is a broader nonsensical-results loading/pipeline report; not enough evidence they share one bug." + "reason": "Both are about SigLIP2 quality, but one is a relative embedding-quality complaint and the other is a broader pipeline/AutoModel failure." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage is unrelated to the YOLO device_map issue." + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3/BertModel index error is not the same as the remote-code resume-training problem." + "reason": "ZeRO-3 initialization failure and resume-training/remote-code issue do not share the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "AutoModel.from_config unwrapping text_config and uninitialized inv_freq after to_empty() are different Qwen multimodal issues." + "reason": "Composite-config unwrap logic and uninitialized rotary embedding memory are different Qwen3.5 bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are unrelated." + "reason": "FlashAttention issue and remote-code config_class AttributeError are unrelated." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error and Qwen3.5/TR L embedding unpacking failure are different code paths." + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5/TRl embedding unpacking failure." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image dtype mismatch does not match the Qwen3.5/TRL embedding issue." + "reason": "Both are model-input failures, but image dtype mismatch and SFT unpacking are different root causes." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter/custom-model initialization breakage and Flash-Attn2 fallback blocking are unrelated." + "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate changes." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "GPT-OSS perplexity regression and GLM5 issue are different model-specific reports." + "reason": "Perplexity regression on gpt-oss and a GLM5 issue do not match on the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both describe the same remote_code/custom-module cache collision: local models with overlapping leaf names can cause from_pretrained to load the wrong module after save_pretrained." + "reason": "Both point to remote-code/custom-module loading resolving the wrong module because the cache/keying is not unique enough." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to Flash-Attn2 fallback checks." + "reason": "FineGrainedFP8Config failure and flash-attn fallback blockage are different subsystems." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "A specific Mistral3 lm_head tying bug is not the same as the broader translation-model tied-weights regression." + "reason": "Tied-weight bug in Mistral3 is not the same as the broader translation-model tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer behavior and a removed docs command are unrelated." + "reason": "DSA indexer discussion and docs mentioning a removed command are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same as tied-weight handling." + "reason": "Quantization offloading behavior and tied-weight handling are separate issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is unrelated to stale docs mentioning the removed run command." + "reason": "Cache-strategy typo and docs referencing removed run command are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied weights on translation models." + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights regressions." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT input-embedding unpacking and GraniteMoEHybrid invalid method call are different failures." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method call are unrelated." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation/error-message issues, but one is broad XOR input_ids/inputs_embeds validation across models and the other is a T5 decoder-input validation message; not clearly the same underlying bug." + "accept": true, + "reason": "Both are the same validation-path class of bug: incorrect or misleading decoder/input validation error handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it stays cautious, treats the many soft pairs as likely false positives, and only elevates the remote_code/custom-module cache-collision pair (45632/45698), which is supported by the titles and pair metadata. I don\u2019t see any overstatement of evidence in the soft-edge verdicts." + "feedback": "The clustering is grounded in the packet and the soft-edge accepts are conservative. The accepted pairs share plausible concrete bug paths: Qwen video-input regression, custom-module/cache collision, and validation error-message handling. The summary also stays appropriately cautious about the cluster being heterogeneous." }, "evaluator_used": true, "retried": false, @@ -1266,220 +1314,220 @@ "issue:41553|issue:43883", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "a95cc9b662757f3caaaa38b85459f0a7a2c9ee0b8d46d953096c86d4f2ca99ec", + "prepared_review_unit_hash": "fb2cf999bf39a6c9ac973f8ff595e2273719deb1ed3544dd1edfe662535a367c", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37017, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "serialized_chars": 37014, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 }, "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, with a few small duplicate groups. The clearest duplicate set is the non-persistent buffer regression (43644/43950/44534), and there is also a near-exact Gemma-4 quantized-embedder duplicate pair (46899/46932).", - "confidence": 0.82, - "canonical_issue_reason": "issue:43950 is the strongest canonical issue for the non-persistent-buffer regression: it is the most explicit regression report, clearly scoped, and matches the duplicate wording in 43644 and 44534.", + "summary": "Most items are unrelated, but a few soft-edge pairs do look like the same underlying regression: non-persistent buffer corruption, StaticCache.get_seq_length return-type breakage, and Gemma4 quantized embedder dtype casting. No pull requests were present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the clearest and most general representative of the shared v5 regression around non-persistent buffers being corrupted during loading/materialization.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 best represents the strongest duplicate subgroup in the cluster because it is detailed, actionable, and central to the repeated non-persistent-buffer reports.", + "best_issue_reason": "issue:43950 is the best standalone issue to represent the cluster because it states the bug, regression scope, and failure mode in a broadly reusable way.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Both involve model-loading/tied-weights symptoms, but they are different models and different failures; not the same bug." + "reason": "Different model families and different bugs: load failure for NemotronH checkpoints vs tied-weights issues on translation models." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different tokenizer/runtime failures; too far apart to be duplicates." + "reason": "Both are model-specific failures, but they describe different code paths and symptoms; no evidence of the same underlying bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and describe different concrete round-trip problems." + "reason": "Both are tokenizer regressions, but for different models and different output errors; too broad to treat as one bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is a model quality/embedding regression." + "reason": "SigLIP2 appears in both, but one is a broken docs example and the other is a quality/discrepancy report; not the same issue." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: Transformers v5 corrupts non-persistent buffers / fills them with junk." + "reason": "Near-identical regression: both report v5 filling non-persistent buffers with junk/corruption during loading." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: custom-trainer argument mismatch vs Gemma3 + DeepSpeed ZeRO-3 loading index error." + "reason": "Training API signature mismatch vs DeepSpeed ZeRO-3 model loading failure; unrelated bugs." }, { "left": "issue:46032", "right": "issue:47246", "accept": false, - "reason": "Both are Mamba2 recurrence bugs, but they are in different code paths/models and not clearly the same concrete defect." + "reason": "Both concern Mamba2 recurrence, but 47246 is a NemotronH-specific propagation issue and 46032 is a broader use_cache correctness bug." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "Both are v5 regressions, but one is missing fields with trust_remote_code and the other is buffer corruption." + "reason": "Both involve loading/configuration regressions, but one is remote-code config fields and the other is buffer corruption; different bugs." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different bitsandbytes/storage incompatibilities with different error surfaces." + "reason": "Different quantization/storage incompatibilities with different error mechanisms." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma-4 quantized vision/audio embedder dtype-casting bug; 46932 is the narrower duplicate/fixup report." + "reason": "Same Gemma4 quantized audio/vision embedder dtype-casting bug; 46932 even says it is the same as another issue." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Tokenization-related language is shared, but one is SigLIP2 text embedding quality and the other is a version-dependent tokenization change." + "reason": "SigLIP2 embedding quality vs tokenization changes are different phenomena." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer issues, but they concern different model families and different tokenization defects." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different generation/precision problems: dtype mismatch under autocast vs gradient explosion in RLHF." + "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN/SDPA fallback are distinct failures." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both touch SigLIP2, but one is zero probabilities and the other is degraded text embeddings; not the same issue." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is embedding quality; not the same concrete bug." }, { "left": "issue:45987", "right": "issue:46858", - "accept": false, - "reason": "Same API area, but the reported return-shape/device behavior differs and the backends/contexts are not the same concrete bug." + "accept": true, + "reason": "Same API contract breakage in cache.get_seq_length(): it returns a tensor instead of an int, causing downstream failures." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both concern buffers/materialization, but 45902 is a specific uninitialized-memory case after meta->to_empty(cuda), not the same regression." + "reason": "Both mention broken non-persistent buffers, but 45902 is a specific Qwen3_5Moe materialization issue and not clearly the same loading regression." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is text-embedding quality and the other is HF-vs-JAX implementation discrepancy." + "reason": "Related SigLIP2 implementation concerns, but one is a performance/quality report and the other is a broader HF-vs-JAX discrepancy claim." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5 rotary/position handling, but one is a FlashAttention crash from 3D position_ids and the other is CPU-offload incompatibility." + "reason": "Same model family, but one is a flash-attention crash on 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different Gemma4 bugs: FSDP2 shared_kv_states rebuild vs uninitialized rotary frequency buffer." + "reason": "Different model components and failure modes: FSDP2 shared_kv_states KeyError vs uninitialized inv_freq buffer." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/training problems, but one is LoRA gradient checkpointing and the other is int4 CUDA reserved-memory/OOM behavior." + "reason": "Gradient checkpointing/LoRA inefficiency is unrelated to int4 quantization OOM." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model-loading failure; not the same bug." + "reason": "Generic loading noise vs a specific model failing to load; not the same bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error and early-stopping metric lookup are unrelated." + "reason": "DeepSpeed training weight-shape runtime error vs early-stopping metric handling; unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization issue vs AMD GPU model execution failure; unrelated." + "reason": "Tokenizer detokenization bug vs AMD GPU model execution failure; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is about noisy logging and the other is an actual model-loading failure." + "reason": "Both are model-loading complaints, but they target different models and do not indicate a shared concrete defect." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/loading failures with different causes and error paths." + "reason": "DeepSpeed ZeRO-3 loading error vs FineGrainedFP8Config failure; different model/runtime issues." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code/config loading regressions, but one is missing fields in AutoConfig and the other is a broad remote_code breakage claim." + "reason": "Remote-code config field loss may be related to remote_code regressions, but 45020 is too broad to safely equate with this specific AutoConfig bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are Qwen3 MoE-related, but one is gradient checkpointing with LoRA and the other is memory usage in training." + "reason": "Both touch memory/training concerns, but they describe different model families and distinct inefficiency causes." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer-loading problem for a specific model vs flash-attn2 fallback gating; different code paths." + "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different import/model-compatibility failures with no clear shared underlying bug." + "reason": "Bad AutoTokenizer error messaging vs missing tied-weights attribute; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Different model/import problems: missing Qwen2_5_VL export vs bitsandbytes Int8Params constructor incompatibility." + "reason": "Import failure for a model class vs bitsandbytes Int8Params constructor incompatibility; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative overall. The two accepted duplicate pairs are well supported by the issue titles and descriptions: the non-persistent-buffer regression set (43644/43950/44534) and the Gemma-4 quantized embedders pair (46899/46932). The remaining pairs are mostly rejected with reasonable caution rather than overclaiming duplicates." + "feedback": "The summary is grounded in the packet, and the conservative soft-edge calls are supported by the issue titles/descriptions. The accepted pairs have clear textual overlap or explicit same-bug signals (non-persistent buffer corruption, StaticCache.get_seq_length contract breakage, Gemma4 quantized embedder dtype casting). No PR mergeability concerns apply because the packet contains issues only." }, "evaluator_used": true, "retried": false, @@ -1579,14 +1627,14 @@ "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "c3b382716c1945e6e9a92f0299fb83c726fb3315c68afa4eabb395508f97cce0", + "prepared_review_unit_hash": "e6d66465b2864bee584bc98f0f406abcae2aef4f8030d766afc93f2e6d48c79a", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, @@ -1601,186 +1649,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous transformer issues, with only a few true duplicate-like overlaps. Clear accepts: v5 docs pipeline removal cleanup, DeepSeek tokenizer regression, and the training-loss double-shift bug pair. The rest are similar-by-theme but different concrete failures.", - "confidence": 0.71, - "canonical_issue_reason": "No single cluster-wide canonical issue cleanly fits the whole set; 46894 is the strongest anchor among the only clear duplicate-like pair because it states the underlying training-loss double-shift bug and has stronger reference signal than 46897.", + "summary": "Mostly a heterogeneous cluster of transformers regressions and model-specific bugs. Only one soft pair looks like a true duplicate; the rest share broad themes but describe different models, code paths, or symptoms.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 44509 is the best canonical issue because it is the broader, more complete description of the v5 docs/pipeline-removal problem and subsumes the narrower 43827 report.", "canonical_pr_reason": null, - "best_issue_reason": "46894 is the best issue to keep as the representative duplicate hub; the other items are mostly unrelated singletons or broader theme matches that are not the same concrete bug.", + "best_issue_reason": "Issue 45020 is the best global representative of the remaining cluster because it is the broadest umbrella around recent v5/remote_code breakages, even though the cluster is not truly cohesive enough for a strong canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different failures: tokenizer regex patch crash vs flash-attn2 fallback gating. Same broad Mistral/attention area, not the same bug." + "reason": "Both involve tokenizer/attention plumbing, but one is a Mistral regex crash and the other is a flash-attn fallback gate; different bugs and code paths." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Unrelated model/runtime problems: MPS histogram Int error vs Gemma4 PLE device placement mismatch." + "reason": "MPS histogram int error vs device_map auto forward device mismatch are unrelated failures." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model-specific loading errors; one is Qwen3VL weight_only handling, the other is a GLM5 load issue." + "reason": "Different symptoms and models: a weight_only load failure versus a generic GLM5 issue with no clear shared code-path." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "One is a broad remote_code regression report, the other is a device_map forward mismatch; not the same concrete code path." + "reason": "Both are broad regressions, but one is remote_code compatibility and the other is a Gemma4 device placement bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping edge case versus broad remote_code breakage; too different to be the same bug." + "reason": "Tokenizer-mapping-name failure is not the same as the broader remote_code breakage in 45020." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Gemma4 device_map placement." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are bad load errors, but for different models and different causes; not the same underlying failure." + "reason": "Tokenizer loading error for Voxtral and a GLM-4V loading failure are different model-specific problems." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code breakage versus tokenizer codec handling regression; same general area only." + "reason": "Remote_code regressions and Kimi-K2.5 tokenizer codec handling are different underlying issues." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3/MoE and tie_word_embeddings, but one is a version-compatibility LoRA issue and the other is a warning about config tying." + "reason": "Both mention Qwen/tie_word_embeddings, but one is a model usability regression and the other is a warning about config hygiene." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes Int8Params API incompatibility is not the same as YOLO multi-GPU device_map auto failure." + "reason": "bitsandbytes parameter constructor incompatibility is not the same as YOLO multi-GPU device-map behavior." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different methods and different slow-tokenizer paths." + "reason": "Both are tokenizer performance regressions, but they hit different APIs and have different triggers." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping bug and remote-code config_class AttributeError are related to auto model loading but not the same concrete defect." + "reason": "AutoModel.from_config unwrap bug for composite Qwen multimodal configs is distinct from remote-code config_class errors." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Same DeepSeek tokenizer regression family in v5: 45488 describes the tokenizer pre-tokenizer override, and 46489 describes a gap in that fix for another DeepSeek model." + "accept": false, + "reason": "DeepSeek tokenizer breakage and DeepSeek-Coder incorrect output are related only broadly; not the same concrete bug." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both involve remote-code models, but the specific failures differ and they are not clearly the same bug." + "reason": "Generic remote_code breakages do not make these the same issue; the latter is specifically about missing config_class on remote-code models." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same docs regression after v5 pipeline removals, just phrased against different removed pipeline task names." + "reason": "Same stale v5 docs problem: removed pipeline tasks/functions are still referenced in summarization/translation documentation." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is a tied lm_head issue in Mistral3; the other is non-persistent buffer corruption on from_pretrained. Different code paths." + "reason": "Tied lm_head weights and non-persistent buffer corruption are separate state-loading issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model loading/weight issues, but the models and missing attributes differ." + "reason": "GLM-4V loading failure and Molmo tied-weights attribute error are unrelated model-specific loader bugs." }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "Same training-loss double-shift bug pattern; Florence2 and CohereASR appear to be model-specific instances of the same underlying loss-shifting problem." + "accept": false, + "reason": "Same general double-shift pattern, but different models and training setups; not the same underlying bug." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model load failure and _torch_extract_fbank_features() issue are not the same bug." + "reason": "Whisper failing to run and _torch_extract_fbank_features() are too vague to treat as the same concrete defect." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is about missing weight conversion on load and the other is gradient averaging with model_accepts_loss_kwargs." + "reason": "Both involve DeepSpeed and Qwen-family training, but one is MoE weight conversion and the other is gradient averaging with GAS." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Both are argument/shape-related errors, but one is Trainer API signature drift and the other is a mask-vs-tensor indexing mismatch." + "reason": "CustomTrainer loss-signature incompatibility is unrelated to the mask/index shape mismatch." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "LoRA gradient checkpointing issue and missing supports_gradient_checkpointing flag are related only by checkpointing, not the same bug." + "reason": "Gradient checkpointing with PEFT LoRA and a missing supports_gradient_checkpointing flag are different LoRA/model-integration issues." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen3-family ZeRO-3 weight-loading failures, but they affect different model variants and report different missing-weight symptoms." + "reason": "ZeRO-3 all-missing weights and language_model weight-loading failure are both Qwen3.5 load issues but not the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model checkpoints and load failures; not enough evidence they share the same root cause." + "reason": "Unit-test loading failure for GLM-4.7 Flash and NemotronH checkpoint loading are different model families and failure modes." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error versus image processor void segmentation-map failure; unrelated." + "reason": "DeepSpeed training weight error and void segmentation-map processing are unrelated." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-input regressions, but one is a broad v5.3.0 video-input bug across several models and the other is a specific StopIteration in Qwen3-vl-embedding." + "reason": "Both are v5.3.0 multimodal regressions, but one is a video-input regression set and the other is a specific Qwen3-vl-embedding StopIteration error." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "These are both mask-shape mismatch reports, but the titles alone do not show the same concrete underlying indexing bug." + "reason": "The titles are similar, but there is not enough evidence they are the same exact mask/index mismatch bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 RLHF gradient explosion from position_id / SDPA fallback is unrelated to flash-attention s_aux=None crashing on sink-less models." + "reason": "Qwen3.5 RLHF gradient explosion from 3D position_ids is a different code path than the flash_attention sink-less s_aux crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The three accepted pairs are the only ones that look clearly duplicate-like from the issue text, and the remaining rejections avoid overclaiming sameness across merely related themes. Canonicalization around 46894 as the strongest hub is also reasonable given the pair evidence." + "feedback": "Grounded overall and suitably conservative. The one accepted duplicate pair, 43827/44509, is well supported by the titles, and the rest of the soft-edge rejections mostly stick to different models, code paths, or failure modes rather than overclaiming duplicates." }, "evaluator_used": true, "retried": false, @@ -1861,8 +1909,8 @@ "issue:43366|issue:44589", "issue:43638|issue:46515", "issue:45663|issue:45823", - "issue:44155|issue:45584", "issue:42915|issue:43957", + "issue:44155|issue:45584", "issue:43716|issue:44560", "issue:43824|issue:43957", "issue:43950|issue:45834", @@ -1885,244 +1933,244 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "b349f5259cb6db288ed0307e96a8280478ce83d9c8ea05450b532b4c94791595", + "prepared_review_unit_hash": "3bbaf13f0f461a46349bbb7e46ea0bf0124853441f4d3e8b77765e9a46340d81", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37343, - "estimated_input_tokens": 9336, - "estimated_eval_tokens": 18928 + "serialized_chars": 37345, + "estimated_input_tokens": 9337, + "estimated_eval_tokens": 18930 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers bug reports with different models and failure modes. Only one soft pair looks like a true duplicate: the two custom model initialization regressions in Transformers 5.0.0.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43646 is the cleanest canonical issue: it states the broad custom model initialization regression directly, while 43645 is the same bug with extra Jupyter-specific context.", + "summary": "Mostly a heterogeneous set of Transformers regression issues, with a few clear duplicate mini-clusters: custom model initialization, Siglip2 incorrect outputs, and strict config-validation load failures.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43646 is the broadest and most central regression report in the set, and it directly overlaps with 43645; it best serves as the anchor for the custom-model initialization duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best representative issue in this set because it is the broadest and clearest statement of the duplicated initialization failure.", + "best_issue_reason": "43646 is the best representative issue because it states the regression at the highest level and has the clearest direct duplicate candidate among the issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs an example script being broken." + "reason": "Different models and failure modes: Mistral-3 image preprocessor dtype mismatch vs a broken Nemotron example." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Both mention model/runtime problems, but the underlying failures are different: GGUF architecture support vs autocast dtype mismatch." + "reason": "Both mention model behavior, but these are unrelated bugs: GGUF support for gpt-oss vs a Phi MoE autocast dtype mismatch." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different codepaths and errors: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + "reason": "Unrelated code paths: Qwen3.5 PagedAttentionCache/linear_attention crash vs NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both concern Nemotron-family loading, but one is checkpoint compatibility and the other is text encoder weights not loading; not the same bug." + "reason": "Both are loading-related, but one is checkpoint loading and the other is text-encoder weights not being loaded; not the same bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen/MoE-related, but one is GGUF gpt-oss support and the other is a sliding_window issue; too different to merge." + "reason": "Different Qwen/GGUF topics: model packaging support vs sliding-window handling in Qwen3-MoE." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading complaints, but they target different models and different failure modes." + "reason": "Both involve tokenizer/model loading, but they affect different models and symptoms; no shared underlying bug is evident." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "A specific Zero3+BERT IndexError is not the same as a vague torch 2.4.1 incompatibility report." + "reason": "Deepspeed ZeRO-3/Bert index error is unrelated to a torch-version compatibility complaint." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve rotary/position-id style issues in Qwen models, but they describe different bugs in different subsystems." + "reason": "Both touch rotary/position logic, but they are different models and different failures (wrong scaling vs uninitialized memory)." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated problems: GGUF architecture support vs missing Float8 storage type." + "reason": "No meaningful overlap beyond being model/runtime issues; GGUF support and missing Float8 storage are distinct." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "The Zero3/BERT IndexError does not match a general torch version incompatibility report." + "reason": "Different problem class: ZeRO-3 training crash vs generic torch 2.4.1 incompatibility." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different failures: FSDP2 shared_kv_states KeyError vs device mismatch under device_map=auto." + "reason": "Same family (Gemma4) but different bugs: per-layer shared_kv_states rebuild vs device mismatch under device_map=auto." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Both are inference/generation bugs, but one is batched audio track leakage and the other is empty-transcription Whisper generation." + "reason": "Different root causes and subsystems: FineGrainedFP8Config failure vs meta-device loading regression." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Different failure modes: FineGrainedFP8Config on Qwen3Moe vs meta-device loading regressions." + "reason": "Unrelated inference bugs: AudioFlamingo3 track leakage vs Whisper empty-transcription failure." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model families and symptoms: dtype mismatch in image preprocessing vs a StopIteration in video embedding extraction." + "reason": "Different models and failure modes: Mistral-3 image dtype mismatch vs Qwen3-vl video StopIteration." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a missing VL class is not the same as meta-device model loading breakage." + "reason": "ImportError for a missing model class is not the same as meta-device loading breakage." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and long OCR input index errors are unrelated bugs." + "reason": "Non-persistent buffer corruption and long-OCR index error are unrelated regressions." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different reports about tokenizer/model loading; not the same underlying defect." + "reason": "Both are loading complaints, but the model-specific failures and descriptions do not indicate the same bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Running 3d_parallel.py and GGUF gpt-oss support are unrelated issues." + "reason": "No overlap: 3d_parallel.py execution failure vs GGUF architecture support." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Both are MoE-adjacent, but the crash causes differ completely: video StopIteration vs MPS histogram not implemented for Int." + "reason": "Qwen3-vl video inference bug and an MPS histogram implementation error are unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying regression: Transformers 5.0.0 breaks custom model initialization; the notebook mention is just extra context." + "reason": "These describe the same custom-model initialization regression, with 43646 being the broader version and 43645 the notebook-specific manifestation." }, { "left": "issue:44560", - "right": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Both are runtime errors, but one is video StopIteration and the other is a mask/tensor shape mismatch." + "reason": "Same general Qwen family, but different code paths and symptoms: video StopIteration vs TRL embedding unpacking." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and FineGrainedFP8Config are unrelated problems." + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache internals, but one is Qwen3.5 flash-attn position_ids misinterpretation and the other is static cache seq-length arithmetic on non-CUDA backends." + "reason": "Both involve cache/position handling, but one is a Qwen3.5 flash-attention crash and the other is a static-cache slice-arithmetic bug on non-CUDA backends." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "A torch>=2.9 flex_attention compilation bug is not the same as a generic torch 2.4.1 incompatibility report." + "reason": "Both mention torch versions, but one is torch>=2.9 compiled flex_attention and the other is torch 2.4.1 incompatibility; not the same bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and paths: Bamba torch.compile+SDPA vs Qwen3.5 flash attention position_ids handling." + "reason": "Different models and mechanisms: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids crash." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both mention gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is a CheckpointError with PEFT+DeepSpeed ZeRO-3; not the same bug." + "reason": "Both mention PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a specific ZeRO-3 CheckpointError; not the same underlying defect." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and do not look like the same code-path failure." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "A device mismatch in Gemma4 forward is unrelated to a general torch version incompatibility." + "reason": "Gemma4 device-mapping mismatch is unrelated to a general torch version incompatibility claim." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping-name handling and Gemma4 PLE device mismatch are different bugs." + "reason": "Tokenizer-mapping model addition failure is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Duplicate pair in the input? Even so, the two issues are still unrelated: video StopIteration vs mask shape mismatch." + "reason": "Different inference failures: Qwen3-vl video StopIteration vs a generic mask/tensor shape mismatch." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Both concern SigLIP2 outputs, but one is zero probabilities and the other is nonsensical AutoModel/pipeline results; not confidently the same bug." + "accept": true, + "reason": "Same model family and same symptom class: Siglip2 produces incorrect/meaningless outputs in both reports." }, { "left": "issue:44877", "right": "issue:45030", - "accept": false, - "reason": "Both are config/validation-related, but they target different model configs and different loading failures." + "accept": true, + "reason": "Both point to the same strict config-validation regression blocking model/config loading." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/BERT IndexError and tokenizer-mapping-name loading failure are unrelated." + "reason": "ZeRO-3/Bert initialization crash is unrelated to the add-new-model-like tokenizer mapping failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3/BERT IndexError and tokenizer-mapping-name loading failure are unrelated." + "reason": "Different failures with no shared code path: empty-tensor index error under ZeRO-3 vs tokenizer-mapping registration logic." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet, and the soft-edge calls are conservative. The one accepted pair (43645/43646) is well supported by the titles and summary, and the rest are appropriately cautious rather than overstated." + "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice is reasonable, and the accepted soft-edge pairs are all supported by the issue titles/descriptions without overreaching. No PR-pair mergeability issues apply here." }, "evaluator_used": true, "retried": false, @@ -2214,222 +2262,222 @@ "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:43854|issue:43931", - "issue:42491|issue:45335", "issue:42491|issue:45292", + "issue:42491|issue:45335", "issue:43856|issue:44387", "issue:43708|issue:44075", "issue:44960|issue:46050", "issue:44164|issue:44291", "issue:45488|issue:45812" ], - "prepared_review_unit_hash": "94eaa7208fc62120d07cf4b2158ea8e9a40c72df80e8c5ab5e39ae7d3b47065d", + "prepared_review_unit_hash": "f1542c0088f86f076f6546a61344e040f98532767b0d03f6d8f28f3a8eea6cec", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35736, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: model-loading, tokenizer, quantization/offloading, and version-regression reports across many unrelated model families. Only a couple of pairs look like true duplicates; the strongest are the Transformers v5 non-persistent-buffer regression and the Gemma4 4-bit multimodal dtype-cast bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43644 is the clearest duplicate anchor because issue:44534 restates the same v5 non-persistent-buffer regression almost verbatim.", + "summary": "This cluster is mostly a mix of distinct model- and regression-specific issues; only the two \"non-persistent buffers filled with junk\" reports look like a true duplicate pair.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the cleanest canonical for the only clear duplicate pair: it states the Transformers 5.0.0 non-persistent-buffer corruption plainly, and the matching issue (44534) is just a title variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best standalone representative in this set: it has the strongest duplicate signal, a precise regression title, and a clean merge target in issue:44534.", + "best_issue_reason": "issue:43632 is the best overall representative of the broader set because it describes a core Transformers v5 initialization regression with likely downstream impact on multiple loading/init bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:46899", - "accept": true, - "reason": "Same Gemma4 4-bit multimodal quantization/dtype-cast failure, just described from audio vs audio+vision angles." + "accept": false, + "reason": "Both are Gemma4 4-bit multimodal quantization bugs, but one is a torch.finfo uint8 TypeError in audio modules and the other is an unsafe dtype-cast issue in multimodal embedders; not the same failure path." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different bugs: tokenizer-mapping edge case vs tensor/mask shape IndexError." + "reason": "Different subsystems and symptoms: tokenizer-mapping add-new-model-like failure vs a tensor mask shape IndexError." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both are Qwen-related, but they hit different code paths and failure modes (LoRA reuse vs BitNet packed-weight loading)." + "reason": "Both involve loading regressions, but they target different models/code paths: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Unrelated regressions: `_is_hf_initialized`/v5 init behavior vs Kosmos2.5 long OCR index error." + "reason": "Core Transformers v5 init-flag regression vs a Kosmos2.5 OCR long-input index error; unrelated bugs." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/offload/memory, but the concrete failures and likely fixes are different." + "reason": "Both are memory/offload related, but one is quantized dequantized-model device_map loading and the other is mmap on Strix Halo OOM; no clear shared bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities at inference while the other is a doc-example mismatch plus quantization failure." + "reason": "Same model family, but one reports zero probabilities during inference while the other is a docs example with model/processor mismatch and quantization failure." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen issues, but one is device-map CUDA assert and the other is FineGrainedFP8 failure; not the same bug." + "reason": "Both mention Qwen3/Qwen3Moe, but the failures are different: cudaErrorAssert on auto device mapping vs FineGrainedFP8Config incompatibility." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-verbatim duplicate: both report the same Transformers v5 bug where non-persistent buffers get junk values." + "reason": "Same underlying bug: Transformers v5 fills non-persistent buffers with junk. The titles are essentially the same regression reported twice." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different root causes and subsystems: Qwen3Moe FP8 config vs Strix Halo mmap/OOM behavior." + "reason": "Qwen3Moe FP8 config failure is unrelated to Strix Halo mmap OOM." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different models and mechanisms: Qwen3 MoE checkpoint compatibility vs Gemma4 resize_token_embeddings propagation." + "reason": "Qwen3 MoE HF4/HF5 compatibility regression vs Gemma4 resize_token_embeddings not updating per-layer/output embeddings." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Unrelated model families and symptoms (GLM5 vs Qwen3.5 flash-attention generation)." + "reason": "GLM5 vs Qwen3.5 flash-attention generation bug; different model families and symptoms." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but the reports target different repos/models and do not clearly share one concrete bug." + "reason": "Both are model-loading failures for different BERT repos, but the reports don\u2019t indicate the same concrete root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 tensor-parallel plan/OOM behavior." + "reason": "NemotronH checkpoint-loading failure vs Qwen3.5 tensor-parallel plan omission causing OOM/shape errors; unrelated." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 multimodal regressions, but one is ZeRO-3 loading and the other is save_pretrained key handling." + "reason": "Different regressions in the same family: ZeRO-3 weight loading for language_model vs save_pretrained writing wrong visual encoder keys." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different products and failures: GraniteMoEHybrid invalid method call vs Nemotron example breakage." + "reason": "GraniteMoEHybrid invalid method call vs broken Nemotron example; different models and bugs." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype, but one is loading-time dtype being ignored and the other is from_config leaving config.dtype stale." + "reason": "Both are dtype-related, but one is AutoModelForCausalLM ignoring dtype on composite checkpoint load and the other is from_config(dtype=...) leaving config.dtype stale." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom-model initialization in notebooks." + "reason": "The buffer-corruption regression is unrelated to the Jupyter custom-model initialization issue." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Tokenizer-loading failures, but for different models and likely different causes." + "reason": "Both are tokenizer/loading regressions, but they affect different models and likely different mechanisms." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 family, but the reports describe different failure modes and no clear single code-path fix." + "reason": "Both concern SigLIP2, but one is a broken documentation example with mismatch/quantization errors and the other is nonsensical outputs from AutoModel/pipeline." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and different loading issues; no evidence of one shared defect." + "reason": "Different model families and failures: Qwen3 MoE weight conversion with accelerate+deepspeed vs GLM-4.7-Flash unit-test loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory inefficiency, the other is quantization/offloading behavior." + "reason": "General memory issue during Qwen3 MoE training is not the same as quantization offloading not working." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Separate model-specific load failures with distinct symptoms and likely fixes." + "reason": "Different models and distinct loading failures: GLM-4.7-Flash unit tests vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:42491", - "right": "issue:45335", + "right": "issue:45292", "accept": false, - "reason": "Different model families and unrelated bugs." + "reason": "Versioned Qwen3 MoE loading regression vs generic resize_token_embeddings not updating output embeddings." }, { "left": "issue:42491", - "right": "issue:45292", + "right": "issue:45335", "accept": false, - "reason": "Different model families and unrelated bugs." + "reason": "Same broad theme of loading/model changes, but this is a distinct Gemma/T5Gemma embedding-update bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is training inefficiency and the other is int4 quantization reserved-memory regression." + "reason": "Both are memory-related, but one is training inefficiency and the other is a Transformers 5.x int4 reserved-memory/OOM regression." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint math vs optimizer argument usage; not the same bug." + "reason": "Trainer resume/max_steps miscalculation is unrelated to SGD optimizer args being ignored." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model families and different serialization/quantization problems." + "reason": "Different models and different persistence bugs: GLM5 vs quantized-by-sinq save/load breakage." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both touch loading/saving internals, but one is extra_state handling and the other is init_empty_weights/_is_hf_initialized argument compatibility." + "reason": "Both involve model serialization/loading, but extra_state handling and unexpected _is_hf_initialized argument are distinct issues." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and model families." + "reason": "Both are tokenizer regressions in v5, but they affect different model families and different tokenizer behavior changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet overall. The two accepted soft pairs are plausible duplicates based on their titles, and the rejected pairs are conservative rather than overstated. The cluster-level summary is appropriately cautious and reflects the heterogeneous set. Minor wording issue: calling issue:44534 a \"merge target\" is imprecise for an issue, but it does not materially change the judgment." + "feedback": "Grounded overall. The canonical duplicate pair 43644/44534 is well supported, and the other soft-edge calls stay conservative given the packet. Minor caveat: the best-issue rationale would be safer if it avoided implying proven downstream impact and simply said 43632 is the clearest Transformers v5 init-regression representative." }, "evaluator_used": true, "retried": false, @@ -2506,8 +2554,8 @@ "issue:44291|issue:44756", "issue:44402|issue:44488", "issue:44910|issue:45588", - "issue:41720|issue:44155", "issue:45663|issue:45759", + "issue:41720|issue:44155", "issue:43404|issue:43454", "issue:39692|issue:44960", "issue:43873|issue:44387", @@ -2530,14 +2578,14 @@ "issue:43828|issue:43957", "issue:43645|issue:44164" ], - "prepared_review_unit_hash": "0d8efaca1c444846b9a239a4d83fd1b7863cdae23cf12ca4cafed8b804604e21", + "prepared_review_unit_hash": "826ccf065c6be6d07292501ab586830ed08b7baaf92ee4ba8ddb72175bd6e22b", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, @@ -2552,198 +2600,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One soft duplicate looks plausible: the Gemma4-specific and generic resize_token_embeddings/output_embeddings reports. The other pairs are mostly same-theme but appear to be different model-specific bugs or different code paths, so I would keep them separate.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45292 is the broader, more general wording of the resize_token_embeddings/output_embeddings failure; issue:45276 looks like the Gemma4-specific instance of the same bug.", + "summary": "Mostly distinct bug reports across different models/features; only the two resize_token_embeddings reports look like the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45276 is the better canonical issue: it states the core resize_token_embeddings propagation bug clearly and includes the affected Gemma4-specific details, while issue:45292 reads like a narrower generic variant of the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best canonical issue candidate because it is the more general formulation and can subsume the Gemma4-specific report.", + "best_issue_reason": "issue:45276 is the strongest global representative because it is the most specific and complete description of the shared resize_token_embeddings bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Same high-level training-loss symptom, but the titles point to different model implementations; not enough evidence they share one concrete code path." + "reason": "Same symptom pattern, but these are model-specific training-loss bugs in different architectures; not enough evidence of one shared root cause." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both concern resize_token_embeddings, but they affect different model families and different submodules; too little to treat as the same bug." + "reason": "Both involve resize_token_embeddings, but the affected model paths are different and the reported failures are not the same code-path issue." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Completely different failures: chat crash for Qwen3.5-35B vs Gemma4Processor missing _tokenizer in serve." + "reason": "Unrelated crashes in different entrypoints/models; no shared underlying bug is apparent." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are loading/runtime compatibility issues, but one is torch 2.10 incompatibility and the other is meta-device loading; not the same bug." + "reason": "Both are compatibility/loading regressions, but they concern different mechanisms and code paths." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Init_empty_weights argument handling and Strix Halo mmap OOM are unrelated failure modes." + "reason": "init_empty_weights argument handling is unrelated to the mmap/OOM issue." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "One is a tokenizer vocab-size mismatch, the other is a model loading failure for a specific checkpoint; not clearly the same defect." + "reason": "Both are model-loading problems, but the specific failure modes and likely causes differ." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a position_ids misinterpretation crash and the other is an s_aux=None attribute error; different code paths." + "reason": "Both touch flash_attention, but one is a 3D position_ids misparse and the other is an s_aux=None attribute crash." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 batched inference token leakage." + "reason": "Different bugs in different model/config paths; too broad to treat as the same issue." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Different model families and different problems: Gemma4 FSDP2 shared_kv_states vs Qwen multimodal from_config text_config unwrapping." + "reason": "A device-mapping CUDA assert is unrelated to the AudioFlamingo3 batch leakage bug." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head weights, but they are different model classes and likely separate tie-weights implementations." + "reason": "Both mention lm_head tying, but they target different model families and there is no clear shared root cause." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation example errors vs a GLM5 model issue; no shared underlying bug." + "reason": "A documentation example error is not the same underlying problem as the GLM5 issue." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/memory issues, but one is offloading behavior and the other is increased reserved memory/OOM under int4." + "reason": "Quantization/offloading memory regressions, but the symptoms and code paths differ." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and an apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing behavior and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention-state bug vs Qwen3.5Moe rotary embedding CPU-offload incompatibility; different failures." + "reason": "Different model components and failure modes; not the same bug." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment bug and VideoPrism output field mix-up are not the same issue." + "reason": "A generic ModelOutput key-assignment bug is not the same as the VideoPrism output-field mixup." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and MXFP4 fallback to bf16 are different loading/quantization problems." + "reason": "Both involve quantization, but one is NVFP4 loading and the other is MXFP4 fallback behavior." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading failure and mmap OOM are distinct initialization/resource issues." + "reason": "Meta-device loading failures and mmap OOM mitigation are distinct issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage vs Gemma4 PLE device mismatch; same broad area, different concrete bugs." + "reason": "Different models and different failure mechanisms; no duplicate signal." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 forward bug do not share a code path." + "reason": "A SwitchTransformers config edge case is unrelated to the Gemma4 FSDP2 attention bug." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Quantization memory growth and mmap OOM are both memory-related but not the same underlying bug." + "reason": "Different problems: int4 reserved-memory growth vs mmap/OOM on a specific platform." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and a broken official Nemotron example are different issues." + "reason": "Both mention Nemotron, but one is checkpoint loading and the other is an example breakage; not enough to merge." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression across Qwen VL models and strict config blocking granite_speech loading are unrelated." + "reason": "Video input regression and strict config loading are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings propagation bug; 45276 is the Gemma4-specific report and 45292 is the broader generic wording about output_embeddings not updating." + "reason": "These describe the same resize_token_embeddings propagation bug; 45276 is the more detailed Gemma4-specific report and 45292 is the generic variant." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3.5 SDPA/position_ids NaN explosion are different behaviors." + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 position_ids/SDPA bug." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." + "reason": "save/from_pretrained extra_state handling is unrelated to the mmap/OOM issue." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message on mistral_common tokenizers are different tokenizer-layer problems." + "reason": "Tokenizer BPE marker handling and continue_final_message are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less-model crash and Gemma4 FSDP2 shared_kv_states bug are unrelated." + "reason": "Flash-attention attribute crash and Gemma4 FSDP2 shared_kv_states rebuild are unrelated." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are different runtime issues." + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to meta-device loading failures." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization breakage and extra_state save/load failure are separate serialization/init bugs." + "reason": "Notebook custom-model initialization and extra_state save/load are separate issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The 45276/45292 linkage is supported by the shared resize_token_embeddings/output_embeddings symptom and the generic-vs-Gemma4-specific framing is reasonable. The remaining pairs are mostly rejected with appropriately cautious language about insufficient evidence or different code paths." + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice for the resize_token_embeddings pair is supported by the titles/details, and the remaining soft-edge verdicts avoid overclaiming shared root cause across clearly different models or failure modes." }, "evaluator_used": true, "retried": false, @@ -2827,8 +2875,8 @@ "issue:45812|issue:46315", "issue:44530|issue:45084", "issue:43425|issue:46869", - "issue:39404|issue:45701", "issue:43611|issue:43645", + "issue:39404|issue:45701", "issue:44683|issue:45823", "issue:43425|issue:43716", "issue:39404|issue:46665", @@ -2841,23 +2889,23 @@ "issue:44265|issue:44898", "issue:43906|issue:44530", "issue:46050|issue:46326", - "issue:44991|issue:45081", - "issue:43906|issue:46326" + "issue:43906|issue:46326", + "issue:44991|issue:45081" ], - "prepared_review_unit_hash": "9633994c29b43b6b98aab18d30fb3c2833a2134f4331d8a8e5249c82c9e2dc1b", + "prepared_review_unit_hash": "57e4d0a55a99a4d036eccbb954b334932bd6a1d86d28212d3e2c68f3d786512d", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36565, + "serialized_chars": 36567, "estimated_input_tokens": 9142, "estimated_eval_tokens": 18540 }, @@ -2866,193 +2914,196 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated bug reports; the soft pairs are largely thematic rather than true duplicates. No pull requests are present. I chose a broad, concrete tokenizer regression as the best canonical issue anchor.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45812 is a clear, user-facing silent regression affecting all Granite tokenizers, with a concrete symptom (wrong token IDs) and broad impact.", + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers regressions around loading, tokenization, model init, and training. Only one soft pair looks like a true duplicate: the two resize_token_embeddings reports describe the same propagation bug.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45292 is the cleanest generic statement of the shared bug class: resize_token_embeddings updates one embedding path but not the other. The paired T5Gemma report is a narrower manifestation of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "It is the most canonical-looking bug report in the set: specific, reproducible, and broadly impactful without being tied to a single narrow edge case.", + "best_issue_reason": "issue:45292 is the best umbrella issue for the duplicate cluster because it describes the underlying API defect without model-specific framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/from_pretrained and custom modules, but one is about permissions propagation while the other is about loading the wrong module; different underlying bugs." + "reason": "Both involve custom-model save/load, but they are different failures: file permission propagation vs loading the wrong custom module after save_pretrained." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "One is a general Torch 2.10 incompatibility report; the other is a specific bf16 compilation regression between v5.8 and v5.9. Different failure modes." + "reason": "Unrelated problems: torch 2.10 incompatibility versus a Sam3 bf16 compilation regression." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different models and different paths: unit-test loading of GLM-4.7-Flash versus Qwen3.5 checkpoint save_pretrained correctness." + "reason": "Different model-loading regressions with different symptoms and likely different code paths." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Both mention resize_token_embeddings, but one concerns output_embeddings and the other decoder.embed_tokens; too model-specific to treat as the same bug." + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate the resized embeddings correctly to downstream/output embeddings, with T5Gemma as a model-specific instance." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are unrelated." + "reason": "Different issues: missing Float8 storage versus disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Both describe a double-shift training-loss pattern, but they are for different models with no evidence of the same concrete code path." + "reason": "Same broad pattern, but not enough to treat as the same concrete bug; they are separate model-specific double-shift reports." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and inability to load a specific model are different problems." + "reason": "Tokenizer vocab-size mismatch for one model versus a broader failure to load a different model." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "A Torch version compatibility issue is not the same as an autocast dtype mismatch on a specific model." + "reason": "Both mention dtype/compatibility, but one is a torch version incompatibility and the other is an autocast mismatch on a specific model." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is a performance regression in convert_tokens_to_ids; the other is a round-trip whitespace correctness bug." + "reason": "Performance regression in convert_tokens_to_ids versus a round-trip tokenization spacing bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs and slow token conversion are different defects, even though both touch tokenizers." + "reason": "Wrong Granite token IDs is a correctness regression, not the convert_tokens_to_ids slowdown." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation failure are unrelated." + "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch compatibility and a YOLO multi-GPU device_map failure are not the same underlying issue." + "reason": "Torch version incompatibility is unrelated to YOLO multi-GPU device_map behavior." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Whisper return_language pipeline behavior and version-dependent tokenization changes are different regressions." + "reason": "Both are v5 model-loading regressions, but one is about base_model_prefix and the other about notebook-defined custom model initialization." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Both involve custom models under Transformers 5, but one is about base_model_prefix handling and the other about notebook initialization behavior." + "reason": "Whisper pipeline return_language regression is unrelated to the tokenization-behavior change." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention 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 different code paths." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General Torch incompatibility is not the same as a Mistral-3 dtype mismatch between preprocessor and model." + "reason": "Torch compatibility issue is unrelated to a Mistral-3 image-preprocessor/model dtype mismatch." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "A Whisper pipeline regression and inconsistent from_pretrained behavior inside classes are different issues." + "reason": "Whisper pipeline regression is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "A video-input regression for Qwen models and a mask-shape IndexError are not clearly the same bug." + "reason": "Video-input regression for Qwen models and an IndexError from mask/tensor shape mismatch are different bugs." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to template-node compilation errors." + "reason": "Missing Float8 storage and non-template-node compilation are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they refer to different deprecated/removed pipeline APIs and are not duplicates." + "reason": "Both are docs issues, but they refer to different removed pipeline tasks and do not look like the same duplicate." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra_state save/load handling and composite Qwen config unwrapping are separate serialization/config bugs." + "reason": "save/from_pretrained extra_state handling is unrelated to AutoModelForCausalLM.from_config unwrapping text_config." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment are different code paths." + "reason": "A model/pipeline correctness issue and a ModelOutput key assignment bug are not the same underlying problem." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer initialization failure and gguf_file loading breakage are unrelated." + "reason": "Tokenizer method-name conflict on T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export.export failing on torch_compilable_check is not the same as Perceiver non-default-resolution interpolation failure." + "reason": "torch.export/exportability with torch_compilable_check is unrelated to Perceiver interpolation failures." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not evidence that it matches the PagedAttentionCache crash." + "reason": "An isolated reproduction issue and a Qwen3.5 PagedAttentionCache crash are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different defects." + "reason": "Sinq quantization save/load corruption is unrelated to mistral_common continue_final_message behavior." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta and a Mistral regex patch crash are unrelated." + "reason": "These describe different failures with no shared concrete code path." }, { - "left": "issue:43906", - "right": "issue:46326", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "The reproduction issue and the mistral_common continue_final_message bug do not share the same underlying failure." + "reason": "Both are tokenizer-loading regressions, but they affect different models and stem from different mechanisms." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most pairs are clearly heterogeneous by title and issue type, and the only accepted duplicate pair, issue:45292 / issue:45335, is a conservative match on the same resize_token_embeddings propagation bug. The remaining soft-edge rejections are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3133,15 +3184,15 @@ "issue:36032|issue:42915", "issue:43299|issue:43931", "issue:43611|issue:43644", - "issue:42796|issue:43404", "issue:43716|issue:45084", + "issue:42796|issue:43404", "issue:44462|issue:46489", "issue:46285|issue:46402", "issue:44661|issue:44683", "issue:43541|issue:45084", - "issue:39404|issue:44671", "issue:44451|issue:44987", "issue:42915|issue:44530", + "issue:39404|issue:44671", "issue:43643|issue:44530", "issue:44737|issue:45859", "issue:40990|issue:43421", @@ -3150,20 +3201,20 @@ "issue:36032|issue:43645", "issue:43644|issue:43646" ], - "prepared_review_unit_hash": "f233e7d0a9537763d94247cbd288ce32e44ba36de9d0bc1425a1532a00b132ed", + "prepared_review_unit_hash": "ab58cad775116c0ce60723cd8229c30b3607f41d57e92ca03772d23e852985cf", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36774, + "serialized_chars": 36773, "estimated_input_tokens": 9194, "estimated_eval_tokens": 18644 }, @@ -3172,199 +3223,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous overall; the only near-overlaps are a few same-subsystem regressions, but none are safe duplicate merges from titles alone. I would keep the tokenizer-loading regression as the best umbrella issue.", - "confidence": 0.62, - "canonical_issue_reason": "issue:44462 is the most general and concrete regression here: it describes a specific tokenizer-loading failure that can plausibly cover several related model-loading reports.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformer regressions and model-specific bugs. There is one plausible near-duplicate pair in the Qwen3-VL loading reports, but the rest are distinct issues across tokenizers, loading, quantization, and training paths.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative v5 regression report in the set; it captures the general custom-model initialization breakage better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the clearest broad bug report with a precise failure mode and enough generality to serve as the main reference for nearby tokenizer-loading complaints.", + "best_issue_reason": "Issue 43646 is the best standalone issue here because it is clearly stated, broadly applicable, and more central than the highly specific downstream bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Same broad area (tokenizers) but different models and symptoms; not enough to treat as one bug." + "reason": "Both are tokenizer/model-loading regressions, but they affect different models and symptoms; not the same underlying bug." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Unrelated failures: Whisper pipeline language return vs MXFP4 quantization fallback." + "reason": "Whisper pipeline language handling and GPT-OSS quantization fallback are unrelated code paths." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4-related, but one is device-map placement and the other is 4-bit dtype casting; different code paths." + "reason": "Both are Gemma4 multimodal bugs, but one is a device-map forward mismatch and the other is a 4-bit dtype-cast issue in embedders." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Different subsystems: save/load extra_state handling vs TimesFM window_size attribute access." + "reason": "save/from_pretrained extra_state handling is unrelated to TimesFM's window_size AttributeError." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Sequence-classification zero-loss bug is unrelated to ASR training double-shift." + "reason": "Classification zero-loss behavior is not the same bug as CohereASR's training-loss double-shift issue." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory pressure, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap/OOM behavior." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different problems with different causes." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel initialization issue is unrelated to flex_attention compilation on torch 2.9+." + "reason": "Deepspeed zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated failures." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they target different repositories and likely different tokenizer/config regressions." + "reason": "Both are loading failures, but for different models and different root causes." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "_is_hf_initialized flag regression and ONNX attention dtype mismatch are separate bugs." + "reason": "_is_hf_initialized regression is unrelated to CanineModel ONNX export dtype mismatch." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failures, but one is general repo loading and the other is a Mistral regex patch crash." + "reason": "Ignoring tokenizer.json and Mistral regex patch crashes are different tokenizer bugs." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different bugs: classification loss degeneracy vs Florence2 training-loss shifting." + "reason": "Different model families and different training-loss symptoms; not the same concrete bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method conflict is unrelated to Qwen3Moe FP8 config failure." + "reason": "T5 tokenizer attribute conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Same model family, but one is a version-wide load breakage and the other is a specific weight-shape mismatch; not enough to merge." + "accept": true, + "reason": "Both reports point to Qwen3-VL MoE model loading failures, with one describing the generic break and the other the concrete shape-mismatch symptom in the same load path." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regression reports, but one is about base_model_prefix loading and the other about non-persistent buffers." + "reason": "Base-model-prefix loading regression and junk-filled non-persistent buffers are separate v5 regressions." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different failures." + "reason": "Image-preprocessor dtype mismatch and template-node compilation failure are unrelated." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to the template-node compilation error." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3 are different bugs." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Related tokenizer-loading theme, but the DeepSeek-Coder issue is framed as a specific gap in an earlier fix, not the same concrete bug." + "reason": "Tokenizer.json being ignored and DeepSeek-Coder's incorrect tokenizer output are not clearly the same issue." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Structural CLIP class inconsistency and Sam3Model text-encoder load failure are distinct." + "reason": "CLIP text-model structure inconsistency and Sam3 text encoder weights not loading are different model-specific regressions." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model registration failure in add-new-model-like is unrelated to flex_attention compilation." + "reason": "Tokenizer-mapping generation failure and flex_attention compilation failure are unrelated." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Different compilation/tracing failures with different root causes." - }, - { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper return_language regression has nothing to do with CamemBERT masked-LM predictions." + "reason": "Dynamo grouped_mm tracing failure and template compilation error do not share a concrete code path." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but on different models with no evidence of a shared code path." + "reason": "These are separate model-loading failures for different repositories and symptoms." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache linear_attention crash are separate issues." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are distinct issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 linear_attention cache crashes." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache crashing on Qwen3.5." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU-side XLNet positional encoding bug is not the same as Qwen3_5Moe CPU-offload incompatibility." + "reason": "Both involve device/offload behavior, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding offload incompatibility are different bugs." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are different problems." + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are not the same bug." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL multi-image finetuning failure and mistral_common continue_final_message bug are unrelated." + "reason": "Qwen2.5-VL iterable multi-image finetuning and mistral_common continue_final_message handling are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset failures are unrelated." + "reason": "TrainerState token counting and Qwen2.5-VL multi-image dataset handling are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict is unrelated to Jupyter custom-model initialization." + "reason": "Tokenizer add_special_tokens conflict and notebook custom model initialization breakage are different failure modes." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "These are closely related v5 init regressions, but the titles do not show the same concrete bug or a single fixable code path with enough certainty." + "reason": "Both are v5 regressions, but one concerns non-persistent buffers and the other custom model initialization." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are mostly conservative. The only positive duplicate judgment is the Qwen3-VL loading pair, which is well supported by the titles and remains within a reasonable conservative read." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3459,212 +3513,209 @@ "issue:44008|issue:46899", "issue:42915|issue:44589" ], - "prepared_review_unit_hash": "836bf23c85358d5e1f14f8356d51228ee525a10ef104fecfb28cfc5c47b5964a", + "prepared_review_unit_hash": "f1d2fa8b1c0311112dd1d1195cdcb9f7aad37114bc6463402f4451c2dceec38d", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35743, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "serialized_chars": 35745, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports; I only see one plausible duplicate pair around GGUF model loading. The rest look like separate bugs in different models, tokenizers, or subsystems.", - "confidence": 0.48, - "canonical_issue_reason": "issue:43452 is the broadest and clearest representative of the GGUF-loading regression, covering the same from_pretrained path as the specific Qwen2.5-GGUF failure.", + "summary": "This cluster is a loose set of similarly worded but largely unrelated closed issues. The shared keywords are broad (Transformers v5, loading, tokenizer/model init, audio, xLSTM, GGUF), but I do not see any pair that clearly describes the same underlying bug or fixable change.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue: the items span many distinct subsystems and failure modes, so lexical similarity is not enough to treat any one issue as the duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the best issue representative because it names the generic loader breakage and can subsume the more specific GGUF model report.", + "best_issue_reason": "No issue is a strong global representative for the cluster; the set is heterogeneous enough that picking one would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backend/package availability, but one is torch extra missing TensorFlow while the other is tensorflow_text backend mapping; different bugs." + "reason": "Both mention backend/package availability, but one is a missing TensorFlow backend in a torch extra and the other is an unsupported `tensorflow_text` backend mapping; different bugs." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature related, but one is an unsupported `center` argument and the other is a separate `_torch_extract_fbank_features()` issue." + "reason": "Both are audio feature-extraction regressions, but one is an unsupported `center` argument in `LasrFeatureExtractor` and the other is a `_torch_extract_fbank_features()` issue; not the same root cause." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Unrelated failures: Apple Silicon allocator TypeError vs `_is_hf_initialized`/custom model initialization regression." + "reason": "Apple Silicon warmup `TypeError` and `_is_hf_initialized` regression are unrelated code paths." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 loading regressions, but they affect different models and different loading surfaces (model vs tokenizer)." + "reason": "Both are v5 load failures, but they target different models and likely different loader regressions." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different problems in different code paths; nothing in the titles suggests the same underlying bug." + "reason": "Template compilation failure and GraniteMoE invalid-method call are unrelated." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both are GGUF/from_pretrained loading regressions in transformers v5; the specific Qwen2.5-GGUF failure looks like a manifestation of the broader loader breakage." + "accept": false, + "reason": "Both involve GGUF loading, but one is a broad `gguf_file`/`from_pretrained` breakage and the other is a Qwen2.5-specific v5 failure; not enough evidence of one shared bug." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper/special tokens, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Both concern Whisper token handling, but one is `batch_decode(skip_special_tokens=...)` being ignored and the other is empty-transcription failure after `align_special_tokens`; distinct symptoms." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different subsystems: device_map/offload dequantization versus GGUF loading." + "reason": "`device_map=auto` offload/dequantization failure is unrelated to GGUF model loading." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different models and failures: PEFT/local checkpoint loading versus mistral_common continue_final_message behavior." + "reason": "PEFT local-checkpoint loading and `continue_final_message` for `mistral_common` tokenizers are different failures." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both are xLSTM training issues, but one is a multi-bug umbrella report and the other is a specific unpacking crash; not clearly the same bug." + "reason": "The first is a multi-bug xLSTM meta-issue; the second is one specific train-mode unpacking crash. Same area, but not the same underlying bug." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Completely different model families and failures; no shared code-path evidence." + "reason": "Whisper runtime failure and YOLO multi-GPU `device_map=auto` failure are unrelated." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both concern custom-model support in v5, but one is Jupyter notebook initialization and the other is remote-code `config_class` handling." + "reason": "Custom model initialization in notebooks and remote-code `config_class` handling are different regressions." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise-on-load versus Mistral regex patch crash; different issues." + "reason": "General loading noise and a Mistral regex patch crash are not the same bug." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is sampling-rate defaulting in chat templates and the other is missing padding-mask support in MIMI encoding." + "reason": "Audio processor chat-template sample-rate defaulting and MIMI batch-padding-mask behavior are separate issues." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8/quantization failure versus template compilation error; unrelated." + "reason": "Qwen3Moe FP8 config failure and template-node compilation failure are unrelated." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions around model state/init, but the concrete bugs differ: custom-model initialization versus non-persistent buffer contents." + "reason": "Custom model init breakage and non-persistent buffer junk filling are different code-path problems." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different loading bugs affecting different tokenizer/model paths; not the same underlying defect." + "reason": "Different subsystems: model loading failure versus Mistral regex patching." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both involve audio model outputs differing from expected behavior, but they are different models and different root causes." + "reason": "Both mention output mismatches, but one is missing padding-mask support in MIMI and the other is DAC `from_latents` vs forward pass/STE behavior; not the same bug." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model bugs affecting different internals (`output_hidden_states` vs rope/position_ids scaling)." + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL RoPE indexing bug are unrelated." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both mention initialization/quantization, but the concrete failures are different: FineGrainedFP8Config versus `_is_hf_initialized` argument handling." + "reason": "One is a Qwen3Moe FP8 config failure; the other is an `init_empty_weights`/`_is_hf_initialized` argument regression." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Trainer early-stopping metric resolution and `num_input_tokens_seen` updates are unrelated trainer issues." + "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated Trainer bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention `lm_head.weight`, but one is missing weight tying in a specific model while the other is a serialization inconsistency across devices." + "reason": "Both touch `lm_head.weight`, but one is a model-specific tie bug and the other is serialization inconsistency across devices; different issues." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer load failures, but the reported errors and likely causes are different." + "reason": "Tokenizer `add_special_tokens` conflict and MobileLLM key error are different load-time failures." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "A tokenizer `AddedToken` constructor conflict is unrelated to the model-loading regression in `physical-intelligence/fast`." + "reason": "`AddedToken(..., special=...)` argument collision and a model loading regression are unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model/tokenizer loading failures with no shared code path indicated." + "reason": "Different models and different failure modes; only broad loading semantics overlap." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both involve vision-model processor/output mismatches, but the models and mismatched dimensions are different." + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are unrelated multimodal bugs." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma multimodal bugs, but one is a forward-pass name collision and the other is a 4-bit quantization dtype-cast problem." + "reason": "Gemma3n variable collision and Gemma4 4-bit dtype-cast issues are different bugs despite both being multimodal/quantization related." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both touch FP8/float8, but one is a model/config regression and the other is a storage-object lookup failure." + "reason": "Different FP8-related failures: one is config handling, the other is missing storage support for `Float8_e4m3fnStorage`." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and appropriately conservative overall. The only accepted soft pair, issue:43452 with issue:43482, is a plausible GGUF/from_pretrained duplicate based on the titles alone, and the rest are cautiously rejected as distinct bugs. No PR-mergeability concerns apply here." - }, - "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 }, @@ -3736,8 +3787,8 @@ "issue:36032|issue:41720", "issue:44464|issue:45987", "issue:44265|issue:44610", - "issue:43322|issue:43540", "issue:43632|issue:46821", + "issue:43322|issue:43540", "issue:44479|issue:45325", "issue:43089|issue:45987", "issue:43425|issue:44403", @@ -3751,32 +3802,32 @@ "issue:44991|issue:46315", "issue:43716|issue:46899", "issue:44403|issue:44991", - "issue:42796|issue:43746", "issue:45812|issue:46491", + "issue:42796|issue:43746", "issue:43381|issue:45923", "issue:44291|issue:44589", "issue:43792|issue:44589", "issue:33666|issue:40444", - "issue:40990|issue:44811", "issue:43632|issue:44756", + "issue:40990|issue:44811", "issue:43883|issue:44991", "issue:42796|issue:46710", "issue:35707|issue:40444" ], - "prepared_review_unit_hash": "d372b74a4dbf77840524381a77f388b13fae994c31afb29e060e133dcd3ee8fb", + "prepared_review_unit_hash": "f0ed6a27b5f820a412cf2156066e1ceca698e06ae3e8269729584b5a9513cf9f", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36921, + "serialized_chars": 36923, "estimated_input_tokens": 9231, "estimated_eval_tokens": 18718 }, @@ -3785,204 +3836,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster. The only well-supported duplicate pockets are the `_is_hf_initialized` regression (`43872`/`44291`) and the Qwen3.5 `save_pretrained` regression (`45216`/`45357`). The Qwen video/VL pair `44479`/`45325` is too broad to treat as the same bug from titles alone, so it should stay non-duplicate.", - "confidence": 0.74, - "canonical_issue_reason": "`44291` is the clearest root-cause issue in the cluster: it names the underlying `_is_hf_initialized` failure directly, while `43872` is a downstream manifestation of the same regression.", + "summary": "This is a mixed cluster with only a small Transformers v5-loading/init subset. The clearest duplicates remain the `_is_hf_initialized` loading regression pair and the Qwen3.5 save_pretrained pair. For anchoring the broader v5 regression theme, issue:43611 is the better canonical issue because it is earlier and more general than issue:43632; 43632 is still relevant, but it is not the earliest or broadest report in the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43611 is the earliest and broader Transformers v5 loading regression here, covering model-loading breakage around `base_model_prefix`; issue:43632 is a related but more specific v5 init-flag failure.", "canonical_pr_reason": null, - "best_issue_reason": "`44291` is the best single issue to anchor deduping because it describes the core bug most directly and has a close, clearly-related duplicate in `43872`.", + "best_issue_reason": "issue:43611 is the best single issue to represent the cluster\u2019s v5 loading regression subset because it is the earliest, broadest report and sits at the center of the overlapping loading failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different model/config bugs: Qwen3-MoE sliding-window behavior is unrelated to granite_speech config loading." + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs granite_speech strict config loading." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a missing capability flag and the other is a PEFT/ZeRO-3 checkpointing failure." + "reason": "Both mention gradient checkpointing, but one is a missing support flag and the other is a PEFT+DeepSpeed checkpointing error; not the same bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer constructor conflict vs CUDA device-mapping assert; no shared bug path." + "reason": "Tokenizer method-name conflict vs Qwen3 auto device mapping cuda assert; unrelated code paths." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "One is compiled generation output inconsistency; the other is a cache-length return-type contract issue." + "reason": "Chunked generation inconsistency with compiled forward is a different issue from StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check is unrelated to a vision processor size mismatch." + "reason": "torch.export + torch_compilable_check failure is unrelated to OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Both are multimodal loading/processing failures, but on different model families and different code paths." + "reason": "Transformers v5 _is_hf_initialized regression is not the same as TimesFM window_size AttributeError." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "`_is_hf_initialized` regressions and TimesFM `window_size` AttributeError are unrelated." + "reason": "Both are multimodal load/processing problems, but different models and different failure modes." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Too broad to dedupe conservatively: one is a v5.3.0 video-input regression across multiple Qwen variants, the other is a still-image temporal position_ids scaling bug in Qwen2.5-VL." + "reason": "Both touch Qwen vision/video processing, but one is a broad video-input regression and the other is a specific still-image temporal-position scaling bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation sync overhead is a performance issue, not the same bug as the StaticCache return-type mismatch." + "reason": "Generation performance overhead vs cache-length type contract; not the same underlying problem." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and loading noise are separate regressions." + "reason": "Torch 2.10 incompatibility vs noisy load logging; no shared bug." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing model attribute during save/load is unrelated to a tokenizer/model loading failure for a different repo." + "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image finetuning failure and Qwen2.5-VL rope-index scaling are different bugs." + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope/index scaling regression." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` regression: `43872` is a bitsandbytes failure mode, while `44291` describes the underlying `init_empty_weights` bug directly." + "reason": "Same underlying `_is_hf_initialized` keyword-argument regression: one breaks bitsandbytes Int8Params, the other init_empty_weights model loading." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression; `45357` is a narrower follow-up report of the incorrect visual-encoder key saving already described in `45216`." + "reason": "Both report the same Qwen3.5 save_pretrained checkpoint-serialization bug, specifically incorrect visual encoder keys / incorrect saved checkpoint contents." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is loading with `base_model_prefix` and the other is non-persistent buffer initialization; different code paths." + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading failure and the other is non-persistent buffer corruption." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention failures are unrelated." + "reason": "fbank feature extraction issue vs compiled flex_attention torch>=2.9 failure; unrelated." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure vs `convert_tokens_to_ids` performance regression; same area, different bug." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow convert_tokens_to_ids performance regression; different bugs." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Different multimodal dtype problems on different models, with distinct triggers." + "reason": "Both are multimodal dtype issues, but the model families and the failing mechanisms differ." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise and tokenizer load failure are not the same underlying issue." + "reason": "Loading noise is not the same as tokenizer load failure." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT-adapter checkpoint loading are unrelated." + "reason": "Both are tokenizer regressions, but one is a Granite token-id regression and the other is a CodeLlama leading-space round-trip issue." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Granite token-ID regression and CodeLlama leading-space round-trip bug are different tokenizer regressions." + "reason": "Tokenizer BPE-marker bug vs PEFT/local-checkpoint loading failure; not the same underlying issue." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing prohibition is not the same as a missing `supports_gradient_checkpointing` flag." + "reason": "Eval-mode gradient checkpointing restriction is different from a missing supports_gradient_checkpointing flag." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both involve loading/model init, but the specific `_is_hf_initialized` issue is unrelated to Float8 storage resolution." + "reason": "`_is_hf_initialized` arg handling is unrelated to the Float8 storage lookup error." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model failure and Float8 storage lookup failure are different problems." + "reason": "Whisper load failure and Float8 storage lookup error are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and multi-image iterable finetuning for Qwen2.5-VL are separate training issues." + "reason": "Multi-GPU Qwen2-VL training and multi-image IterableDataset finetuning are different problems." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper `batch_decode` skip_special_tokens handling." + "reason": "v5 loading/init regression vs Strix Halo mmap OOM; different bugs." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "`_is_hf_initialized` and mmap/OOM on Strix Halo are unrelated." + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing `all_tied_weights_keys` and tokenizer load failure are different loading failures." + "reason": "Molmo tied-weights attribute issue is unrelated to tokenizer loading for est-roberta." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same bug." + "reason": "Tokenizer BPE-marker handling is unrelated to DeepSeek accuracy regression after upgrade." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image dataset finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable-dataset finetuning." } ] }, "evaluator_result": { "accept": false, - "feedback": "The overall cluster summary is mostly cautious, but at least one soft-edge acceptance is too strong for the packet evidence. In particular, `issue:44479` vs `issue:45325` is not grounded enough to call the same bug: the titles only show a broad v5.3.0 video-input regression across several Qwen variants versus a still-image temporal position_ids scaling bug in Qwen2.5-VL. That may be related, but the packet does not support a conservative duplicate verdict. The `_is_hf_initialized` pair (`43872`/`44291`) and the Qwen3.5 save_pretrained pair (`45216`/`45357`) look better supported, but this one acceptance makes the result non-conservative." + "feedback": "The soft-edge calls are mostly conservative, but the canonical/anchor rationale overstates the evidence: issue:43611 is earlier than issue:43632 and is also a Transformers v5 loading regression, so calling 43632 the \"broadest, earliest\" v5 compatibility report is not grounded. Please soften that claim or justify why 43632 is preferred over 43611." }, "evaluator_used": true, "retried": true, @@ -4060,17 +4111,17 @@ "issue:43421|issue:44568", "issue:42175|issue:45542", "issue:43296|issue:46821", - "issue:44462|issue:45812", "issue:43482|issue:45538", "issue:42175|issue:43296", + "issue:44462|issue:45812", "issue:44079|issue:44534", "issue:43317|issue:43856", "issue:44509|issue:46909", "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43818|issue:46402", - "issue:43644|issue:44079", "issue:44265|issue:45072", + "issue:43644|issue:44079", "issue:40444|issue:45381", "issue:45325|issue:45834", "issue:43818|issue:45357", @@ -4084,14 +4135,14 @@ "issue:43873|issue:45701", "issue:43701|issue:45325" ], - "prepared_review_unit_hash": "3bd7aec2a24216b3f35d8ebd1b7e0b49e110b3a5f3fe25d97128285b4da51eeb", + "prepared_review_unit_hash": "87a9f591d86a574ed6f086fe047fbd2963fe3a8fe7d6ec356f0e36746b408b5a", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, @@ -4106,202 +4157,199 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous, but I\u2019d now treat three soft edges as real duplicates: SigLIP2 output/regression reports, Qwen2.5-VL rope-index/vision position-id regressions, and the TensorFlow backend / extras-installation packaging bug. The rest still look like distinct issues rather than the same underlying defect.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45325 is the best canonical issue because it isolates a concrete faulty code path (`get_rope_index`) in a specific model family, making it the cleanest anchor for duplicate triage.", + "summary": "Most soft pairs are only thematically similar, not the same concrete bug. I would not merge any of the proposed duplicates with the evidence provided; the closest subgroup is around Qwen2.5-VL position-id handling, but the titles still describe different failure modes.", + "confidence": 0.76, + "canonical_issue_reason": "45325 is the most concrete and code-path-specific report in the closest subgroup: it names the exact failing function (`get_rope_index`) and a clear regression condition, making it the best canonical representative if the Qwen2.5-VL position-id reports are collapsed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the strongest overall issue in the set: it\u2019s specific, reproducible, and clearly tied to a fixable implementation bug rather than a broad symptom category.", + "best_issue_reason": "45325 is the strongest issue to anchor on because it is specific, reproducible, and tied to a clearly identified implementation path; the other nearby Qwen2.5-VL issues are broader symptom reports rather than the core bug description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different bugs: ModelOutput key assignment vs Gemma4 FSDP2 shared_kv_states rebuild." + "reason": "Different bugs: ModelOutput key assignment vs Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Both are loading/runtime failures, but the model/config and failure modes are unrelated." + "reason": "Unrelated failures: Qwen3-MoE sliding window vs init_empty_weights `_is_hf_initialized` argument." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Unrelated issues: GGUF loading failure vs missing `pad_token_id` on Llama4Config." + "reason": "Different model/loading problems: Qwen2.5-GGUF/v5 loading vs Llama4Config missing `pad_token_id`." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different subsystems and failures: Qwen3 device mapping CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "Different code paths: Qwen3 auto device mapping CUDA assert vs Mistral regex patch crash." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer." + "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is special-token insertion behavior." }, { "left": "issue:42175", "right": "issue:45542", - "accept": true, - "reason": "Both point to the same TF backend packaging/extras problem: TensorFlow is missing or not installed correctly when using extras, leading to backend availability errors." + "accept": false, + "reason": "Related to TensorFlow availability, but the symptoms and install scenarios are different enough to treat separately." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Unrelated model-loading bug vs TimesFM window_size attribute error." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but one is repo tokenizer.json selection and the other is Granite token-id corruption; not the same bug." + "reason": "Different models and failures: PaddleOCR-VL loading vs TimesFM `window_size` attribute error." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer issues and different failure modes." + "reason": "Different tokenizer/model bugs: GGUF loading regression vs CLIPTokenizer max length constant." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Different concrete problems: TF backend install availability vs model-loading failure." + "reason": "No shared underlying bug; packaging/backend issue vs model loading failure." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one ignores `tokenizer.json` and the other returns wrong Granite token IDs." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Both mention v5 regressions, but the concrete bugs are different." + "reason": "Different issues: ModelOutput key bookkeeping vs non-persistent buffer initialization." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Both touch offloading/memory, but one is dequantized model loading and the other is Qwen3 MoE training memory use." + "reason": "Different symptoms and scope: device_map/offload loading vs Qwen3 MoE training memory usage." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related, but they concern different docs problems." + "reason": "Both are docs issues, but they concern different pages and different examples." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers 5 breakages, but one is base_model_prefix loading and the other is custom model initialization." + "reason": "Both are v5 regressions, but one is loading with `base_model_prefix` and the other is custom initialization behavior." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/masking-related, but the model code paths and symptoms differ." + "reason": "Different model families and failure modes: MIMI padding-mask batching vs Gemma3 sliding-window NaNs." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different model families and unrelated load/weight-loading bugs." + "reason": "Different model components: Video-LLaVA visual tower issue vs Sam3 text encoder weights not loading." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to ModelOutput key assignment." + "reason": "Unrelated code paths: `torch.export`/`torch_compilable_check` vs bfloat16 dtype mismatches." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Different failure classes: torch.export + torch_compilable_check vs bfloat16 dtype mismatch." + "reason": "Non-persistent buffer serialization bug is unrelated to ModelOutput key assignment." }, { "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 vision_position_ids; not clearly the same bug." + "reason": "Only broadly related through Qwen2.5-VL multimodal inputs; one is finetuning with multiple images, the other is video position IDs." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and different failures: Qwen2.5-VL rope-index bug vs Kosmos2.5 OCR index error." + "reason": "Different models and failures: Qwen2.5-VL rope index scaling vs Kosmos2.5 OCR index error." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model families and unrelated save/load issues." + "reason": "Different problems: missing temporal attention / shared weights vs incorrect visual encoder keys on save." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same model family and likely the same underlying SigLIP2 implementation bug causing wrong outputs / discrepancy from the reference implementation." + "accept": false, + "reason": "Same model family, but not clearly the same bug: implementation discrepancy vs nonsensical outputs in pipeline usage." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL multimodal position-id / rope-index computation being wrong for vision inputs." + "accept": false, + "reason": "Closely related topic, but the reports describe different failing scenarios (still-image temporal scaling vs video vision IDs)." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different init/config problems; no shared concrete bug." + "reason": "Different regressions: unexpected constructor argument vs strict config loading failure." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head / tied weights, but one is missing weight tying and the other is device-dependent serialization inconsistency." + "reason": "Both mention `lm_head.weight`, but one is untied weights causing bad generation and the other is serialization inconsistency." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different task/model bugs: flash_attention_3 training degeneration vs zero-loss classification setup." + "reason": "Different classification failures: flash-attention training degeneration vs zero-loss bug with `problem_type`/`num_labels=1`." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both are VL input-format issues, but not the same concrete bug or code path." + "reason": "Different multimodal bugs: finetuning with multiple images per prompt vs image placeholder handling in user text." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Unrelated model/config failures." + "reason": "Different model/config problems: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading regression." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are unrelated." + "reason": "Different domains: quantization/offloading behavior vs tokenization changes across versions." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id handling." + "reason": "Unrelated issues: resume-from-checkpoint key mismatch vs Qwen2.5-VL rope-index scaling." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Most of the soft-edge calls are conservative, but the set is not precise enough to accept as-is. In particular, issue:42175 and issue:45542 both read like the same TensorFlow-backend/install-extras class of bug, so the rejection reason there ('packaging/backend availability issue vs model load failure') is not grounded in the packet. Because the summary says only two soft edges are real duplicates, that undercalls at least one plausible match. The SigLIP2 and Qwen2.5-VL acceptances look reasonable, but I would not accept the overall evaluation." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4383,15 +4431,15 @@ "issue:43257|issue:45923", "issue:45823|issue:46821", "issue:42617|issue:42915", - "issue:42796|issue:46209", "issue:40990|issue:42947", "issue:41553|issue:43582", + "issue:42796|issue:46209", "issue:44568|issue:45920", "issue:43454|issue:45072", "issue:43377|issue:44610", "issue:43749|issue:44534", - "issue:43317|issue:43873", "issue:36331|issue:42617", + "issue:43317|issue:43873", "issue:43454|issue:43720", "issue:43377|issue:44898", "issue:43572|issue:45759", @@ -4402,14 +4450,14 @@ "issue:43322|issue:46050", "issue:41720|issue:44977" ], - "prepared_review_unit_hash": "975982eb2a74e43e21029f8663acf5eb0eaf8b240e1a926835b3fb096104481e", + "prepared_review_unit_hash": "e515dac56bc0bc256d363152b20cab51b827ffe62b4dce7c86e51610a9cd810e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, @@ -4424,210 +4472,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of unrelated Transformers bug reports spanning tokenizers, multimodal/video models, offloading/quantization, and training/runtime edge cases. None of the soft pairs look like the same underlying bug strongly enough to merge, so all are rejected.", - "confidence": 0.86, - "canonical_issue_reason": "issue #43873 is the broadest representative of the loading/offload/quantization subset in this set, with the most general failure description and enough discussion to serve as a central triage anchor.", + "summary": "Mostly unrelated issue reports with one loose subtheme around loading/offload/quantization/device-map failures. None of the soft pairs look like true duplicates or the same fixable code path.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43873 is the broadest representative of the small offloading/quantization/device-mapping subset, but it is still only an umbrella-type bug report rather than a confirmed duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue #43873 is the best single issue to keep as the cluster anchor because it is broad, open, and likely to subsume nearby offloading/quantization reports without being overly model-specific.", + "best_issue_reason": "Issue 43873 is the best overall representative for triage because it captures the common offload/quantization theme better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Different tokenizer vs video-input regressions; one is BPE marker handling, the other is vision_position_ids / video processing." + "reason": "Both involve tokenizer/video-adjacent behavior, but one is a BPE-marker tokenizer bug and the other is a video position-id regression; different failures." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Both are offloading/loading-related, but one is a Bark CPU-offload device mismatch and the other is a torch.export / torch_compilable_check failure." + "reason": "CPU offload device mismatch and torch.export failure with torch_compilable_check are different code paths and symptoms." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is a video-input regression and the other is a Gemma4 PLE device_map forward mismatch." + "reason": "Different models and bugs: a multimodal video-input regression versus a Gemma4 device-mismatch forward failure." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Unrelated symptoms: perplexity regression on gpt-oss vs Whisper failing on empty transcription after token alignment." + "reason": "Perplexity quality issue vs empty-transcription generation failure; not the same underlying bug." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Different model families and failure modes: autocast dtype mismatch vs TimesFM window_size AttributeError." + "reason": "Autocast dtype mismatch is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to GraniteSpeech PEFT local checkpoint loading." + "reason": "Audio chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are separate problems." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Different subsystems: Bark voice preset loading vs progressive generation with inputs_embeds/past_key_values." + "reason": "Voice preset loading and inputs_embeds/past_key_values generation are unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Progressive generation with past_key_values is not the same as auto device-mapping CUDA assert." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-placement issues, but one is a Qwen3 GPU assert and the other is a Gemma4 PLE forward device mismatch." + "reason": "Both mention device mapping, but the model, failure mode, and code path differ." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash in LayoutLMv2 is unrelated to torch.export failures in detection models." + "reason": "Tokenizer crash on NER padding/truncation is unrelated to torch.export failing on compilable checks." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both mention loading/runtime issues, but Bark CPU offload mismatch and DAC from_latents STE mismatch are different code paths." + "reason": "Device mismatch during offload is not the same as DAC.from_latents vs forward mismatch." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to Bamba torch.compile + SDPA failure." + "reason": "lm_head weight tying and torch.compile SDPA failure are different bugs." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE accelerate+deepspeed conversion bug is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Accelerate+deepspeed MOE weight conversion and a missing gradient_checkpointing flag are not the same issue." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device_map mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different failures." - }, - { - "left": "issue:42796", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failure on B200." + "reason": "3d_parallel.py execution failure and FineGrainedFP8Config loading failure are different problems." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on a model is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + "reason": "High perplexity is a model-quality symptom; gradient checkpointing ineffective with LoRA is a training/memory bug." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer loading error for Voxtral is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + "reason": "Tokenizer error-message quality and Apple Silicon TypeError are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different subsystems and failures." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "mdeberta token insertion regression is unrelated to broad AutoTokenizer wrong-token-ID regressions across many models." + "reason": "Both are tokenizer regressions, but they affect different APIs and model families; not the same concrete bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tie bug does not match dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Tying lm_head weights and bfloat16 dtype mismatches are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI encoder padding-mask bug is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Missing padding-mask support in MIMI and OmDet processor resolution mismatch are different issues." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure is a loading-mode issue, while junk non-persistent buffers is a v5 initialization regression." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are separate regression classes." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Both are offload/loading adjacent, but one is dequantized model loading on gpu+cpu offload and the other is quantization offloading behavior generally." + "reason": "CustomTrainer compute_loss kwarg incompatibility and a 3d_parallel.py failure are unrelated." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "CustomTrainer compute_loss signature breakage is unrelated to 3d_parallel.py execution failure." + "reason": "Both are offload/loading related, but one is dequantized model loading with auto device map and the other is generic quantization offloading; not clearly the same bug." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight-tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Weight-tying bug and packed-weight unpacking during accelerate loading are different code paths." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batch/padding-mask outputs differ from Perceiver non-default-resolution interpolation failure." + "reason": "Batch-vs-single padding-mask issue and Perceiver non-default-resolution failure are unrelated." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + "reason": "Missing pad_token_idx in config and text_config unwrapping for multimodal configs are distinct config-loading bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segmentation fault are both load/runtime crashes but clearly different bugs." + "reason": "CUDA assert with auto device mapping and Llava Next segfault on load are not the same underlying problem." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming sliding-window off-by-one and convert_tokens_to_ids slowdown are unrelated." + "reason": "An off-by-one mask bug and a tokenizer performance regression are different issues." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss API breakage and Qwen3Moe FP8 config failure are different problems." + "reason": "Trainer compute_loss signature mismatch and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "GraniteSpeech strict config loading is unrelated to tokenizer loading regressions for EMBEDDIA/est-roberta." + "reason": "Strict config loading for granite_speech and tokenizer loading regression for est-roberta are different failures." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segmentation fault is unrelated to sinq quantized model save/load breakage." + "reason": "Llava Next segfault and sinq quantized save/load breakage are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Auto device-mapping CUDA assert and Qwen3.5 flash-attention generation failure are different bugs." } ] }, @@ -4712,8 +4760,8 @@ "issue:43295|issue:45701", "issue:44451|issue:47020", "issue:43065|issue:46402", - "issue:46612|issue:46858", "issue:36010|issue:42617", + "issue:46612|issue:46858", "issue:43646|issue:46665", "issue:43550|issue:43720", "issue:43577|issue:43708", @@ -4730,20 +4778,20 @@ "issue:44423|issue:45406", "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "7153538350bdbb326296810b8c21b3d7be7f581d8537c88e75c5d64311507ec3", + "prepared_review_unit_hash": "4090bc58a304fb28564f49714d7caa736c5a7a9fa0973420900137393b1eea7b", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35921, + "serialized_chars": 35922, "estimated_input_tokens": 8981, "estimated_eval_tokens": 18218 }, @@ -4752,186 +4800,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster emerges here; the soft pairs are mostly unrelated issues that only share broad subsystem language like training, loading, offload, or multimodal processing. All soft edges should be rejected under strict duplicate triage.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43708 is the clearest, most concrete bug report here: it precisely describes the Trainer `resume_from_checkpoint` / `max_steps` miscalculation with a reproducible scenario.", + "summary": "The cluster is heterogeneous: most pairs only share broad subsystem overlap (trainer, generation, loading, multimodal, quantization) and are not the same underlying defect. No PRs are present. The best single issue anchor is 43708 because it is the most concrete and well-scoped bug report in the set.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43708 is the best representative issue because it has the sharpest root-cause description and is the most actionable standalone report in the set.", + "best_issue_reason": "Issue 43708 is the strongest representative: it describes a specific, reproducible Trainer resume_from_checkpoint/max_steps bug and is more precise than the older related checkpoint report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory, but one is int4 quantization OOM and the other is a T5/apex RMSNorm leak; different bugs." + "reason": "Both mention memory/resource problems, but one is int4 quantization OOM and the other is a T5/apex RMSNorm leak; different bugs and code paths." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression on gpt-oss is not the same as version-dependent tokenization changes." + "reason": "High perplexity on gpt-oss is a model/eval correctness issue; the other is a tokenization-version regression. Same broad area, not the same defect." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different failures and code paths: Qwen3 auto device-map cuda assert vs a 3d_parallel launch problem." + "reason": "Qwen3 auto device mapping cudaErrorAssert and failure to run 3d_parallel.py are unrelated failures." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video shape bug is unrelated to tokenization behavior changes." + "reason": "Batched video processor shape bug and tokenization changes are different subsystems and failure modes." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern saved weights, but one is tied lm_head serialization and the other is incorrect visual encoder keys." + "reason": "Both involve saving/loading Qwen3.5 artifacts, but one is tied lm_head serialization and the other is incorrect visual encoder keys; not the same concrete bug." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload malfunction is unrelated to mmap-related OOM mitigation on Strix Halo." + "reason": "Quantization offload issues and Strix Halo mmap OOM are different root causes despite both touching memory/offload behavior." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric resolution are different Trainer bugs." + "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup are separate Trainer bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer NER/padding crash is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Tokenizer crashes with NER/padding and bfloat16 dtype mismatches are unrelated." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram type error and TimesFM `window_size` AttributeError are unrelated." + "reason": "MPS histogram error in MoE models and TimesFM window_size AttributeError are distinct issues." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer regression is not the same as general tokenization changes across versions." + "reason": "A regression around processor.tokenizer/images is not the same as tokenization differences across versions." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Loading specific BERT models is not the same as XLMRobertaTokenizer passing a dict to Unigram." + "reason": "Loading specific BERT models and XLMRobertaTokenizer's Unigram init bug are different loading failures." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Model text encoder weights not loading." + "reason": "One is a dummy Conv2d in Sam3PixelDecoder, the other missing Sam3Model text encoder weights; same family, different bugs." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Beam-search cache reorder omission and `_prefill` slice arithmetic with device tensors are different generation bugs." + "reason": "GenerationMixin import error and 3d_parallel execution failure are unrelated." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "GenerationMixin import failure is unrelated to running 3d_parallel.py." + "reason": "Beam-search cache reorder skipping and _prefill cache length device-tensor arithmetic are different generation/cache bugs." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Transformers 5 custom model init breakage and from_pretrained-in-classes inconsistency are not the same code-path failure." + "reason": "Custom model initialization breakage and from_pretrained behavior inside classes are related only at a very high level, not the same code-path problem." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile with SDPA and BitNet packed-weight unpacking are separate bugs." + "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet accelerate loading are unrelated." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype staying float32 is unrelated to resume_from_checkpoint step counting." + "reason": "Blip2 dtype propagation and Trainer checkpoint resume max_steps are entirely different components." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER inputs is unrelated to OmDet-Turbo image size mismatch." + "reason": "Tokenizer padding/truncation crashes and OmDet-Turbo processor image-size mismatch are different bugs." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and bark-small CPU offload device mismatch are distinct issues." + "reason": "Bamba torch.compile SDPA and bark CPU-offload device mismatch are not the same failure." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b loading failure and failure to load a different BERT model are unrelated." + "reason": "Two unrelated model-loading failures for different models and root causes." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized model gpu+cpu offload loading failure are different quantization/offload problems." + "reason": "FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are different quantization/offload problems." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Untied lm_head weights and incorrect visual encoder keys in save_pretrained are different serialization bugs." + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key serialization." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM `window_size` AttributeError is unrelated to YOLO multi-GPU device_map auto failures." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are separate issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is not the same as GPT-OSS MoE tensor-parallel support." + "reason": "Qwen3 auto device-map cudaErrorAssert and GPT-OSS tensor-parallel failure are both parallelism issues but not the same defect." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision resolution issues, but they affect different models and different preprocessing/model assumptions." + "reason": "Both are image-resolution related, but they affect different models and different logic: processor output size vs interpolate_pos_encoding behavior." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are unrelated." + "reason": "Gemma3n variable-name collision in forward and Gemma4 device mismatch under auto mapping are unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are different training issues." + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are different Trainer/model-setup issues." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and Gemma4Processor missing `_tokenizer` are distinct serve/processor bugs." + "reason": "Both involve serve/multimodal paths, but one is a continuous-batching crash and the other is a Gemma4Processor missing _tokenizer attribute; different bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "BitNet FP8 loading and kernels import/version constraints have no shared underlying bug." + "reason": "BitNet packed-weight loading and kernels v0.15 import-time version requirements are unrelated." } ] }, @@ -5015,207 +5063,207 @@ "issue:43716|issue:46821", "issue:28530|issue:30064", "issue:43316|issue:44913", - "issue:29159|issue:36032", "issue:45701|issue:47145", - "issue:42915|issue:43322", + "issue:29159|issue:36032", "issue:43881|issue:44991", "issue:30064|issue:34634", + "issue:42915|issue:43322", "issue:43452|issue:47020", "issue:33357|issue:35707", "issue:43873|issue:45704", "issue:43526|issue:43883", - "issue:43531|issue:45759", "issue:43540|issue:43782", - "issue:41720|issue:43746", + "issue:43531|issue:45759", "issue:44534|issue:46665", + "issue:41720|issue:43746", "issue:43257|issue:47254", "issue:43550|issue:43653", "issue:44492|issue:44509" ], - "prepared_review_unit_hash": "4e71b93706cba8d88f3a576081dc36a4a655b25f50f459630a17fa42373cce4c", + "prepared_review_unit_hash": "f2123705129bf9017da7d958d34e64e06c1684470ddb18c57894d7ff7ac91880", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35390, - "estimated_input_tokens": 8848, - "estimated_eval_tokens": 17952 + "serialized_chars": 35393, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem terms (tokenizers, cache, Qwen, loading) but not the same concrete bug or fix path. I would not merge any of the proposed soft edges into duplicate groups.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This is not a true duplicate cluster: the items span unrelated Transformers bugs across tokenizers, training, cache/generation, multimodal loading, configs, and docs. All soft edges look like loose thematic similarity rather than the same underlying defect.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the apparent links are weak topic overlaps, not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good global representative; the set mixes unrelated bug classes and would not be a reliable anchor for deduping.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding-window behavior vs StableLmConfig missing pad_token_idx." + "reason": "Both involve model/config details, but one is a Qwen3-MoE sliding-window/cache bug and the other is a StableLM config field regression; different underlying issues." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer callback signature bug vs Qwen3 device-mapping CUDA assert; unrelated code paths." + "reason": "A custom trainer signature mismatch is unrelated to Qwen3 auto device mapping and cuda assert failures." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache logic, but one is serve/KV-continuation indexing and the other is static-cache seq_length arithmetic on non-CUDA backends." + "reason": "Both touch cache/generation, but one is serve-time KV continuation indexing and the other is static-cache seq-length tensor arithmetic; not the same bug." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and bugs: CamemBERT MLM predictions vs Qwen3.5 recurrent state reset with cache." + "reason": "CamemBERT masked-LM prediction drift and Qwen3 recurrent state reset are different model-specific problems." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both mention generation/compile/cache, but the concrete bug locations and symptoms differ." + "reason": "Chunked generation inconsistency under compiled forward and cache seq-length device tensor bugs are distinct code paths and fixes." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Two tokenizer bugs in different classes with different task failures; not the same underlying issue." + "reason": "Both are tokenizer errors, but one is NER/padding/truncation crashes and the other is an MLuke task AttributeError; not the same defect." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Remote-code cache collision vs save_pretrained permission propagation; unrelated behavior." + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated filesystem issues." }, { "left": "issue:43716", "right": "issue:46821", "accept": false, - "reason": "Image preprocessor dtype mismatch vs TimesFM window_size attribute error; unrelated." + "reason": "Image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated model/config failures." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric selection vs image processor void segmentation map handling; unrelated." + "reason": "Early stopping metric lookup and void segmentation map processing are unrelated training vs image-processing bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/API consistency issues, but they affect different config fields and reload behaviors." - }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "General tokenizer inconsistency vs a specific T5 tokenizer name/method conflict; not the same bug." + "reason": "Both are config-related, but one is an API discrepancy in Gemma3 text config and the other is GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization differences across versions vs FP8 checkpoint weight-scale corruption; unrelated." + "reason": "Tokenization behavior changes and FP8 weight_scale handling are different classes of regression." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Qwen3MoE fine-grained FP8 failure vs Llava Next segmentation fault; different models and failure modes." + "reason": "Slow/fast tokenizer inconsistency and T5 add_special_tokens name conflict are separate tokenizer issues." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "GLM-4V loading failure vs est-roberta tokenizer loading regression; unrelated." + "reason": "GLM-4V loading failure and EMBEDDIA tokenizer loading regression are unrelated failures on different models." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Segmentation map processing vs BarkProcessor voice_preset handling; unrelated." + "reason": "Void segmentation map handling and BarkProcessor voice_preset behavior are different processor bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Llava Next segfault are both model-loading problems but not the same code-path issue." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "Both are loading/tokenizer-related, but one is gguf/from_pretrained integration and the other is XLMRoberta Unigram init type mismatch." + "reason": "gguf_file loading breaks in from_pretrained, while XLMRobertaTokenizer passes the wrong type to Unigram; unrelated bugs." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error vs progressive generation with inputs_embeds/past_key_values; unrelated." + "reason": "A MacOS CLIP bus error and inputs_embeds/past_key_values progressive generation are unrelated issues." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading issue vs T5 apex RMSNorm memory leak; unrelated." + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are unrelated bugs." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Molmo missing tied-weights metadata; unrelated." - }, - { - "left": "issue:43531", - "right": "issue:45759", - "accept": false, - "reason": "Both mention Qwen3, but one is sliding_window behavior and the other is from_config text_config unwrapping; different fixes." + "reason": "BeitImageProcessorFast reduce_labels and Molmo missing all_tied_weights_keys are separate model/processor failures." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen multimodal models and separate load/processing failures." + "reason": "Both are Qwen3 multimodal issues, but one is video-input validation and the other is weight_only loading; different concrete failures." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert vs GraniteSpeech PEFT local-checkpoint load failure; unrelated." + "reason": "Both are Qwen3-family, but one is sliding_window cache behavior and the other is composite config text_config unwrapping; not the same bug." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior inside Python classes; not the same issue." + "reason": "Non-persistent buffer junk in v5 and inconsistent from_pretrained inside Python classes are unrelated regressions." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral-3 preprocessor dtype mismatch are unrelated model-loading problems." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Both involve DeepSpeed/loading, but one is Qwen3 MOE weight conversion and the other is checkpointing with PEFT ZeRO-3." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and PEFT+ZeRO-3 checkpoint errors are different failure modes." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA model bug vs tokenizer special-token registration bug; unrelated." + "reason": "Bamba torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Typo in cache strategies vs documentation drift for removed pipeline tasks; unrelated." + "reason": "A cache-strategy typo and documentation mentioning removed pipelines are unrelated; one is code, the other docs." } ] }, @@ -5291,9 +5339,9 @@ "soft_pairs": [ "issue:43606|issue:43720", "issue:42490|issue:43329", - "issue:45406|issue:45464", "issue:43531|issue:46821", "issue:34567|issue:35707", + "issue:45406|issue:45464", "issue:34634|issue:41720", "issue:43531|issue:44589", "issue:43606|issue:43653", @@ -5313,25 +5361,25 @@ "issue:39692|issue:44610", "issue:43381|issue:43844", "issue:43746|issue:46050", - "issue:42886|issue:44843", "issue:43381|issue:45704", + "issue:42886|issue:44843", "issue:44368|issue:45357", "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "6fdf2bf6f326e1fc6bc16e077a0e08b917256fed27dac0e9518fcc05ccbb1fa5", + "prepared_review_unit_hash": "88a366b67b51b69a54d6563ece9ed7ff189bb3d9f057c9770856418d469c938e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36435, + "serialized_chars": 36433, "estimated_input_tokens": 9109, "estimated_eval_tokens": 18474 }, @@ -5340,186 +5388,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. I found one clear duplicate pair around Qwen2_5_VLProcessor.apply_chat_template crashing on batched input with padding=False; the rest are unrelated issue reports despite superficial keyword overlap.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44545 is the best canonical representative for the only true duplicate pair: it states the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash as 44514, with a slightly cleaner title.", + "summary": "Most pairs are thematically related but describe distinct bugs; the only clear duplicate is the two Qwen2_5_VLProcessor.apply_chat_template reports with identical failure mode on batched input when padding=False.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the cleanest canonical duplicate: it has the exact same title/failure mode as 44514, with clearer wording and slightly stronger reference activity.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue cleanly represents the whole cluster, but 44545 is the strongest representative of the one actual duplicate subcluster.", + "best_issue_reason": "issue:44545 is the best issue to anchor the cluster because it most precisely states the bug and appears to be the later, consolidated report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are CI/device-mismatch failures, but they affect different models and code paths (Bark CPU offload vs BitNet packed-weight loading)." + "reason": "Both involve loading/offload device problems, but one is Bark CPU offload and the other is BitNet packed-weight unpacking; different code paths and fixes." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "One is a local-path import warning; the other is an undefined-variable bug in multimodal token counting. No shared underlying defect." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Different failures in different serving paths and models: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." + "reason": "A trailing-slash local-path import warning is unrelated to the Qwen3 multimodal video token counting undefined-variable bug." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention window-related arguments, but they are unrelated models and errors (Qwen3-MoE sliding_window vs TimesFM window_size AttributeError)." + "reason": "Both mention a window argument, but one is Qwen3-MoE sliding-window behavior and the other is TimesFM window_size attribute handling; not the same bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token tracking and progressive generation with inputs_embeds/past_key_values are separate bugs." + "reason": "TrainerState token accounting and progressive generation with inputs_embeds/past_key_values are separate training/runtime issues." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different processor/API failures." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated subsystem failures." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "No real relation beyond both being model/runtime failures; float8 storage lookup is unrelated to sliding_window." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a float8 storage lookup TypeError during loading." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/model issues: Bark CPU offload device mismatch vs BigBirdTokenizer special-token decoding bug." + "reason": "Both are CI/model loading bugs, but one is device mismatch in Bark offload and the other is a tokenizer special-token registration problem." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "A distributed metric-gathering bug and a SAM3 text/bbox behavior issue are not the same underlying problem." + "reason": "Mask2Former label gathering and SAM3 text+box behavior do not share the same failure mechanism." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen 3.5/3.6 multimodal configs, but one is config unwrapping and the other is CPU-offload compatibility in rotary embeddings." + "reason": "Unwrapping text_config in from_config and CPU-offload rotary embedding compatibility are distinct multimodal config/runtime issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but they appear model-specific and not the same tokenizer bug." + "reason": "Both are tokenizer/model loading regressions, but they affect different models and likely different root causes." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and cache.get_seq_length slice arithmetic are unrelated." + "reason": "Qwen3OmniMoe video-input processing and cache.get_seq_length slice arithmetic on non-CUDA backends are different bugs." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual encoder keys on save_pretrained is unrelated to Sam3Model text encoder weights not loading." + "reason": "Both concern checkpoint loading/saving in multimodal models, but one is incorrect visual encoder keys and the other missing text encoder weights." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are separate configuration bugs." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk values and inconsistent from_pretrained behavior inside Python classes are different issues." + "reason": "Non-persistent buffer junk filling and from_pretrained behavior inside Python classes do not point to the same underlying defect." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "One is a model-loading regression for a specific repo; the other is an image-processor dependency regression. Not the same bug." + "reason": "A model-specific load failure for physical-intelligence/fast is unrelated to PIL backend processors requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword duplication and a model-loading failure are unrelated." + "reason": "AddedToken special-argument duplication and inability to load a specific model are different tokenizer/model-loading problems." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are different code paths and failure modes." + "reason": "Perceiver image-size interpolation and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated inference bugs." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation and single-label-classification zero-loss behavior are related only at a broad classification-config level, not the same defect." + "reason": "num_labels propagation for Qwen3.5 and degenerate zero loss for single-label classification are not the same issue." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 CUDA assert under auto device mapping is unrelated to T5/apex RMSNorm memory leak." + "reason": "Qwen3 auto device mapping CUDA assert and T5 apex.FusedRMSNorm memory leak are separate problems." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRl SFT unpacking failure and trainer.evaluate() after train() are separate trainer issues." + "reason": "TRl SFT embedding unpacking and trainer.evaluate() after trainer.train() are different trainer bugs." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are docs/model usage problems, but they concern different models and different errors." + "reason": "SigLIP2 doc example mismatch/quantization errors and OmDet-Turbo processor output-size mismatch are unrelated." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to DeepSpeed ZeRO-3 gradient inflation." + "reason": "Gradient checkpointing in eval mode and abnormal gradient growth with ZeRO-3 are distinct training issues." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT adapter loading from local checkpoints and sinq quantization save/load breakage are different persistence bugs." + "reason": "PEFT-adapter local checkpoint loading and quantized save/load breakage are different persistence problems." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Both mention offline tokenizer loading, but 44843 is specifically the Mistral regex/model_info path; 42886 is broader and not clearly the same bug." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and T5 apex memory leak are unrelated." + "reason": "Offline tokenizer cache loading and unconditional model_info() in _patch_mistral_regex are related to offline mode but not the same concrete bug." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys being saved." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These are the same bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; the titles and described failure match closely." + "reason": "Same processor, same method, same crash condition, and effectively the same title; these are clear duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly duplicate pair is 44514/44545, and the rest of the soft-edge rejections avoid overclaiming by distinguishing different models, code paths, or failure modes. No mergeability issue applies here since these are issue pairs, not PR pairs." + "feedback": "The cluster summary is grounded in the packet, and the lone accepted duplicate pair (issue:44514 / issue:44545) is well supported by identical titles and matching failure mode. The rejected soft-edge pairs are conservative and do not overstate equivalence. Canonical choice of issue:44545 is also reasonable given the later timestamp and slightly stronger reference activity." }, "evaluator_used": true, "retried": false, @@ -5595,16 +5643,16 @@ "issue:45759|issue:45923", "issue:43746|issue:43873", "issue:30064|issue:36010", - "issue:43421|issue:43653", "issue:39692|issue:43873", + "issue:43421|issue:43653", "issue:43994|issue:44671", "issue:44464|issue:47050", - "issue:45081|issue:45356", - "issue:46032|issue:46463", "issue:44995|issue:46858", + "issue:46032|issue:46463", + "issue:45081|issue:45356", + "issue:44857|issue:47050", "issue:43782|issue:45381", "issue:43421|issue:44186", - "issue:44857|issue:47050", "issue:45356|issue:45907", "issue:43526|issue:43881", "issue:39692|issue:47050", @@ -5623,202 +5671,220 @@ "issue:46829|issue:46832", "issue:41720|issue:44991" ], - "prepared_review_unit_hash": "5357e8839fad66efe535038c86e8afb8b949d7b165cafbb63769bd7505d329d1", + "prepared_review_unit_hash": "f092dd67e81cc51d583543ede5edd5c608bff378b956f70cdffa677897c52019", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37642, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "serialized_chars": 37639, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous collection of Transformers issues spanning tokenizers, multimodal processors, config/loading regressions, and generation/runtime bugs. The soft pairs share some surface vocabulary, but none look like the same underlying defect or a PR that should be merged together.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43421 is the most broadly representative of the cluster\u2019s recurring tokenizer/special-token internals theme, but the overall set is too heterogeneous to treat as one duplicate issue cluster.", + "summary": "This cluster is very heterogeneous: most items are distinct bugs across tokenizers, multimodal models, loading, and cache/offload paths. None of the proposed soft pairs look like the same underlying issue, so all soft edges are rejected. Issue 43873 is the broadest and most active candidate, but it still does not subsume the rest.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43873 is the broadest, most active item here (high discussion and inbound references) and sits closest to the general loading/offload/quantization theme, but it is still not a true duplicate umbrella for the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43421 is the best loose umbrella for the tokenizer-side regressions in this set, though it is not a true duplicate target for the rest of the issues.", + "best_issue_reason": "issue:43873 is the best representative issue in this set because it is the most central and active, but only as a loose thematic anchor rather than a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve token-related state, but one is a TokenizersBackend post-processor update bug and the other is config save/load losing custom token IDs; different code paths and failure modes." + "reason": "One is runtime special-token/post-processor sync; the other is save/load loss of custom token IDs. Related tokenizer area, but different bugs." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation in SmolVLM is unrelated to a long-context FA2 performance regression." + "reason": "Video processor padding math vs a long-context FA2 performance regression; different code paths and symptoms." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "One is about unwrapping composite multimodal configs in AutoModelForCausalLM; the other is a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Composite config unwrapping in from_config vs a missing gradient_checkpointing flag; both Qwen-related but not the same defect." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and quantization offloading are different loading problems with different mechanics." + "reason": "PEFT/local checkpoint loading failure vs offloading/quantization behavior; different failure modes." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation map handling and a GenerationMixin import error are unrelated." + "reason": "Image processor segmentation-map handling vs an import error for GenerationMixin; unrelated." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Both touch special-token behavior, but one is runtime post-processor updates and the other is BigBirdTokenizer mask-token registration; not the same bug." + "reason": "Documentation example/model mismatch and quantization failure vs offloading during quantized loading; not the same bug." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "They both mention quantization, but one is a docs/example mismatch and the other is offloading behavior during quantized loading." + "reason": "Runtime post-processor update bug vs BigBird mask token registration bug; both touch special tokens but are distinct." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models, different symptoms, and no shared code path beyond both being model-quality regressions." + "reason": "Different models and different regressions: SigLIP2 pipeline/AutoModel behavior vs CamemBERT masked-LM predictions." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Compiled chunked generation inconsistency and an ONNX fp16 attention dtype mismatch are unrelated runtime/export issues." + "reason": "Compiled chunked generation inconsistency vs ONNX export dtype mismatch; unrelated code paths." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Both involve Mistral-related regex patching, but one is a hard crash and the other is a tokenizer regression with codec handling/warning behavior; not enough to treat as the same defect." + "reason": "Stale indexer cache on second forward vs device-tensor seq-length arithmetic in prefill; both cache-related but not the same issue." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "A silent cache correctness bug in Mamba2Mixer is unrelated to an incorrect error message in T5 decoder input validation." + "reason": "Mamba cache correctness bug vs a T5 decoder-input validation error; not the same defect." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both concern tokenizer regex handling, but one is an AttributeError in patching and the other is a regression in codec/warning behavior." + }, + { + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "Both involve cache/indexing, but one is a second-forward stale indexer cache bug in GlmMoeDsa and the other is a static-cache prefill arithmetic issue under torch.compile." + "reason": "Float16 AMP crash in an image loss module vs ONNX attention dtype mismatch; different models and failure sites." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen multimodal models and different failures: from_pretrained weight-only loading vs video position IDs." + "reason": "One is from_pretrained weight_only loading failure; the other is wrong video vision_position_ids. Same family, different bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processing update vs LayoutLMv2 tokenizer crashes on NER/padding; not the same underlying issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression/warning issue vs a CI bug in list_repo_files revision forwarding; unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "A label-reduction bug in BeitImageProcessorFast is unrelated to a model loading failure for glm-4v-9b." + "reason": "BEiT reduce_labels bug vs glm-4v loading failure; no shared code path." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "SigLIP2 docs/example issues vs Canine fp16 ONNX export dtype mismatch; different models and bugs." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading in BitNet and missing STE behavior in DAC are different implementation bugs." + "reason": "BitNet accelerate-loading/unpack issue vs DAC from_latents missing STE; unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel initialization and fbank feature extraction are unrelated." + "reason": "DeepSpeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue; distinct subsystems." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are regressions, but one is processor.tokenizer API breakage and the other is a long OCR input index error in Kosmos2.5." + "reason": "Processor/tokenizer regression after v4.57.5 vs Kosmos2.5 OCR long-input index error; not the same bug." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both concern video inputs in Qwen family models, but the specific models and failure points differ enough that they do not look like one bug." + "reason": "Qwen3OmniMoe video input ValueError vs Qwen3.5 video chat-template token mismatch; related area, different concrete failures." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba and DiaConfig token-ID persistence are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "These are different model/runtime failures with no shared code path." + "reason": "Bamba torch.compile+SDPA failure vs DiaConfig save/load custom token IDs; unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument duplication and a tokenizer load failure for cjvt/sleng-bert are not the same issue." + "reason": "AddedToken constructor keyword collision vs tokenizer loading failure for sleng-bert; different problems." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "A special-token registration bug in BigBirdTokenizer is unrelated to BitNet accelerate loading." + "reason": "Mask token special-registration bug vs BitNet packed-weight loading; unrelated." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Qwen3.5 label propagation and Canine ONNX fp16 dtype mismatch are different subsystems and symptoms." + "reason": "num_labels propagation bug in Qwen3.5 vs fp16 ONNX dtype mismatch in Canine; different code paths." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "A sliding_window bug in Qwen3-MoE and a trust_remote_code AutoConfig field-loss issue are unrelated." + "reason": "Qwen3-MoE sliding_window issue vs trust_remote_code AutoConfig field loss; unrelated." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "A video position-id bug in Qwen2.5-VL is unrelated to a FA2 long-context performance regression." + "reason": "Qwen video position-id bug vs FA2 long-context performance regression; different bug classes." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "A failed tokenizer load for one model and a Unigram constructor type mismatch in another are different bugs." + "reason": "Tokenizer loading failure for sleng-bert vs Unigram constructor expecting a Sequence; same broad area, not the same underlying issue." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "VideoPrism hidden_states miswiring and RT-DETR feature-level mismatch are separate model-specific issues." + "reason": "VideoPrism hidden_states output bug vs RT-DETR feature-level mismatch; distinct models and failures." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + "reason": "Qwen3 auto-device-map cuda assert vs tokenizer loading for EMBEDDIA/est-roberta; unrelated." } ] }, @@ -5851,6 +5917,7 @@ "issue:43335", "issue:43421", "issue:43540", + "issue:43606", "issue:43611", "issue:43618", "issue:43643", @@ -5875,10 +5942,9 @@ "issue:44936", "issue:44991", "issue:45020", + "issue:45072", "issue:45081", "issue:45084", - "issue:45183", - "issue:45479", "issue:45584", "issue:45685", "issue:45834", @@ -5891,8 +5957,8 @@ "issue:47020" ], "soft_pairs": [ - "issue:43611|issue:46665", "issue:30064|issue:36331", + "issue:43611|issue:46665", "issue:44220|issue:44661", "issue:44821|issue:45084", "issue:44843|issue:45081", @@ -5912,196 +5978,196 @@ "issue:44448|issue:44671", "issue:44186|issue:44442", "issue:45584|issue:45834", - "issue:43322|issue:45685", "issue:44991|issue:46291", "issue:44805|issue:44936", + "issue:43322|issue:45685", "issue:43421|issue:44811", - "issue:45183|issue:45479" + "issue:43606|issue:45072" ], - "prepared_review_unit_hash": "4db5464597a32db25dbab2091dd7b33a2f56ca5793c40eae6f5f84725388db20", + "prepared_review_unit_hash": "4861b91545edb188ab59179ff6f3cd0090753eca12baa44b561832c8cec33c3a", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35224, - "estimated_input_tokens": 8806, - "estimated_eval_tokens": 17868 + "serialized_chars": 35127, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated transformer bugs; the soft pairs usually share only a subsystem or vague symptom, not the same concrete root cause. I would not merge any of the proposed soft edges.", - "confidence": 0.56, - "canonical_issue_reason": "issue:45020 is the broadest, most representative umbrella for the remote_code regression class and best captures the recurring v5 loading breakage theme among the issues.", + "summary": "No soft pair looks like a true duplicate: the candidates mostly cover unrelated models, components, and failure modes. I rejected all soft edges; the set is too heterogeneous to form a single duplicate cluster.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue to anchor triage because it is phrased as a general regression affecting multiple remote_code models, making it the clearest representative of the cluster.", + "best_issue_reason": "issue:45020 is the best umbrella issue in the set because it captures a broad, recurring regression theme around recent-version breakage for remote_code models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different failures: base_model_prefix loading regression vs inconsistent from_pretrained behavior inside Python classes." + "reason": "Different subsystems and failures: image segmentation map processing vs trainer compute_loss signature." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Image processor segmentation-map handling and trainer compute_loss kwargs are unrelated." + "reason": "Both involve loading, but one is a base_model_prefix regression and the other is from_pretrained behavior inside Python classes." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs tokenizer-mapping failure; no shared root cause." + "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer mapping generation issue." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-compilation TypeError are unrelated." + "reason": "Unrelated problems: AutoImageProcessor URL loading vs a template compilation TypeError." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; different bugs." + "reason": "Same helper function area, but different concrete failures: offline hub call vs missing backend_tokenizer attribute." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length contract issue vs misassigned hidden_states in a video classifier output." + "reason": "Different output contracts in different code paths: cache sequence length vs video classifier output fields." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different model/tokenizer paths: LayoutLMv2 NER/padding crash vs Perceiver image-size interpolation failure." + "reason": "Tokenizer crash on NER/padding vs image classification failure with interpolation; no shared bug." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug and DAC latent/forward mismatch are separate issues." + "reason": "Tokenizer special-token registration issue vs DAC latent conversion mismatch." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe vs Gemma3n variable-name collision." + "reason": "Video input processing error vs Gemma3n attribute collision in forward()." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n audio mask collision and StaticCache device-tensor length are unrelated." + "reason": "Gemma3n tensor-name collision vs cache length returning device tensor; different bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are separate areas." + "reason": "BarkProcessor voice preset issue is unrelated to the GenerationMixin import error." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer dropping bug." + "reason": "Different model-specific configuration bugs: sparse-layer creation vs RoPE layer dropping." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading regressions, but one is missing fields from trust_remote_code and the other is strict granite_speech config rejection." + "reason": "Different config-loading regressions: missing fields from trust_remote_code vs strict config rejection for granite_speech." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both involve tokenizer loading, but they are different model-specific failures with different underlying causes." + "reason": "Both are tokenizer-loading regressions, but they appear to affect different model/tokenizer implementations and failure modes." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache length return-type bug and Gemma4 quantized dtype casting are unrelated." + "reason": "Different cache/dtype topics; no shared underlying bug." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs example problems and Kosmos2.5 long-ocr index errors are not the same bug." + "reason": "Documentation example errors vs a long-input OCR index error; unrelated." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment regression and RTDetrV2 output-difference regression are different model behaviors." + "reason": "Different model outputs and different code paths; too broad to be the same bug." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related theme, but one is a specific helper removal causing trust_remote_code breakage while the other is a broader recent-version regression; too broad to treat as the same bug." + "reason": "45020 is an umbrella remote_code regression report, but 44561 is a specific helper-removal breakage; not the same concrete bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model-specific v5 correctness regressions; same release, not same root cause." + "reason": "Different model regressions with different outputs and tasks." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash on NER/padding vs AutoTokenizer loading failure for a different tokenizer." + "reason": "Tokenizer crash vs AutoTokenizer loading failure for a different tokenizer." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are unrelated." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Llava Next load segfault and MPS histogram support error are unrelated." + "reason": "Whisper empty-transcription generation bug vs Kosmos2.5 long OCR index error." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression vs kernels dependency/version requirement during pipelines import; different failure modes." + "reason": "Tokenizer loading regression vs pipelines import failure from kernels dependency requirements." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate-after-train failure do not share a concrete root cause." + "reason": "Mask shape IndexError during tensor indexing vs trainer lifecycle failure after train()." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram dtype error are unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor update bug and Whisper skip_special_tokens bug are distinct tokenizer behaviors." + "reason": "Post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; not the same issue." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Input validation messaging bug and degenerate zero-loss classification bug are unrelated." + "reason": "Different backend-specific inference failures in different models and code paths." } ] }, @@ -6135,7 +6201,6 @@ "issue:43550", "issue:43577", "issue:43582", - "issue:43606", "issue:43644", "issue:43645", "issue:43716", @@ -6151,16 +6216,16 @@ "issue:44008", "issue:44291", "issue:44479", - "issue:44589", "issue:44610", "issue:44671", "issue:44977", "issue:45020", - "issue:45042", "issue:45072", "issue:45081", + "issue:45183", "issue:45325", "issue:45381", + "issue:45479", "issue:45563", "issue:45701", "issue:45834", @@ -6175,231 +6240,224 @@ "issue:47276" ], "soft_pairs": [ - "issue:43606|issue:45072", - "issue:46294|issue:46463", + "issue:45183|issue:45479", "issue:44479|issue:45834", + "issue:46294|issue:46463", "issue:43577|issue:43818", "issue:43550|issue:45072", - "issue:43716|issue:44008", "issue:43644|issue:43749", + "issue:43716|issue:44008", "issue:43782|issue:44977", - "issue:43825|issue:43994", - "issue:45563|issue:47276", "issue:43582|issue:46512", - "issue:28218|issue:29159", + "issue:45563|issue:47276", + "issue:43825|issue:43994", "issue:43931|issue:46846", + "issue:28218|issue:29159", "issue:43388|issue:46032", "issue:43540|issue:45381", "issue:44610|issue:45072", - "issue:43749|issue:44291", "issue:43645|issue:46665", + "issue:43749|issue:44291", "issue:34634|issue:36331", "issue:43720|issue:45072", - "issue:44671|issue:45701", "issue:42175|issue:45081", + "issue:44671|issue:45701", "issue:46697|issue:46728", "issue:43577|issue:43582", - "issue:43825|issue:43827", "issue:43742|issue:45020", - "issue:43782|issue:45325", - "issue:44589|issue:45042" + "issue:43825|issue:43827", + "issue:43782|issue:45325" ], - "prepared_review_unit_hash": "8887e64a4a0ffe85a7c3227da86251f0161454a23591b721c8f5fd1fd9f805d7", + "prepared_review_unit_hash": "1836d69eba7c3754a24dab7cf35155645bc9492c4f48a6da66f08b672a160854", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36393, - "estimated_input_tokens": 9099, - "estimated_eval_tokens": 18454 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35660, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similar pairs are mostly keyword-level matches across unrelated tokenizer, loading, vision, dtype, and training bugs. I don\u2019t see any true duplicates or mergeable PR-equivalents among them.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the items cover many different underlying defects, so the soft pairs do not collapse to one bug.", + "summary": "This set is largely a collection of unrelated Transformers issues rather than one duplicate cluster. The soft pairs share broad themes in a few places, but none look like the same concrete bug or change closely enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, issue:45072 is the most concrete and broadly discussed runtime bug, but it still does not subsume the others.", + "best_issue_reason": "If forced to pick a representative issue, issue 45020 is the broadest umbrella regression report in the set, but it is still too general to serve as a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:45072", - "accept": false, - "reason": "Different bugs: CPU offload device mismatch vs bfloat16 dtype mismatch in inference." - }, - { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Video chat-template feature/token mismatch is unrelated to T5 decoder input validation messaging." + "reason": "Different bug classes: input validation error messaging vs degenerate zero-loss classification behavior." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different model families and failures: Qwen video regression vs Kosmos2.5 OCR index error." + "reason": "Different models and failures: video-input regression vs OCR long-input index error." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and code paths: Qwen chat-template/video mismatch vs T5 decoder-input validation." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation bug vs Video-LLaVA temporal-attention/weight-sharing issue." + "reason": "Both involve multimodal models, but one is a dtype-loading issue and the other is a Video-LLaVA architecture/weight-sharing bug." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba is a different code path from SwitchTransformers/TimmWrapper dtype mismatches." + "reason": "Different concrete problems: torch.compile/SDPA failure vs bfloat16 dtype mismatch in other models." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n variable collision are distinct defects." + "reason": "Both are loading-related, but one is junk non-persistent buffers and the other is broken FSDP CPU RAM-efficient loading." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Non-persistent buffer junk initialization is not the same as broken FSDP CPU RAM-efficient loading." + "reason": "Different root causes: image/model dtype mismatch vs a variable-name collision in Gemma3n forward." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are separate issues." + "reason": "Different Qwen models and failures: weight_only load error vs flash-attention generation regression." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "A pipeline error-message/docs mismatch is not the same as SigLIP2 producing bad outputs." + "reason": "Different initialization bugs: Apple Silicon TypeError in warmup vs stale config.dtype after from_config." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "Both are stale warnings, but for different APIs and conditions: paged generate vs continuous batching synced_gpus." + "reason": "Both are warning-message issues, but they target different generation features and different messages." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale model.config.dtype are related to dtype handling but not the same bug." + "reason": "One is an error-message/docs regression about pipeline support; the other is a model correctness problem in AutoModel/pipeline." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "Additional-space-after-added-token and slow/fast tokenizer inconsistency overlap in area but not in concrete failure." + "reason": "Different failures: loading shape mismatch vs tensor-parallel plan omissions causing OOM/shape errors." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and missing linear_attn TP plan entries are different model-loading vs tensor-parallel defects." + "reason": "The latter is broader tokenizer inconsistency, but the former is a specific added-token spacing bug; not clearly the same defect." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric-gathering label dropping is unrelated to Mamba2 use_cache correctness." + "reason": "Different subsystems: distributed metrics gathering vs Mamba cache correctness." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError and Qwen2.5-VL vision_position_ids bug are different video-input failures." + "reason": "Both are video-input issues in Qwen-family models, but the symptoms and code paths differ materially." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor size mismatch (640px vs 224px) is unrelated to dtype mismatches in inference." + "reason": "Different bug types: processor image-size mismatch vs dtype mismatch in inference." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "FSDP loading breakage and init_empty_weights unexpected argument are distinct model-loading regressions." + "reason": "Both concern model instantiation, but one is a notebook custom-model regression and the other is from_pretrained behavior inside classes." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Notebook custom-model initialization regression and from_pretrained-in-class inconsistency are similar context-wise but not the same defect." + "reason": "Related loading area, but distinct failures: FSDP CPU RAM-efficient loading vs unexpected _is_hf_initialized argument in init_empty_weights." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Unrelated issues: BarkProcessor voice_preset vs CustomTrainer compute_loss signature mismatch." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is a different issue than dtype mismatches in SwitchTransformers/TimmWrapper." + "reason": "Different loading/inference paths and different symptom classes: packed-weight unpacking vs dtype mismatches." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are not the same underlying bug." + "reason": "Completely different areas: backend dependency installation vs Mistral tokenizer regex patch crash." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Missing TensorFlow backend on install and Mistral regex patch AttributeError are unrelated." + "reason": "Tokenization may be mentioned in both, but one is a CamemBERT MLM regression and the other is a broad version-to-version tokenization change report." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image preprocessing count/padding bugs, but they affect different models and calculations." + "reason": "Both are image-preprocessing arithmetic bugs, but they affect different models and different calculations." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype mismatch and Apple Silicon warmup TypeError are separate failures despite both involving dtype/hardware." - }, - { - "left": "issue:43825", - "right": "issue:43827", - "accept": false, - "reason": "One is a runtime error message bug; the other is a documentation reference left behind after pipeline removals." + "reason": "Unrelated: model dtype loading vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error and remote_code regression are different loading/compatibility problems." + "reason": "A model-specific load failure is not the same concrete bug as the broad remote_code regression report." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Weight-only loading error and still-image temporal position scaling bug do not share the same code-path failure." + "reason": "Both relate to pipeline deprecations, but one is a runtime error message and the other is documentation drift." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Float8 storage lookup failure and torchvision dependency regression are unrelated backend issues." + "reason": "Both are Qwen VL issues, but one is a weight_only load error and the other is a rope-index temporal position bug." } ] }, @@ -6439,7 +6497,6 @@ "issue:43643", "issue:43645", "issue:43653", - "issue:43696", "issue:43697", "issue:43746", "issue:43819", @@ -6448,6 +6505,7 @@ "issue:43927", "issue:44060", "issue:44368", + "issue:44589", "issue:44811", "issue:44857", "issue:44912", @@ -6473,14 +6531,15 @@ "issue:47217" ], "soft_pairs": [ + "issue:44589|issue:45042", "issue:43262|issue:47217", "issue:43262|issue:43819", "issue:46175|issue:46932", "issue:43653|issue:44912", - "issue:45003|issue:46285", "issue:43582|issue:44857", - "issue:45372|issue:46326", + "issue:45003|issue:46285", "issue:36010|issue:43645", + "issue:45372|issue:46326", "issue:36010|issue:36331", "issue:43550|issue:44912", "issue:43531|issue:45042", @@ -6496,201 +6555,200 @@ "issue:45084|issue:45538", "issue:43746|issue:44811", "issue:43854|issue:44977", - "issue:42490|issue:43257", - "issue:43643|issue:45759", "issue:45859|issue:47050", - "issue:43257|issue:43696" + "issue:42490|issue:43257", + "issue:43643|issue:45759" ], - "prepared_review_unit_hash": "012c7f8968957b5a84173246ac194533705faf7c1dec9e96c908a50a9707729e", + "prepared_review_unit_hash": "e4f53555294765989917b338c376f4ca298c1585f8e6258b611da7f3ed3a9bec", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36349, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "serialized_chars": 36343, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs span unrelated bugs across tokenizers, vision/audio processors, model loading, quantization, training, and export paths. I would not merge any of the proposed soft edges.", - "confidence": 0.96, - "canonical_issue_reason": "issue:36010 is a clean, self-contained regression report with a precise failure mode and import path, making it a reasonable representative issue among an otherwise unrelated set.", + "summary": "This cluster is highly heterogeneous: the titles span unrelated import, tokenizer, multimodal, quantization, trainer, and platform-specific bugs. None of the soft pairs look like true duplicates, so all are rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:36010 is the most concrete and actionable report here; it has a specific error, a narrow code path, and is easier to triage than the more model-specific or multi-component reports.", + "best_issue_reason": "No single issue is a good cluster representative; the items do not share one underlying bug or code path, so picking a canonical issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures in different areas: FP8 storage lookup vs PIL image processors requiring torchvision." + }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio chat-template sampling-rate handling and VL image-placeholder failures are different code paths and different bugs." + "reason": "Audio sampling-rate defaulting and VL image-placeholder handling are unrelated code paths." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Different subsystems: audio processor template defaults vs DAC latent reconstruction/STE behavior." + "reason": "Audio processor template defaults vs DAC latent reconstruction mismatch are unrelated bugs." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both touch Gemma4 vision/audio code, but one is a memory-heavy position embedding implementation and the other is a dtype-casting bug for quantized embedders." + "reason": "Both mention Gemma4 embedders, but one is a huge one-hot materialization and the other is a dtype-casting fix for quantized embedders." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated failures." - }, - { - "left": "issue:45003", - "right": "issue:46285", - "accept": false, - "reason": "sys.modules access safety and CLIP text-model structure inconsistency are different issues." + "reason": "Tokenizer special-token registration vs MXFP4 quantization fallback are different problems." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crashes are separate backend-specific bugs." + "reason": "Apple Silicon warmup TypeError and CUDA AMP image-loss crash are distinct platform/backend issues." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Importing ReasoningEffort for Gemma4 and continue_final_message behavior for mistral_common tokenizers are not the same underlying bug." + "reason": "Unsafe sys.modules access in modeling_utils is not the same as CLIP text-model structural inconsistency." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are distinct regressions." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different regressions." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error for ReasoningEffort and the other is continue_final_message behavior." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import path regression versus CustomTrainer.compute_loss signature change; different call sites and fixes." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile/SDPA and git-oss MXFP4 loading issues are unrelated." + "reason": "torch.compile with SDPA in Bamba and MXFP4 loading fallback are separate code paths." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding window logic and PIL image processor torchvision dependency are different concerns." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/non-pretrained Bert index error and trainer.evaluate() after train() are not the same code-path problem." + "reason": "Deepspeed ZeRO-3 empty-index error and trainer.evaluate() after train are different trainer/runtime bugs." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but they involve different models and different warning mechanisms; not clearly the same bug." + "reason": "Both are warnings about tied embeddings, but they arise from different Qwen3/Qwen3.5 config situations and are not the same bug." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Torch extra dependency packaging and kernels import-time version/revision validation are unrelated." + "reason": "Packaging backend inclusion and pipelines import dependency/version enforcement are unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and multimodal token counting video-branch undefined names are different bugs." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal video-token counting are different failures." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling and tokenizer loading for a specific model are different failure modes." + "reason": "gguf_file handling in from_pretrained and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction and RT-DETR v5 output divergence are unrelated model-specific issues." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are different model/processor bugs." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an older issue and an FP8/B200 inference OOM are not the same underlying defect." + "reason": "An isolated reproduction of an older issue is not the same as FP8 inference failing on B200." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patching and Gemma4Processor missing tokenizer state are different loader bugs." + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct processor-loading failures." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward/latent mismatch and DiaConfig save-load token ID loss are unrelated." + "reason": "DAC.from_latents STE mismatch and DiaConfig save/load token-ID loss are unrelated." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max-length handling are different issues." + "reason": "Template compilation error and CLIPTokenizer model_max_length behavior are not the same issue." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters and batch_decode skip_special_tokens behavior are unrelated." + "reason": "GraniteSpeech PEFT/local checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation issues are different model-specific bugs." + "reason": "Loading a specific GLM-4.7-Flash model in tests and Qwen3.5 flash-attention generation problems are different model-specific bugs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU-offload compatibility for Qwen3_5MoeTextRotaryEmbedding and fp16 ONNX export dtype mismatch in CanineModel are unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local path warning and Qwen3 MOE weight conversion are unrelated." + "reason": "Trailing-slash local-path warning and Qwen3 MoE weight conversion are unrelated." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code configs and composite Qwen multimodal text_config unwrapping are different config-loading problems." - }, - { - "left": "issue:45859", - "right": "issue:47050", - "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and fp16 ONNX attention dtype mismatch are different backends and code paths." - }, - { - "left": "issue:43696", - "right": "issue:43257", - "accept": false, - "reason": "OOM during GPT-oss inference and Qwen3 MOE weight conversion are entirely unrelated." + "reason": "trust_remote_code config-field loss and AutoModelForCausalLM.from_config not unwrapping text_config are both config-related but not the same bug." } ] }, @@ -6730,8 +6788,8 @@ "issue:43450", "issue:43525", "issue:43526", - "issue:43540", "issue:43650", + "issue:43696", "issue:43742", "issue:43749", "issue:43906", @@ -6758,12 +6816,12 @@ "issue:46291", "issue:46421", "issue:46424", - "issue:46701", "issue:47020", "issue:47145", "issue:47254" ], "soft_pairs": [ + "issue:43257|issue:43696", "issue:43329|issue:45600", "issue:43526|issue:44554", "issue:43262|issue:44811", @@ -6784,217 +6842,216 @@ "issue:45081|issue:47020", "issue:44987|issue:45538", "issue:43525|issue:46291", - "issue:43650|issue:43906", "issue:43425|issue:46291", - "issue:46421|issue:46424", + "issue:43650|issue:43906", "issue:45859|issue:47254", + "issue:46421|issue:46424", "issue:43749|issue:44756", "issue:28282|issue:29870", - "issue:43540|issue:46701", "issue:28282|issue:34689" ], - "prepared_review_unit_hash": "fe7b6ed08d62168a32143a8502b147f41a493dd6c48338cfc71e9695daa82eb4", + "prepared_review_unit_hash": "f05fff01729a59e6038fbe81c936346c8190be93dcee96997471cefa26cc6ce5", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36175, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "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 cluster is mostly a set of unrelated closed bug reports that happen to share broad Transformers/multimodal/quantization vocabulary. I found one plausible duplicate pair around video-input multimodal regression; the rest should stay separate.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43329 is the most concrete, code-path-specific report in the set: it names the exact failing helper/branch (`_get_num_multimodal_tokens` video path) and is the best anchor for the one plausible video-regression overlap.", + "summary": "This set is mostly a collection of unrelated closed issues; the only plausible duplicate-style match is the multimodal video-token-counting regression pair. I\u2019d anchor the cluster on the most concrete code-path bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43329 is the clearest, most code-specific bug here: it points to an undefined-variable failure in the video branch of `_get_num_multimodal_tokens`, which is actionable and representative of the multimodal/video subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the strongest standalone issue here because it identifies a specific undefined-variable bug in a reachable code path, unlike many of the other broader or more symptom-driven reports.", + "best_issue_reason": "issue:43329 is the best overall issue candidate because it has the sharpest root cause and the most direct implementation target; the other items are either broader symptoms or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failures: Qwen3 MoE weight conversion/loading vs GPT-oss OOM." + }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video multimodal tokenization bug vs removed auto-mapping configs CI break; unrelated failures." + "reason": "Unrelated areas: multimodal video token counting vs auto-mapping references to removed configs." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs MPS attention correctness issue; different subsystems and symptoms." + "reason": "Different subsystems and symptoms: BeitImageProcessor label reduction vs MPS attention correctness." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat template sample-rate default vs Whisper batch_decode special-token handling; not the same bug." + "reason": "Both are audio/processor bugs, but the failures are unrelated: chat-template sampling rate vs Whisper batch_decode token skipping." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero-probabilities vs OmDet-Turbo image size mismatch; different model/processor problems." + "reason": "Different model/processor bugs: SigLIP2 zero probabilities vs OmDet-Turbo input-size mismatch." }, { "left": "issue:45200", "right": "issue:47254", "accept": false, - "reason": "Gemma 4 token-type defaulting vs PEFT/DeepSpeed checkpointing error; no shared code-path." + "reason": "Different problem classes: Gemma 4 mm token defaults vs checkpointing with PEFT/DeepSpeed." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FP8 config load failure vs AutoImageProcessor URL loading failure; unrelated loading paths." + "reason": "Qwen3MoE FP8 config failure is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs/example errors for SigLIP2 vs MXFP4 quantization fallback; different issues." + "reason": "Documentation/example errors are not the same bug as MXFP4 quantization fallback on gpt-oss." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FP8 failure vs MobileLLM key error; different models and failure modes." + "reason": "Different loading failures for different models and causes." }, { "left": "issue:43329", "right": "issue:44479", "accept": true, - "reason": "Both are video-input multimodal regressions on Qwen/VLM paths; 43329 pinpoints the broken video branch in `_get_num_multimodal_tokens`, and 44479 describes the same class of video-input regression across Qwen video models." + "reason": "Both point to the same multimodal video-input regression path; 43329 identifies the undefined variables in the video branch, and 44479 reports the downstream regression on affected Qwen VL/MoE models." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "`init_empty_weights` argument mismatch vs unexpected torchvision dependency in PIL processors; unrelated." + "reason": "Different loading/compatibility issues: init_empty_weights argument mismatch vs PIL backend torchvision dependency regression." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined variables in multimodal token counting vs batched video processor shape bug; not the same code defect." + "reason": "Both involve video-related code, but one is undefined variables in multimodal token counting and the other is a batched-shape bug in video processors." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token counter not updating vs high perplexity on GPT-OSS; no common root cause." + "reason": "Unrelated: Trainer token accounting vs perplexity on gpt-oss-20b." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch; both loading-related but different problems." + "reason": "Both are Qwen-family loading issues, but the causes differ: accelerate/deepspeed conversion vs weight-shape mismatch for a VL model." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Quantized-cache memory growth vs Sam3Video OOM; different memory regressions." + "reason": "Both mention OOM, but the underlying causes and code paths are different." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer parity issue vs TrainerState token accounting; unrelated functionality." + "reason": "Tokenizer behavior inconsistency is unrelated to TrainerState token counting." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "MXFP4 loading fallback vs FP8 weight_scale omission; both quantization-related but distinct formats and bugs." + "reason": "Different quantization bugs: MXFP4 fallback vs FP8 frozen-checkpoint weight_scale omission." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Tokenizer protobuf error masking vs bare-except swallowing errors in Fuyu batch conversion; different exception sites and behavior." + "reason": "Both involve exception handling, but they are distinct bugs in different tensor/tokenizer code paths." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Mistral regex patch crash vs XLMRoberta Unigram init type mismatch; unrelated tokenizer bugs." + "reason": "Different tokenizer construction failures with different root causes." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading regression for a specific model vs CLIPTokenizer max length bug; different issues." + "reason": "Unrelated: model loading regression vs CLIPTokenizer max length constant." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id vs pipelines import failure due kernels dependency; unrelated." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "Placeholder issue vs isolated reproduction; not duplicates." + "reason": "Different areas: Llama4 config attribute mismatch vs importing pipelines with kernels dependency constraints." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility vs kernels package import failure; different dependencies and failure points." + "reason": "Torch version incompatibility is not the same bug as kernels import/version requirements." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both cache-related, but one is lazy initialization/recompilation and the other is max_cache_length semantics; not the same bug." + "reason": "No substantive overlap; one is an empty/invalid report, the other is a reproduction issue." }, { "left": "issue:45859", "right": "issue:47254", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding vs PEFT/DeepSpeed checkpointing error; unrelated." + "reason": "Different training/offload problems with different failure modes." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length handling." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage vs mmap-on-Strix-Halo OOM mitigation; different causes." + "reason": "Different memory/loading problems: FSDP CPU RAM-efficient loading vs Strix Halo mmap OOM workaround." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch missing ImportError vs Bart generate UnboundLocalError; unrelated." - }, - { - "left": "issue:43540", - "right": "issue:46701", - "accept": false, - "reason": "Qwen3OmniMoe video ValueError vs DiffusionGemma pipeline failure; different model families and paths." + "reason": "No overlap: missing PyTorch import error vs Bart generate() unbound local error." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch ImportError vs Llama 3.2 Vision model-loading regression; unrelated." + "reason": "Different loading issues with different root causes and models." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The selected anchor issue (43329) is specific and code-path based, and the only accepted soft pair (43329 vs 44479) is a plausible video-regression overlap without overstating certainty. The other pairwise rejections are consistent with the issue titles and descriptions, and no PR-mergeability concerns apply here because these are issue pairs, not PRs." + "feedback": "The summary is well grounded in the packet. The anchor on issue:43329 is supported by the title\u2019s explicit undefined-variable bug in the video branch, and the one accepted soft pair (43329/44479) is a conservative same-path regression match. The other pair verdicts are appropriately cautious and do not overstate duplication based on title-level evidence alone." }, "evaluator_used": true, "retried": false, @@ -7058,14 +7115,16 @@ "issue:45538", "issue:46512", "issue:46693", + "issue:46701", "issue:46821", "issue:46832", "issue:46869", "issue:47254" ], "soft_pairs": [ - "issue:44568|issue:45356", + "issue:43540|issue:46701", "issue:43454|issue:43577", + "issue:44568|issue:45356", "issue:33357|issue:34567", "issue:42175|issue:43824", "issue:43404|issue:45127", @@ -7077,16 +7136,16 @@ "issue:39379|issue:44554", "issue:44479|issue:46693", "issue:42915|issue:45538", - "issue:44857|issue:46832", "issue:43582|issue:47254", "issue:44291|issue:44821", + "issue:44857|issue:46832", "issue:45538|issue:46869", - "issue:44062|issue:44991", "issue:24643|issue:29159", + "issue:44062|issue:44991", "issue:42915|issue:43749", "issue:43452|issue:43582", - "issue:44568|issue:45488", "issue:27957|issue:28282", + "issue:44568|issue:45488", "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:43531|issue:44821", @@ -7095,220 +7154,223 @@ "issue:43577|issue:46512", "issue:34567|issue:36331" ], - "prepared_review_unit_hash": "403973b274cc576c4045223275b901b25d9709782c1f62f7b9ffeb2107fb1786", + "prepared_review_unit_hash": "88d10ca095847f4698eae689b88cfaab1531fd5fafb5d7f74a0665fa0c50209d", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36135, - "estimated_input_tokens": 9034, - "estimated_eval_tokens": 18324 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37010, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports spanning tokenizers, model loading, multimodal inputs, training, and distributed/runtime issues. None of the proposed soft pairs look like true duplicates or the same fixable code-path bug, so all soft edges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45488 is the strongest representative: it has high discussion/inbound-reference activity, is open, and describes a clear user-facing regression with broad impact.", + "summary": "The cluster is still mostly a set of unrelated issues across loading, tokenizers, training, and model-specific regressions. The only near-overlap is the Qwen video-input area, but the evidence is not strong enough to treat Qwen3OmniMoe as clearly covered by the broader Qwen video regression report.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the best broad anchor for the small Qwen video-input regression subset, but its wording only clearly covers the broader Qwen VL family and does not conclusively subsume Qwen3OmniMoe specifically.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the best overall issue to anchor this cluster because it appears active, well-discussed, and broadly impactful compared with the other mostly isolated reports.", + "best_issue_reason": "issue:44479 is the strongest global issue anchor because it is the broadest report in the only plausible subcluster; however, its match to Qwen3OmniMoe should be treated as related but not proven duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different failure modes: missing BOS/EOS insertion vs incorrect codec/warning behavior." + "reason": "Both mention video inputs, but they are different model families and different failure modes, so they are not clearly the same bug." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head weight tying and BLIP-2 dtype retention are unrelated bugs in different model-loading paths." + "reason": "Both touch model weights/dtype, but one is lm_head tying in Mistral3 and the other is BLIP2 dtype propagation; different bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and mechanisms." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on a community CLIP model is unrelated to TrainerState token-count bookkeeping." + "reason": "A MacOS bus error loading CLIP and a trainer token-count update bug are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backends not included in a pip extra is unrelated to a missing exported Qwen2.5-VL class." + "reason": "One is missing TensorFlow in the torch extra backend, the other is a missing Qwen2.5-VL import; different problems." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention weight tying, but one is a model-definition bug and the other is a LoRA merge/extended-vocabulary collapse issue; different code paths." + "reason": "Both involve tied weights, but they affect different models and workflows." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "These are both loading-time errors, but caused by different APIs and checks: a MobileLLM key error vs init_empty_weights/_is_hf_initialized handling." + "reason": "Different load-time errors with different causes." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "trainer.evaluate() after training and a TimesFM window_size AttributeError are unrelated trainer/model API failures." + "reason": "trainer.evaluate after train and TimesFM window_size AttributeError are different code paths and symptoms." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output drift in v5 and Qwen3.5 save_pretrained key corruption affect different models and different serialization/inference paths." + "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key corruption are distinct regressions." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch dependency import error is unrelated to LayoutLMv3 box-content validation messaging." + "reason": "AutoModel missing PyTorch and LayoutLMv3 box-validation messaging are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque underflow is unrelated to a PEFT version pin/release packaging issue." + "reason": "ZeRO-3 deque failure and a PEFT version bump issue have no shared underlying bug." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "mllama mask handling and an MPS attention correctness issue are different bugs in different subsystems." + "reason": "mllama mask handling and an MPS attention correctness bug are different model/backend issues." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression for Qwen vision-language models is not the same bug as FA2 long-context performance regression." + "reason": "Both are multimodal-related, but one is a video-input regression and the other is a long-context FA2 performance regression." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3MoE and CLIPTokenizer's model_max_length constant are unrelated." - }, - { - "left": "issue:44857", - "right": "issue:46832", - "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss and RT-DETR feature-level mismatch are different detection-model failures." + "reason": "Qwen3MoE FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT + ZeRO-3 checkpointing errors." + "reason": "Apple Silicon caching_allocator_warmup TypeError and PEFT+ZeRO-3 checkpointing failure are separate problems." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected init_empty_weights argument and AutoImageProcessor URL loading are different loading-path problems." + "reason": "An init_empty_weights argument regression and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "A tokenizer max-length constant bug is unrelated to YOLO multi-GPU device-map failures." + "reason": "Both are RT-DETR-related, but one is an AMP loss crash and the other is a forward-path shape/feature-level mismatch." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "AddedToken keyword duplication and tokenizer loading for EMBEDDIA/est-roberta do not share the same underlying defect." + "reason": "CLIPTokenizer max_length default and YOLO auto device-map failure are different subsystems." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are unrelated." + "reason": "DeepSpeed weight-dimension RuntimeError and slow/fast tokenizer inconsistency do not share the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken duplicate-argument error and tokenizer loading failure for EMBEDDIA/est-roberta are different tokenizer issues." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3MoE FP8 config failure and FSDP CPU RAM efficient loading are both distributed/optimization topics but not the same bug." + "reason": "Qwen3MoE FP8 config and FSDP CPU RAM efficient loading are separate training/runtime issues." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "gguf_file loading breakage and an Apple Silicon TypeError are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior for mdeberta and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizers; different concrete bugs." + "reason": "XLMRoberta Flash Attention 2 support and missing PyTorch import error are unrelated." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Flash Attention 2 with XLM-Roberta is unrelated to PyTorch-not-found import errors." + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and mechanisms." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video processing ValueError are different failures." + "reason": "Qwen3 auto device-map cuda assert and Qwen3OmniMoe video-input ValueError are different failures." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both involve video inputs, but the affected models and error types differ enough that they do not look like the same fixable bug." + "reason": "Both are video-related Qwen issues, but they are different model variants and different failure modes." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Missing TensorFlow in the torch extra and failure to load a specific model are unrelated." + "reason": "Missing TensorFlow backend in a torch install and failure to load a specific model are different problems." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "These are both video-input regressions, but they hit different Qwen model families and likely different preprocessing paths." - }, - { - "left": "issue:43577", - "right": "issue:46512", - "accept": false, - "reason": "BLIP-2 dtype mismatch and from_config leaving config.dtype stale are related only at a superficial dtype level; the underlying bugs differ." + "reason": "They are related by Qwen video-input behavior, but the evidence only supports a broad thematic overlap; 44479 does not clearly and explicitly cover the Qwen3OmniMoe-specific failure." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature changes are separate Trainer API issues." + "reason": "TrainerState token counting and CustomTrainer.compute_loss API incompatibility are different trainer issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong: accepting issue:43540 \u2194 issue:44479 as a duplicate pair overstates the evidence. issue:44479 is indeed the broad Qwen video-input regression, but the packet does not clearly show that it covers Qwen3OmniMoe specifically, so this should stay conservative/uncertain rather than accepted. The rest of the false verdicts look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7377,19 +7439,19 @@ ], "soft_pairs": [ "issue:44849|issue:45701", - "issue:44987|issue:45907", "issue:44479|issue:45381", "issue:44062|issue:45081", + "issue:44987|issue:45907", "issue:45042|issue:45081", "issue:38175|issue:44898", "issue:43742|issue:44589", "issue:44792|issue:44964", "issue:43257|issue:43756", - "issue:43756|issue:45325", "issue:43756|issue:46399", - "issue:43716|issue:46701", + "issue:43756|issue:45325", "issue:46463|issue:47276", "issue:45672|issue:45674", + "issue:43716|issue:46701", "issue:44737|issue:46463", "issue:45823|issue:46463", "issue:45405|issue:45600", @@ -7405,212 +7467,221 @@ "issue:46463|issue:46899", "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "311f5f4b9438fa83e57a5fbb8cd61245772bf10f61c7c650c1b50112ca97bd30", + "prepared_review_unit_hash": "5c739b2e441678fd63e7b7057d2d7d4c36237ec0f7bcf08e1efbf93fc90f9689", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36408, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "serialized_chars": 36417, + "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 mostly heterogeneous. Two soft edges look like true duplicates: the Qwen2.5-VL/Qwen video-input position-id regression, and the v5 tied-weights / lm_head serialization bug. Everything else appears to be a related-but-distinct issue in the same broad subsystem, not the same underlying fix.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44466 is the best canonical issue because it is the most concrete and diagnostic report of the tied-weights regression: it gives the v5 vs v4.57 comparison, the device-dependent behavior, and a clear serialization symptom tied to lm_head.weight.", + "summary": "The items are largely heterogeneous and do not form a true duplicate cluster; I found no soft pair that confidently describes the same underlying bug/change. The closest-looking pairs are still too broad or model-specific to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the most representative bug report here: it describes a concrete v5.3.0 regression, names the affected Qwen model families, and is broader and clearer than the other candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the strongest standalone triage anchor in this set: specific regression, clear reproduction context, and a likely central code path for the tied-weights bug.", + "best_issue_reason": "issue:44479 is the strongest canonical-style issue in this set because it is a specific, user-facing regression with a clear version boundary and multiple affected models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Different bugs: a Qwen3.5 hidden-states issue versus a tokenizer/version-change report." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Both involve loading-related failures, but one is a model load regression and the other is a hub API forwarding bug; not the same code path." + "reason": "Different problems: Qwen3.5 hidden-state handling vs version-dependent tokenization changes." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen video-input position-id regression in 5.3.0; the second report is just a narrower model-specific instance of the first." + "accept": false, + "reason": "Both involve Qwen VL video inputs, but one is a broad regression across several models while the other is a specific Qwen2.5-VL position-id bug; not enough to treat as the same defect." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failure modes and different affected code paths." + "reason": "Tokenizer AddedToken serialization bug vs a Mistral regex patch crash; distinct code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a specific repo/model failing is unrelated to forwarding the revision argument in list_repo_files." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "One is an image-processor torchvision dependency regression; the other is a Mistral tokenizer patch crash." + "reason": "Image processor torchvision dependency regression is unrelated to tokenizer backend_tokenizer attribute errors." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but the symptoms and model families differ too much to be the same bug." + "reason": "Different vision model bugs: zero probabilities in SigLIP2 vs Perceiver image classification at non-default resolution." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A model-loading key error is not the same as a float8 storage lookup failure." + "reason": "MobileLLM config/key loading failure is unrelated to the Float8 storage lookup error." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal models and different failure points in generation/loading." + "reason": "Janus test failure and Phi-4 multimodal load failure are separate multimodal issues with different failure points." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Accelerate/DeepSpeed weight conversion issue versus RoPE-layer dropping; unrelated root causes." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Both mention RoPE-like math, but one is a SmolLM3 layer-count bug and the other is Qwen2.5-VL temporal position scaling." + "reason": "Qwen3 MOE conversion with accelerate/deepspeed is not the same as Smollm3 RoPE-layer dropping." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Different Qwen/SmolLM kernel-registration and RoPE configuration problems." + "reason": "Different bugs: RoPE layer selection vs missing kernel registration decorator." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Different model families and different multimodal processing failures." + "reason": "Both mention RoPE/position handling, but one is Smollm3 architecture behavior and the other is Qwen2.5-VL still-image temporal scaling." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "Both are about error/warning text, but they concern different validation paths and different call sites." + "reason": "Both are message-quality issues, but they target different warnings/errors and different code paths." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve quantization/inference, but one is a uint8 torch.finfo crash and the other is a skip-modules exclusion logic bug." + "reason": "Both are 4-bit inference problems, but one is Gemma4 uint8/audio dtype casting and the other is BitsAndBytes skip_modules handling." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal regressions: image-preprocessor dtype mismatch vs DiffusionGemma image-text-to-text pipeline breakage." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU placement bug versus a T5 validation-message issue; unrelated." + "reason": "XLNet CPU tensor allocation bug is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Device-map forward mismatch in Gemma4 is not the same as T5 input-validation messaging." + "reason": "Gemma4 device_map forward mismatch is unrelated to T5 decoder validation errors." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency version pin problem and a removed-config CI break are different issues." + "reason": "Dependency version bump issue and removed-config reference issue are unrelated maintenance regressions." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of an earlier issue versus a FA2 long-context performance regression; not enough evidence of the same bug." + "reason": "An isolated reproduction of another issue is not the same as the FA2 long-context performance regression." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions on different models and code paths." + "reason": "mDeBERTa special-token insertion bug is distinct from CodeLlama encode/decode whitespace regression." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype mismatch bugs in different architectures and inference paths." + "reason": "Both are dtype-related, but the affected models and failure modes differ substantially." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Config-propagation bug versus strict-config loading failure; related area, different defect." + "reason": "Num-label propagation in Qwen3.5 is unrelated to strict config loading for granite_speech." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and Bart decoder-mask UnboundLocalError are unrelated." + "reason": "DeepSpeed weight dimensionality error and BART decoder_attention_mask initialization error are different training/generation bugs." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input processing issue versus a FlashAttention performance regression." + "reason": "Qwen3OmniMoe video-input value error is not the same as a long-context FA2 performance regression." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading problems, but the former is about gguf_file handling and the latter is a model-specific load failure." + "reason": "gguf_file loader breakage and a specific model load failure may be related broadly to loading, but they are not the same concrete bug." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Environment import error versus a Trainer broadcast type error." + "reason": "Torch import missing vs trainer broadcast unsupported NoneType are unrelated failures." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "A reproduction report of another issue versus an official example failure; no shared root cause shown." + "reason": "An isolated reproduction of a prior issue is not the same as a broken Nemotron example." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "Different bugs in different multimodal/model paths, despite both involving model-family regressions." + "reason": "T5 error-message wording and Gemma4 4-bit multimodal dtype casting are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet positional encoding device bug is unrelated to T5 decoder validation messaging." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Same broad quantization area, but different root causes and code paths; not mergeable as one fix." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Same tied-weights / lm_head serialization regression in v5; 45005 is the broader translation-model manifestation of the same save/load bug." + "accept": false, + "reason": "Both discuss tied weights in v5, but one is a serialization inconsistency and the other is translation-model tied-weight handling; too broad to call the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the non-matching pairs. The two accepted soft edges are plausible same-bug/duplicate relationships from the titles alone, and the canonical issue choice is defensible." - }, - "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 }, @@ -7680,17 +7751,17 @@ "issue:45663|issue:46846", "issue:44913|issue:46121", "issue:43452|issue:44843", - "issue:43697|issue:46829", "issue:41762|issue:44936", + "issue:43697|issue:46829", "issue:44737|issue:45588", "issue:43526|issue:45479", "issue:43697|issue:45216", "issue:45357|issue:45920", "issue:43720|issue:44898", "issue:44493|issue:46050", - "issue:43688|issue:43749", "issue:43653|issue:44361", "issue:44361|issue:44442", + "issue:43688|issue:43749", "issue:38175|issue:43295", "issue:43643|issue:45375", "issue:43531|issue:43742", @@ -7700,201 +7771,201 @@ "issue:40444|issue:44811", "issue:29159|issue:33357", "issue:45372|issue:46170", - "issue:43688|issue:45704", "issue:44857|issue:47000", - "issue:43688|issue:45701", - "issue:43525|issue:46701" + "issue:43688|issue:45704", + "issue:43525|issue:46701", + "issue:43688|issue:45701" ], - "prepared_review_unit_hash": "a0963f0874cbab78c6e4df7f1282a5f8cd6d1b49fa5712f770fe6f2033a7599b", + "prepared_review_unit_hash": "61f30637b448dfb31a0e32ddeddf0c167ead855e9de7e944d0b686de22dde73a", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36171, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly a loose set of closed regression reports around tokenizers, config/loading, and model-specific training/inference bugs. None of the soft-edge pairs looks like the same underlying defect; they mostly share only a broad subsystem name. The broadest and most representative issue is the cross-model tokenizer regression in issue 45920.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45920 is the broadest, most central tokenizer regression here: it impacts multiple models, has a clear user-visible symptom (wrong token IDs), and matches the cluster\u2019s overall tokenizer/loading theme better than the narrower model-specific reports.", + "summary": "This is a heterogeneous cluster of loosely related Transformers issues, mostly around tokenizers, config loading, model loading, and inference regressions. The proposed soft pairs are only superficially similar; none look like safe duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best overall representative because it is cross-model, regression-oriented, and describes a concrete tokenizer output failure rather than a one-off model/config edge case.", + "best_issue_reason": "Issue #45920 is the strongest general reference point because it describes a broad, multi-model tokenizer regression with clear impact, but the cluster is too mixed to treat any issue as a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different model families and different failure modes: FSDP2 shared_kv_states KeyError vs TP plan OOM/shape errors." + "reason": "Different models and different failures: Gemma-4 FSDP2 shared_kv_states rebuild vs Qwen3.5 TP-plan linear_attn omissions." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both involve rope/config handling, but one is a reload-default bug and the other is a JSON list type error in validation; not the same defect." + "reason": "Both involve config/rope settings, but one is rotary_pct not persisting on reload; the other is a JSON-list type error in rope validation." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch tokenizer loading, but one is gguf_file support and the other is an offline-mode regex patch regression." + "reason": "Both touch from_pretrained/tokenizer loading, but the root causes differ: gguf_file support vs unconditional model_info() in offline mode." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Different vision models and outputs: RTDetrV2 regression vs VideoPrism output field mix-up." + "reason": "Unrelated symptoms and code paths: ZeRO-3 model load index error vs trainer.evaluate() failing after trainer.train()." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Unrelated problems: ZeRO-3 loading IndexError vs trainer state causing evaluate() failure after train()." + "reason": "Different model families and bugs: RTDetrV2 output drift vs VideoPrism output field misassignment." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Different code paths entirely: XLNet CPU arange issue vs flash_attention crash on s_aux=None." + "reason": "XLNet CPU device placement bug is unrelated to flash_attention.py crashing on sink-less models with s_aux=None." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "One is a BEiT image processor label-reduction bug; the other is a sequence-classification loss degeneracy across models." + "reason": "Different components and failures: BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss bug." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different Qwen3.5 save/load behavior versus an RTDetrV2 inference regression." + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained checkpoint corruption are separate issues." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both are Qwen/tokenization-adjacent, but one is incorrect visual encoder save keys and the other is wrong token IDs across multiple models." + "reason": "Qwen3.5 visual-encoder key saving bug is not the same as a broad tokenizer-ID regression across many models." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet loading/unpacking bug is unrelated to Perceiver interpolation failures." + "reason": "Packed-weight loading in BitNet and Perceiver non-default-resolution failure are unrelated." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Both involve serialization/loading, but one is unexpected position-id keys and the other is a quantized-model save/load regression." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are different training/runtime bugs." + "reason": "Position-id key regressions and quantized save/load corruption are different problems." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but one is a special-token registration issue and the other is an AttributeError in MLukeTokenizer tasks." + "reason": "BigBird special-token registration and MLukeTokenizer task AttributeError do not share the same root cause." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures: MLukeTokenizer task AttributeError vs AutoTokenizer not loading FastSpeech2ConformerTokenizer." + "reason": "Different tokenizer classes and different failures: task-time AttributeError vs AutoTokenizer loading failure." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different regressions in different components: siglip2 zero probabilities vs processor.tokenizer/images-to-tokenizer breakage." + "reason": "Siglip2 zero-probabilities and processor.tokenizer regression are both vision-related, but not the same bug." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but one is trust_remote_code return-object loss and the other is a specific Qwen3.5MoeVisionConfig field dropped by strict parsing." + "reason": "Both mention missing config fields, but one is trust_remote_code loading behavior and the other is a Qwen3.5 field dropped by strict serialization." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to MobileLLM loading KeyError." + "reason": "Qwen3-MoE sliding_window handling and MobileLLM load key errors are unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different model classes and symptoms: siglip2 nonsensical outputs vs Perceiver resolution/interpolation failure." + "reason": "Both are vision model issues, but Siglip2 nonsense outputs and Perceiver resize/interpolation failure are different bugs." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading bug is unrelated to TimesFM window_size attribute access." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError affect different APIs and code paths." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading regressions, but one is offline hub access in a regex patch and the other is a model-specific tokenizer load failure in v5." + "reason": "Both are tokenizer-loading regressions, but one is an offline hub regex patch issue and the other is a model-specific tokenizer load failure." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "Qwen2.5-VL multi-image dataset failure is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Multi-image IterableDataset fine-tuning and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency and a MacOS bus error on CLIP are unrelated defects." + "reason": "Slow/fast tokenizer inconsistency is not the same as a MacOS bus error on a CLIP community model." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import failure and Windows ROCm torch.distributed dependency issues are different loading problems." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Different normalization/runtime bugs: auxiliary-loss normalization vs T5 apex FusedRMSNorm memory leak." + "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency issues are separate failures." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are detection losses, but the crash conditions and root causes differ: float16 AMP/CUDA vs infeasible cost matrix." + "reason": "Different RTDetr losses and different crashes: AMP/CUDA issue vs infeasible cost-matrix error." }, { "left": "issue:43688", - "right": "issue:45701", + "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization bug is not the same as the broad tokenization version-change report." + "reason": "MoE auxiliary-loss normalization is unrelated to T5 silently using apex.FusedRMSNorm." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError and DiffusionGemma pipeline failure are different model-specific issues." + "reason": "Llama4Config missing pad_token_id and DiffusionGemmaGenerationOutput pipeline failure are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is not the same as version-dependent tokenization changes." } ] }, @@ -7968,9 +8039,9 @@ "issue:47254" ], "soft_pairs": [ - "issue:43295|issue:45356", - "issue:43646|issue:43749", "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:43295|issue:45356", "issue:43653|issue:44568", "issue:43756|issue:46402", "issue:46832|issue:46932", @@ -7998,20 +8069,20 @@ "issue:45405|issue:47254", "issue:44734|issue:46612" ], - "prepared_review_unit_hash": "af510500cd601c489b0c748771fb93a49925b4287800386cc9557d84b116db53", + "prepared_review_unit_hash": "c46649a734a28f11b2562bd0f9d5be0931ab3b5136184b3dc61efe7f8bb91f49", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36688, + "serialized_chars": 36687, "estimated_input_tokens": 9172, "estimated_eval_tokens": 18600 }, @@ -8020,186 +8091,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues are mostly unrelated regressions across training, tokenization, config loading, generation, and model-specific behavior. I found no soft-edge pair that clearly describes the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a true duplicate set; the items only share broad transformer/model-adjacent themes.", + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, model-loading, generation, training, and backend-specific bugs. I do not see any duplicate-level overlaps strong enough to merge either issues or PRs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated regressions. If forced, #43646 is the broadest umbrella-style report, but it is still not representative of the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best overall anchor only because it has the broadest discussion/references and a clearly scoped, high-impact regression report.", + "best_issue_reason": "#43646 is the closest thing to a global anchor only because it is broad and regression-oriented, but it is too general to serve as a true duplicate target for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Both are regressions, but they concern different failure modes: processor/tokenizer access in custom code vs codec handling in Kimi-K2.5 tokenization." + "reason": "Both mention backend errors, but one is TensorFlow/tensorboard setup and the other is tensorflow_text backend registration; different failure modes." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage is not the same bug as FSDP CPU RAM efficient loading; different code paths and symptoms." + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both mention backend/tensorflow issues, but one is missing TensorFlow backend detection while the other is an unsupported tensorflow_text backend name." + "reason": "Different regressions in different model/tokenizer paths; no shared code-path bug is evident." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token problems, but the affected tokenizers and the missing behavior are different (BigBird mask token vs mDeBERTa BOS/EOS)." + "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and symptoms, so they are not the same bug." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Completely different models and bugs: RoPE layer dropping in Smollm3 vs missing text encoder weight loading in Sam3Model." + "reason": "One is RoPE layer dropping in Smollm3, the other is missing text encoder weights in Sam3Model; unrelated model-loading problems." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized dtype casting are unrelated implementation bugs." + "reason": "RT-DETR feature-level handling and Gemma4 quantized dtype casting are different subsystems and bugs." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both involve hidden_states/output handling, but they affect different model families and outputs; not the same concrete defect." + "reason": "Both involve hidden_states, but one returns None in CLIPVisionModel and the other stores the wrong tensor in VideoPrism; not the same fix." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Different models and failure modes: CLIPVision hidden_states regression vs xLSTM state unpacking crash." + "reason": "CLIPVisionModel hidden-state output bug is unrelated to xLSTM's return_last_states unpacking crash." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "BigBird special-token registration and DiaConfig custom token IDs are distinct tokenizer/config persistence issues." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training and an import error for GenerationMixin are unrelated." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to a GenerationMixin import error." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video input regression and num_labels propagation are different model/config issues." + "reason": "Video input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache behavior, but one is chunked generation under compilation and the other is xLSTM recurrent-state reset logic." + "reason": "Both concern generation behavior, but one is chunked compiled forward inconsistency and the other is recurrent state reset in modular_qwen3_5; different bugs." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype preservation." + "reason": "gguf_file/from_pretrained loading breakage is unrelated to Blip2 dtype propagation." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "A compile/SDPA model execution bug is not the same as a tokenizer AttributeError." + "reason": "A torch.compile+SDPA model issue and an MLukeTokenizer AttributeError are not the same underlying problem." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenization regressions, but one is a v5 behavior change for clean_up_tokenization_spaces and the other is CodeLlama space-round-trip loss." + "reason": "General clean_up_tokenization_spaces behavior change is not the same as CodeLlama's leading-space round-trip regression." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." + "reason": "Trainer GPU broadcast NoneType error and Qwen2-VL multi-GPU training are too broad and do not point to the same defect." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization inconsistencies around lm_head.weight are not the same as sinq quantization save/load breakage." + "reason": "Serialization inconsistency for tied lm_head weights is different from sinq quantization save/load breakage." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Device-mapping cuda assert on A800 is unrelated to chunked generation inconsistency under compiled forward." + "reason": "Device-mapping cudaErrorAssert in Qwen3 is unrelated to compiled-forward chunked generation inconsistency." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training issue and compute_loss unexpected kwarg are different Trainer-level problems." + "reason": "Multi-GPU training support and compute_loss signature mismatch are separate trainer-facing issues." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Both mention flash attention, but one is Qwen3.5 generation correctness and the other is a broad long-context performance regression." + "reason": "Both mention FA2/generation, but one is a Qwen3.5 correctness failure and the other is a long-context performance regression." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different generation bugs with different triggers and model scope; not mergeable as one fix." + "reason": "Chunked compiled generation inconsistency is not the same as flash-attention generation failure in Qwen3.5." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization and DeepseekV3MoE implementation divergence are related to MoE models but not the same defect." + "reason": "Auxiliary-loss normalization and DeepseekV3MoE implementation divergence are related only by MoE theme, not by shared bug." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field loading failure for Beit is unrelated to Bamba torch.compile SDPA failure." + "reason": "Legacy-field loading failure in BeitForSemanticSegmentation is unrelated to Bamba torch.compile+SDPA failure." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard size default and AutoProcessor missing kwargs to cached_file are unrelated API issues." + "reason": "Save-pretrained shard-size behavior is unrelated to AutoProcessor forwarding kwargs to cached_file." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift during eval and MoE auxiliary-loss normalization are unrelated." + "reason": "Embedding dtype drift in eval and MoE auxiliary-loss normalization are different classes of bugs." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load failure is not the same as a flash-attention performance regression." + "reason": "weight_only from_pretrained error and FA2 long-context performance regression are unrelated generation/load issues." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code ecosystems, but one is missing config fields while the other is a removed utility breaking imports." + "reason": "Missing fields with trust_remote_code config loading is different from the v5 removal of is_torch_fx_available." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "A release-version pin problem for PEFT is unrelated to a DeepSpeed ZeRO-3 checkpointing error." + "reason": "A version-pin issue for PEFT is unrelated to checkpoint errors with PEFT+DeepSpeed+gradient checkpointing." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Serve KV-cache continuation indexing crash and beam-search cache reorder omission are different generation paths and fixes." + "reason": "Serve KV-cache continuation indexing bug and beam-search cache reorder omission are both cache-related but occur in different paths and models." } ] }, @@ -8283,12 +8354,12 @@ "issue:43611|issue:46846", "issue:43525|issue:43572", "issue:43720|issue:44361", - "issue:44514|issue:45290", "issue:44964|issue:45405", + "issue:44514|issue:45290", "issue:43493|issue:43825", "issue:28218|issue:33357", - "issue:44977|issue:46209", "issue:45823|issue:46050", + "issue:44977|issue:46209", "issue:45491|issue:46002", "issue:44554|issue:46365", "issue:39692|issue:43295", @@ -8297,30 +8368,30 @@ "issue:42796|issue:44977", "issue:43334|issue:45759", "issue:43278|issue:43844", - "issue:43334|issue:43572", "issue:43646|issue:44466", + "issue:43334|issue:43572", "issue:44568|issue:46489", "issue:43278|issue:43701", "issue:44568|issue:45812", "issue:43493|issue:43844", - "issue:46209|issue:46710", "issue:43927|issue:44361", + "issue:46209|issue:46710", "issue:43572|issue:44291" ], - "prepared_review_unit_hash": "a0914e8f2c803b359fc1de528b41f98580860a5b010d8b66159e4a00bad2368f", + "prepared_review_unit_hash": "a6bd54f925b7db26454a050abf6afd97402737c480c2f6f72880f9ccfc0df90d", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37957, + "serialized_chars": 37958, "estimated_input_tokens": 9490, "estimated_eval_tokens": 19236 }, @@ -8329,210 +8400,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most items are unrelated model/config/tokenizer regressions that only share superficial vocabulary. I would not merge any of the proposed soft pairs; at most, there are a few broad theme overlaps (e.g. tokenizer regressions, missing pad-token fields) but not the same concrete bug.", - "confidence": 0.82, - "canonical_issue_reason": "If one issue must serve as the representative, issue 45812 is the broadest and most centrally scoped tokenizer-regression report (silent wrong token IDs across Granite models). That said, the cluster is not a true duplicate set, so this is only a weak canonical choice.", + "summary": "The apparent overlaps are mostly broad surface similarity (tokenizers, config loading, multimodal processors, NaNs), but the pairs describe different concrete failures and code paths. I would not merge any of these issues into duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical representative stands out: this set is heterogeneous, spanning unrelated bugs in tokenization, model loading, quantization, docs, and runtime behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best single issue in the set to anchor triage because it describes a concrete, user-facing, cross-model regression and is more broadly representative than the model-specific or documentation-only reports.", + "best_issue_reason": "No single issue is a good global representative because the cluster does not form one coherent duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44625", "right": "issue:47276", "accept": false, - "reason": "Different subsystems and failure modes: config propagation for Qwen3.5 vs a warning-message issue in continuous batching." + "reason": "Different subsystems and failures: config propagation for Qwen3.5 vs a misleading synced_gpus warning." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different bugs: a legacy-field load failure in Beit segmentation vs packed-weight handling in BitNet/accelerate loading." + "reason": "Different models and bugs: Beit legacy-field loading vs BitNet packed-weight handling in accelerate." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Unrelated mechanisms: BitNet packed weights during loading vs DiaConfig losing custom token IDs and failing in generation." + "reason": "Different failure modes: unpacking packed weights vs DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device-mismatch in bark-small is unrelated to DiaConfig save/load token-ID loss." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig serialization/generation errors." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but different problems: doc-example mistakes vs implementation parity/discrepancy with original JAX." + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and the other is an implementation discrepancy with the JAX reference." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different models and code paths: Beit pretrained loading vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Unrelated model-loading bug vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Different issues: dtype not propagating on BLIP2 load vs an MPS attention correctness bug." + "reason": "BLIP2 dtype propagation issue is not the same as the MPS attention correctness bug." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Both involve model loading infrastructure, but one is a generic base_model_prefix regression and the other is a Qwen3.5 tensor-parallel plan bug." + "reason": "Custom-model base_model_prefix loading regression is unrelated to Qwen3.5 tensor-parallel plan entries." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad-token fields after v5, but they affect different model configs and likely different fix sites; not enough to treat as the same bug." + "reason": "Both mention missing pad-token fields, but they affect different configs and attributes; not the same bug." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different errors: packed-weight handling in accelerate loading vs MLukeTokenizer AttributeError during task use." + "reason": "BitNet loading/unpacking is unrelated to MLukeTokenizer task-time AttributeError." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both are chat-template related, but one crashes on batched padding=False input and the other crashes on assistant tool-call messages with no content." + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT version bump issue." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Unrelated: a model-loading failure for Phi-4 multimodal vs a version-pinning issue for MIN_PEFT_VERSION." + "reason": "Both are chat-template crashes, but the triggering inputs and code paths differ materially." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to the pipeline translation-task error message regression." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to the pipeline translation-task error message regression." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug vs a MacOS bus error in a CLIP model; no common code-path." + "reason": "Tokenizer spacing bug and Mac bus error on CLIP are unrelated." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Different regressions: Qwen3.5 flash-attention generation vs FP8 inference failure on B200 GPUs." + "reason": "Gemma4 device-mismatch during forward is unrelated to sinq quantization persistence issues." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Both are device/quantization-adjacent, but one is Gemma4 PLE device mismatch and the other is sinq save/load corruption." + "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to FP8 inference failure on B200." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 NaNs in sliding-window attention are unrelated to classification-head NaNs after checkout/init." + "reason": "Both mention NaNs, but one is a sliding-window attention padding issue and the other is a checkpoint/init classification-head issue." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Attention correctness on MPS is unrelated to an import-order/package-conflict issue with Trainer and datasets." + "reason": "MPS attention correctness and Trainer import dependency conflict are unrelated." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch is unrelated to the v4.57.5 processor.tokenizer regression." + "reason": "Docs/example errors for SigLIP2 are not the same as the processor.tokenizer regression in custom model code." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Different tokenizer-facing failures: model loading failure for cjvt/sleng-bert vs offline-mode breakage from unconditional model_info() calls." + "reason": "Both concern tokenizer loading, but one is a model-specific load failure and the other is an offline-mode regression caused by an unconditional hub call." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs are not the same bug as return_tensors being ignored when text_kwargs is passed." + "reason": "Wrong token IDs for Granite models is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral-3-8B is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different bugs." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id on Qwen3VLConfig is unrelated to AutoModelForCausalLM not unwrapping text_config in composite Qwen multimodal configs." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id AttributeError and the other is from_config not unwrapping text_config." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Dtype drift in evaluation for embeddings is unrelated to the ZeRO-3 gradient increase issue." + "reason": "Different numerical/training issues: dtype drift between train/eval vs gradient growth under ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression is unrelated to inconsistent lm_head.weight serialization." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both involve missing padding-token metadata, but on different model families and different attribute names; not the same concrete bug." + "reason": "Missing pad_token_id on Qwen3-VL is unrelated to missing pad_token_idx on StableLmConfig." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Custom model initialization regression is not the same as inconsistent lm_head.weight serialization/tied-weights behavior." + "reason": "Both are tokenizer regressions, but they affect different models and tokenization behaviors; not the same concrete bug." }, { "left": "issue:44568", - "right": "issue:46489", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: mdeberta special tokens vs Granite token IDs." + }, + { + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS addition for mdeberta-v3 vs DeepSeek-Coder v1 incorrect output after a prior fix gap." + "reason": "Unrelated SigLIP2 implementation discrepancy vs pipeline warning/message regression." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are unrelated training-time issues." + "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is about special-token insertion for a specific tokenizer and the other is a broad wrong-token-ID regression for Granite models." - }, - { - "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "SigLIP2 parity discrepancies are unrelated to the deep-speed gradient explosion report." + "reason": "The failures are model-specific and triggered by different tokenizer paths, so they should not be merged." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 is unrelated to an accuracy regression after upgrading Transformers." - }, - { - "left": "issue:43927", - "right": "issue:44361", - "accept": false, - "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer task-time AttributeError." + "reason": "Both mention inference/accuracy regressions after upgrades, but they are distinct models and failure modes." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + "reason": "Missing pad_token_idx regression is unrelated to init_empty_weights receiving an unexpected argument." } ] }, @@ -8613,13 +8684,13 @@ "issue:46821|issue:46832", "issue:43504|issue:43606", "issue:44849|issue:46209", - "issue:45245|issue:46710", "issue:44493|issue:46285", "issue:44849|issue:45357", + "issue:45245|issue:46710", "issue:43504|issue:43653", "issue:43606|issue:44112", - "issue:45072|issue:46832", "issue:43994|issue:44493", + "issue:45072|issue:46832", "issue:44464|issue:45584", "issue:43873|issue:46050", "issue:42490|issue:43696", @@ -8636,208 +8707,208 @@ "issue:45200|issue:45229", "issue:45588|issue:46050" ], - "prepared_review_unit_hash": "60e9cc74614b11e36cf6df9c5719db6a61641939b28e0272d8334a9e380d3971", + "prepared_review_unit_hash": "5ced7ee4b6cb22ac9334296ca362344ab85263a8511f74d71da5970582a11046", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36401, - "estimated_input_tokens": 9101, - "estimated_eval_tokens": 18458 + "serialized_chars": 36408, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like tokenizers, Qwen/Gemma/GPT models, quantization, or checkpointing, but they do not describe the same concrete bug or change. I would not collapse any of the proposed pairs into duplicates.", + "summary": "This cluster is heterogeneous: the soft pairs mostly link unrelated bugs across tokenizers, model loading, training, quantization, and hardware/runtime-specific failures. No pair looks like the same underlying issue, so all soft edges should be rejected.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue: the items do not form a single duplicate set, so there is no representative issue to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue here is a good global representative because the reports span many unrelated code paths and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "One is a model-load OOM with tensor parallelism; the other is a version pin / packaging issue. Different failure modes and fixes." + "reason": "Qwen TP OOM vs a PEFT version bump; unrelated problems." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP loading vs Qwen2-VL multi-GPU training. Unrelated models and code paths." + "reason": "MacOS bus error on CLIP vs Qwen2-VL multi-GPU training; different bugs." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for Qwen2.5-VL class vs missing Float8 storage type. Different subsystems entirely." + "reason": "Missing Qwen2.5-VL import vs missing Float8 storage type; unrelated." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure vs flash_attn import key error on Python 3.13. No shared bug path." + "reason": "Storage-type error vs flash_attn import key error; different failure paths." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size attribute issue vs RT-DETR backbone feature-level mismatch. Different models and defects." + "reason": "TimesFM window_size AttributeError vs RT-DETR forward TypeError; unrelated models/code." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field load failure for BEiT vs CPU offload device mismatch for bark-small. Not the same issue." + "reason": "Legacy-field model load issue vs CPU offload device mismatch; not the same bug." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs FP8 inference on B200. Different code paths and symptoms." - }, - { - "left": "issue:45245", - "right": "issue:46710", - "accept": false, - "reason": "Category-count limit error vs accuracy regression after upgrade. One is an explicit runtime limit, the other a behavioral regression." + "reason": "Qwen3.5 hidden-states bug vs FP8 inference OOM; different root causes." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id key handling vs CLIP text model structural inconsistency. Different affected components." + "reason": "Unexpected key/position-id issue vs CLIP structure change; not duplicates." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Output_hidden_states bug vs incorrect save_pretrained visual encoder keys. Same model family, but not the same bug." + "reason": "Both Qwen3.5, but one is hidden-states output and the other save_pretrained keys." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category limit runtime error vs accuracy regression after upgrade; unrelated." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field load issue vs BigBirdTokenizer special-token registration problem. Unrelated tokenization/model-loading bugs." + "reason": "Model preset loading vs BigBirdTokenizer special-token decode; different subsystems." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Runtime device mismatch in offload vs stale CI test failure. The latter is a test artifact, not the same defect." + "reason": "CPU offload device mismatch vs stale CI test; not the same underlying problem." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "bfloat16 dtype mismatches vs RT-DETR feature-level indexing/type error. Distinct bugs." + "reason": "Siglip2 bad outputs vs unexpected position-id keys; too different to merge." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs position-id key warning. No evidence of the same underlying cause." + "reason": "bfloat16 dtype mismatch vs RT-DETR feature-level TypeError; unrelated." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty transcription after token alignment. Different generation paths." + "reason": "Compiled forward chunked generation vs Whisper empty-transcription failure; different code paths." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading not working vs quantized model save/load corruption. Related domain, but different concrete problems." + "reason": "Quantization/offloading issue vs broken sinq save/load; related theme, different concrete bug." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning vs CUDA OOM on GPT-oss-20b. No overlap in failure mechanism." + "reason": "Import warning for trailing slash vs CUDA OOM; unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp scripting issue vs unexpected zero probabilities in SigLIP2. Different models and runtime stacks." + "reason": "torch.jit.script GeneratorExp error vs zero probabilities in SigLIP2; unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed ZeRO-3 gradient explosion vs Phi-4 multimodal load failure. Unrelated failures." + "reason": "DeepSpeed gradient anomaly vs Phi-4 multimodal load failure; different bugs." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs FP8 frozen checkpoint missing weight_scale application. Different semantics and fix locations." + "reason": "Qwen3.5 hidden-states bug vs FP8 frozen-checkpoint scaling bug; not the same issue." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "PEFT LoRA gradient checkpointing ineffective vs gradient checkpointing disallowed in eval mode. Both mention checkpointing, but they are distinct behavior bugs." + "reason": "Both about gradient checkpointing, but one is LoRA ineffectiveness and the other eval-mode prohibition." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Qwen3.5 rotary-pos-emb registration crash vs missing linear_attn TP plan entries causing OOM/shape errors. Different implementation areas." + "reason": "Missing decorator on rotary-pos-emb registration vs missing linear_attn TP plan entries; unrelated Qwen3.5 bugs." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "xLSTM unpacking crash in train mode vs PEFT/DeepSpeed checkpointing error. Different models and root causes." + "reason": "xLSTM state-unpacking crash vs PEFT/DeepSpeed checkpoint error; different failures." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs Trainer NoneType broadcast error. Same broad project area only; not the same bug." + "reason": "Slow/fast tokenizer inconsistency vs Trainer NoneType broadcast error; unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 multi-GPU CUDA OOM vs Gemma4 device_map auto forward mismatch. Both involve Gemma4 placement, but the concrete failures differ." + "reason": "Gemma4 OOM vs Gemma4 device mismatch; both model-family issues but different concrete failures." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template node compilation error vs flash_attn import KeyError. Different stack layers and symptoms." + "reason": "Non-template node compile error vs flash_attn import key error; unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer extra-space bug vs TrainerState token counter not updating. Unrelated functionality." + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; different concerns." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids default for fine-tuning vs multi-GPU inference OOM. Different code paths." + "reason": "mm_token_type_ids defaulting bug vs Gemma4 multi-GPU OOM; unrelated." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention sink-less-model crash vs sinq checkpoint save/load corruption. Different components and fixes." + "reason": "flash_attention s_aux None crash vs sinq checkpoint reload corruption; different code paths." } ] }, @@ -8871,8 +8942,10 @@ "issue:42915", "issue:43065", "issue:43295", + "issue:43334", "issue:43450", "issue:43493", + "issue:43525", "issue:43540", "issue:43550", "issue:43572", @@ -8885,7 +8958,6 @@ "issue:43957", "issue:44186", "issue:44423", - "issue:44521", "issue:44554", "issue:44610", "issue:44734", @@ -8894,7 +8966,6 @@ "issue:45072", "issue:45198", "issue:45200", - "issue:45290", "issue:45406", "issue:45446", "issue:45520", @@ -8920,8 +8991,8 @@ "issue:44554|issue:45446", "issue:43065|issue:46369", "issue:29942|issue:30333", - "issue:44977|issue:46701", "issue:43295|issue:43450", + "issue:44977|issue:46701", "issue:44977|issue:46710", "issue:45072|issue:45198", "issue:45588|issue:45759", @@ -8940,231 +9011,237 @@ "issue:45200|issue:45823", "issue:29870|issue:29942", "issue:42490|issue:43493", - "issue:39692|issue:46192", "issue:43295|issue:43493", + "issue:39692|issue:46192", "issue:42915|issue:43824", - "issue:44521|issue:45290" + "issue:43334|issue:43525" ], - "prepared_review_unit_hash": "431e05174c4339a2866f0c92a1d6ab91a9d618440798bf1db0a1a506288a11a9", + "prepared_review_unit_hash": "4930df40a83da6def9ad014248f64fc19faba95296ef08e697bccc1d710799c6", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37716, - "estimated_input_tokens": 9429, - "estimated_eval_tokens": 19114 + "serialized_chars": 37728, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges look like false positives: the items span unrelated bugs across serving, multimodal processing, configs/imports, and model-specific regressions. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue cleanly represents this set because the issues are heterogeneous; if a representative must be named, issue 44521 is the closest because it is active, concrete, and well-scoped around multimodal chat-template behavior.", + "summary": "These items are mostly broad keyword matches across unrelated Transformer bugs. I don\u2019t see a true duplicate cluster or any pair of PR-equivalent changes; all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical: the set spans unrelated bugs across generation, imports, processors, model loading, and training rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best overall representative only in a loose sense: it is open, specific, and has strong discussion/inbound activity, but it does not actually subsume the unrelated issues in this cluster.", + "best_issue_reason": "No issue is globally representative enough to stand in for the cluster; the overlaps are superficial and model/subsystem-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-time multimodal crashes, but one is continuous-batching/'str'.to and the other is KV-cache continuation / tensor indexing; different failing paths." + "reason": "Both are serve crashes, but one is a multimodal .to() AttributeError and the other is KV-cache tensor indexing; different bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "Different domains: SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GenerationConfig validation vs image-text-to-text pipeline failure; unrelated symptoms and code paths." + "reason": "GenerationConfig validation for GLM-5 and a DiffusionGemma pipeline failure are different code paths and symptoms." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash vs apply_chat_template empty-list crash." + "reason": "Whisper timestamp decoding and apply_chat_template on empty input are unrelated crashes." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Device-mapping CUDA assert vs model accuracy regression; not the same bug." + "reason": "CUDA assert on auto device mapping is unrelated to an accuracy regression after upgrade." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Different import/load regressions with different triggers and code paths." + "reason": "Both involve loading/import behavior, but the missing flash-attention helper and meta-device model loading are distinct defects." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue vs flex_attention import version check; unrelated fixes." + "reason": "MPS attention correctness and a flex_attention import version check are separate issues." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d vs sam3-litetext memory overflow; different underlying problems." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "FlashAttention2 test failures vs MLflow reporting after a failed training job; unrelated subsystems." + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs DiffusionGemma image-text-to-text pipeline failure." + "reason": "Processor.tokenizer regression and batched video output shape are different processor bugs." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Processor/tokenizer regression vs video batch shape bug; different input handling paths." + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Qwen3.5 flash-attn generation issue vs DeepSeek accuracy regression after upgrade." + "reason": "A generation bug in Qwen3.5 is not the same as a model accuracy regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch in CI vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save_pretrained/tokenization failures are different subsystems." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention sink-less model crash vs from_config text_config unwrapping; different code paths." + "reason": "flash_attention sink-less-model crash and multimodal config unwrapping are not the same underlying bug." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "serve/_tokenizer attribute error vs rope-validation TypeError." + "reason": "Gemma4Processor missing _tokenizer and rope-params TypeError are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom model processor regression vs quantization offloading behavior." + "reason": "A processor.tokenizer regression does not match an offloading-with-quantization issue." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs TimesFM window_size AttributeError." + "reason": "Both mention missing config attributes, but StableLm pad_token_idx and TimesFM window_size are different models and failures." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError vs Gemma4 mm_token_type_ids defaulting." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma 4 text-only fine-tuning defaults are different bugs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 PLE device_map mismatch vs return_tensors/text_kwargs precedence bug." + "reason": "Device placement mismatch in Gemma4 PLE is unrelated to return_tensors being ignored." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/padding bug vs return_tensors ignored when text_kwargs is passed." + "reason": "LayoutLMv2 NER/padding crashes and return_tensors handling are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression vs OmDet-Turbo processor size mismatch." + "reason": "Processor.tokenizer access and OmDet-Turbo input-size mismatch are different problems." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config pad_token_idx regression vs meta-device model loading failure." + "reason": "A missing config field in StableLm and meta-device loading breakage are not the same issue." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batch shape bug vs tensor-parallel OOM on a large Qwen2 model." + "reason": "Batched video shape errors and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are different training/inference issues." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "flash_supports_window_size import regression vs Qwen2_5_VL import failure." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn KeyError on Python 3.13 vs tensorflow_text backend mapping error." + "reason": "flash_attn KeyError on Python 3.13 and BACKENDS_MAPPING tensorflow_text error are unrelated import-utils bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "mm_token_type_ids defaulting vs PLE device mismatch." + "reason": "Defaulting mm_token_type_ids and device-map forward mismatch are separate Gemma 4 issues." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate decoder_attention_mask bug vs FlashAttention2 tests; no shared underlying defect." + "reason": "Bart generate() UnboundLocalError is unrelated to Flash Attention 2 test failures." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local-path import warning vs SigLIP2 implementation discrepancy." + "reason": "Trailing-slash local path warning and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "SigLIP2 documentation example errors vs return_tensors/text_kwargs behavior." + "reason": "A processor.tokenizer regression is not the same as a SigLIP2 HF-vs-JAX mismatch." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Processor/tokenizer regression vs SigLIP2 JAX/HF discrepancy." + "reason": "SigLIP2 doc example errors and return_tensors/text_kwargs behavior are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen2_5_VL import error." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a Qwen2.5-VL import error." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Both are in chat-template/multimodal territory, but one is all-zero assistant masks and the other is tool-call assistant-message crashing; different bugs and fixes." + "reason": "Both mention missing pad_token_id, but Qwen3-VL and Llama4Config failures are model-specific and not the same bug." } ] }, @@ -9194,12 +9271,10 @@ "issue:41720", "issue:43262", "issue:43278", - "issue:43334", "issue:43335", "issue:43425", "issue:43450", "issue:43452", - "issue:43525", "issue:43550", "issue:43606", "issue:43653", @@ -9214,6 +9289,7 @@ "issue:44442", "issue:44466", "issue:44479", + "issue:44521", "issue:44561", "issue:44610", "issue:44737", @@ -9223,6 +9299,7 @@ "issue:45127", "issue:45198", "issue:45200", + "issue:45290", "issue:45325", "issue:45381", "issue:45412", @@ -9237,18 +9314,18 @@ "issue:46932" ], "soft_pairs": [ - "issue:43334|issue:43525", + "issue:44521|issue:45290", "issue:43278|issue:43856", "issue:28218|issue:35141", "issue:45381|issue:46209", "issue:43824|issue:43975", - "issue:44466|issue:45127", "issue:44737|issue:46894", + "issue:44466|issue:45127", "issue:43262|issue:43450", "issue:43975|issue:45520", "issue:43950|issue:46285", - "issue:43452|issue:46512", "issue:43653|issue:44112", + "issue:43452|issue:46512", "issue:44561|issue:46234", "issue:44442|issue:45198", "issue:45200|issue:46899", @@ -9262,199 +9339,199 @@ "issue:44610|issue:44857", "issue:43819|issue:45083", "issue:37428|issue:43425", - "issue:43827|issue:43901", - "issue:43606|issue:45083" + "issue:43606|issue:45083", + "issue:43827|issue:43901" ], - "prepared_review_unit_hash": "0e3adf924d786a27fc1319794354f95718abad010e6aeb63682f65748d9456f5", + "prepared_review_unit_hash": "9d2a1fec9b3a52b0a8de3f2f7191d10317a850d90d0667748178cfbd1dd06022", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35642, - "estimated_input_tokens": 8911, - "estimated_eval_tokens": 18078 + "serialized_chars": 35625, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated model-, processor-, or infrastructure-specific bugs. I don\u2019t see a true duplicate pair among the soft edges, so the cluster should not be merged into a single canonical bug.", - "confidence": 0.72, - "canonical_issue_reason": "No strong canonical duplicate emerges from this set; if one issue must be picked, issue:43950 is the most broadly applicable framework-level regression, but the cluster as a whole is not a single bug family.", + "summary": "This is a loose collection of mostly unrelated Transformers bugs/docs regressions across tokenization, multimodal processors, loading/config, and CI. None of the suggested soft pairs look like the same underlying defect, so I would not deduplicate any of them.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the items are weakly text-similar but cover different subsystems and failure modes rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative only because it describes a generic transformers 5.x regression with broad impact; otherwise the items are too diverse to share a single issue.", + "best_issue_reason": "If forced to pick a representative, issue 44521 is the most active and user-facing, but it is still not a true cluster canonical because the cluster is heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Both are pad_token_id AttributeErrors, but they hit different config classes and likely need model-specific fixes, not one shared bug." + "reason": "Both mention apply_chat_template, but one is multimodal assistant masks and the other is a tool-call/content crash; different failure modes." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "One is an embedding dtype regression in eval; the other is Qwen3 MoE memory usage. Different symptoms and code paths." + "reason": "BF16/FP32 eval dtype regression is unrelated to Qwen3 MoE memory usage during training." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing." + "reason": "Tokenizer extra-space behavior is unrelated to output embedding reinitialization after resizing." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are separate runtime problems." + "reason": "Qwen2.5-VL video position-id bug and B200 FP8 inference failure are different hardware/model issues." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class is unrelated to DeepSeek detokenization behavior." + "reason": "ImportError for a Qwen2.5-VL class is unrelated to DeepSeek Coder detokenization." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Serialization of lm_head.weight by device is not the same bug as LoRA merge collapse with extended vocab." + "reason": "XLNet CPU placement bug is unrelated to CohereASR training-loss shifting." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "XLNet CPU placement in torch.arange is unrelated to CohereASR training-loss double shift." + "reason": "Serialization of lm_head.weight by device is not the same as LoRA merge collapse with extended vocab." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and batched video shape handling are different processor bugs." + "reason": "Audio apply_chat_template sampling-rate default and batched video output shape are different processor bugs." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization corruption and a flash_attn import KeyError are unrelated." + "reason": "Detokenization regression and flash_attn import KeyError are unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on load is a different failure mode from CLIP text model structural inconsistency." + "reason": "Non-persistent buffer corruption on from_pretrained is not the same as CLIP text model structure inconsistency." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "GGUF loading breakage and stale config.dtype after from_config are separate issues in different load paths." + "reason": "BigBirdTokenizer special-token registration is unrelated to a GraniteSpeech CI device-override test." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Tokenizer special-token registration and a GraniteSpeech CI test issue do not share the same underlying bug." + "reason": "gguf_file loading breakage is unrelated to from_config(dtype=...) leaving config.dtype stale." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing utility removal fallout and a missing Falcon-Mamba availability helper are different import-utility regressions." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is not the same as a missing falcon_mamba availability helper." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are distinct tokenizer/model bugs." + "reason": "Different ASR/tokenizer failures: FastSpeech2Conformer loading vs Wav2Vec2 save_pretrained/tokenization." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Zero-default mm_token_type_ids for text-only tuning is unrelated to unsafe dtype casting in multimodal embedders." + "reason": "mm_token_type_ids defaulting for text-only finetuning is different from quantized vision/audio embedder dtype casting." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Qwen video input regression and ignored return_tensors handling are separate API regressions." + "reason": "Qwen video-input regression and return_tensors being ignored are unrelated API bugs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC.from_latents mismatch and a stale CI device-override test are not the same bug." + "reason": "DAC.from_latents mismatch and a GraniteSpeech CI test failure do not share the same code path." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution failure and RT-DETR memory release issues affect different subsystems and fixes." + "reason": "Perceiver non-default-resolution failure is unrelated to RT-DETR memory release/leak behavior." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 token_type_ids defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." + "reason": "Text-only mm_token_type_ids defaulting is not the same as Qwen2.5-VL rope index scaling for still images." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are unrelated model implementation problems." + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are different model/config problems." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "The Gemma 4 token_type_ids bug is not the same as the quantized vision/audio dtype-casting issue." + "reason": "Both are Gemma4 multimodal, but one is token-type defaults and the other is quantized embedder dtype casting." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are different hardware/runtime failures." + "reason": "Qwen3 auto device-map cuda assert on A800 is unrelated to FP8 inference failing on B200." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are distinct vision-model issues." + "reason": "OmDet-Turbo processor output sizing and LwDetrImageLoss AMP crash are different bugs." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Both mention qwen3_omni_moe, but one is DAC latent reconstruction and the other is a feature-length helper behavior change." + "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing flash-attention helper import and Torch 2.10 incompatibility are different compatibility/import problems." + "reason": "Missing flash-support import and Torch 2.10 incompatibility are separate version/import issues." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Both are docs-related, but they cover different API removals and different pages; not the same concrete change." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe helper output lengths." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "CPU offload device mismatch in Bark and a qwen3_omni_moe feature-length helper issue are unrelated." + "reason": "These are both docs issues, but one is about removed pipeline usage and the other about return_all_scores wording; not the same bug." } ] }, @@ -9492,6 +9569,7 @@ "issue:43504", "issue:43526", "issue:43550", + "issue:43606", "issue:43611", "issue:43653", "issue:43854", @@ -9530,8 +9608,8 @@ "issue:44792|issue:45563", "issue:43335|issue:43653", "issue:44857|issue:45593", - "issue:44206|issue:45584", "issue:46512|issue:46821", + "issue:44206|issue:45584", "issue:45759|issue:46285", "issue:28282|issue:33357", "issue:43388|issue:43526", @@ -9547,204 +9625,216 @@ "issue:45520|issue:46170", "issue:46431|issue:46566", "issue:45290|issue:46326", + "issue:43335|issue:43606", "issue:44448|issue:44743", - "issue:43335|issue:45593", "issue:37428|issue:44351", "issue:44617|issue:46697", "issue:42490|issue:43854", "issue:45588|issue:45859", "issue:34689|issue:35141" ], - "prepared_review_unit_hash": "680e050bb730e13720348eee5b5a1db692d469f73807a4cbf99c6611d0f56bf7", + "prepared_review_unit_hash": "445ab89114b3a29ee36658c3690989b9c56c835e7eeb7405fad65377280ace6d", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35675, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers bugs across different models, platforms, and code paths. None of the soft-similarity pairs look like the same underlying issue, so I would not merge any of them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "These are mostly unrelated Transformer issues with only superficial semantic overlap; none of the soft pairs look like the same underlying bug or a mergeable duplicate PR set.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the candidates span different subsystems and failure modes, so there is no safe duplicate target to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43335 is the most prominent standalone bug report in the set, with the highest discussion activity and a concrete, reproducible runtime failure, but it is not a duplicate of the other items.", + "best_issue_reason": "No single issue is a strong global representative because the set does not cohere around one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Both are test-related, but they fail for different reasons in different generation paths: janus image generation vs stale paged-generate warning." + "reason": "Different bugs: Janus image generation test failure vs a paged-generate warning regression." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "MacOS CLIP bus error and BigBirdTokenizer special-token registration are unrelated bugs in different subsystems." + "reason": "Unrelated code paths: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "One is an AMP/CUDA crash in LwDetrImageLoss; the other is D-FINE skipping auxiliary losses when denoising is off." + "reason": "Different models and failures: LwDetrImageLoss AMP crash vs D-FINE auxiliary-loss behavior." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Unsupported `center` argument in LasrFeatureExtractor and Whisper empty-transcription failure after token alignment are different defects." + "reason": "Core APIs differ: stale model.config.dtype after from_config vs TimesFM window_size AttributeError." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "`config.dtype` staleness after `from_config(dtype=...)` is unrelated to the TimesFM `window_size` attribute error." + "reason": "Both are audio-related, but one is a feature-extractor argument regression and the other is Whisper empty-transcription generation." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both involve model/config structure, but one is about unwrapping `text_config` for multimodal causal LM configs and the other is CLIP class structure drift." + "reason": "Both concern model structure, but they affect different classes and code paths (Qwen multimodal config vs CLIP text model layout)." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch-missing ImportError for AutoModel and a MacOS bus error loading a community CLIP model are different failure modes." + "reason": "Different failure modes: missing PyTorch ImportError vs MacOS bus error loading a community CLIP model." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both touch labels, but one is `gather_for_metrics` dropping tuple elements and the other is BEiT Fast image processor reducing labels incorrectly." + "reason": "Both mention labels, but one is metrics batching and the other is Beit image-processor label reduction." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in Siglip2 and RT-DETR memory not being released are unrelated behavioral vs lifecycle bugs." + "reason": "Completely different symptoms: zero probabilities in Siglip2 vs RT-DETR memory not being released." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` rejecting `NoneType` are separate issues in different execution paths." + "reason": "Separate regressions: Flash Attention 2 test failures vs Trainer GPU broadcast rejecting NoneType." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both concern v5 behavior changes, but one is model loading with `base_model_prefix` and the other is device-dependent serialization of `lm_head.weight`." + "reason": "Different v5 regressions: base_model_prefix loading vs lm_head.weight serialization/tied-weight behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "CLIP on MacOS crashing and BEiT semantic-segmentation loading a legacy field are different model-specific bugs." + "reason": "Different subsystems: SwitchTransformers config bug vs Beit semantic-segmentation preset loading." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Cache length config handling for quantized cache and static-cache slice arithmetic on non-CUDA backends are not the same bug." + "reason": "Both are cache-related, but one is max_cache_length policy and the other is seq_length device-tensor arithmetic in prefill." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2 and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." + "reason": "Unrelated: Python 3.13 import parsing failure in DebertaV2Model vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "A torch.compile/SDPA failure in Bamba-9B-v2 and a stale GraniteSpeech CI test are distinct problems." + "reason": "Different domains: torch.compile/SDPA failure in Bamba vs a GraniteSpeech CI stale-device test." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "A MacOS CLIP bus error and a qwen3_omni_moe helper-function issue do not share the same underlying code path." + "reason": "No common bug: sparse encoder layer creation vs a helper computing feature-extractor output lengths." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "These are separate regressions in unrelated models/tests; no shared failure mechanism is evident." + "reason": "Different code paths and symptoms; shared only by being bugs in Transformers." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "One is a flash-attn import key error on Python 3.13; the other is a Windows ROCm/torch.distributed import problem." + "reason": "Both are import/environment issues, but one is flash_attn on Python 3.13 and the other is Windows ROCm torch.distributed dependency handling." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template in a processor and DiffusionGemma staying on meta with `device_map=\"auto\"` are unrelated." + "reason": "Different failures: missing chat template on a processor vs DiffusionGemma weights stuck on meta with device_map=auto." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templating, but one is assistant tool-call handling with empty content and the other is `continue_final_message` for mistral_common tokenizers." + "reason": "Both involve chat templating, but one crashes on assistant tool calls with no content and the other is continue_final_message for mistral_common tokenizers." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43335", + "right": "issue:43606", "accept": false, - "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset with cache are different model-behavior bugs." + "reason": "Unrelated: sparse-layer config for SwitchTransformers vs CPU offload device mismatch in bark-small." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "CLIP MacOS bus error and D-FINE auxiliary-loss handling are unrelated." + "reason": "Different model families and bugs: Pegasus output drift between versions vs recurrent-state reset in modular_qwen3_5 cache handling." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different modules (`_flash_supports_window_size` vs `HybridCache`)." + "reason": "Both are import errors, but they are for different missing symbols in different modules and likely different version breaks." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are completely different issues." + "reason": "No overlap in bug shape: CUDA OOM in Sam3Video vs Swin2SR image over-padding." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash test loading failure are not the same bug." + "reason": "Different issues: local-path import warning with trailing slash vs unit-test failure loading GLM-4.7-Flash." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "An AttributeError in flash_attention integration for sink-less models and CPU-offload incompatibility in Qwen3_5MoE are different code paths." + "reason": "Both touch Qwen/flash-attention areas, but one is an AttributeError on s_aux=None and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision load regression and token-embedding resize reinitialization in `post_init` are unrelated model-loading vs initialization bugs." + "reason": "Different model-loading regressions: Llama 3.2 Vision load breakage vs post_init reinitializing output embeddings after resize." + }, + { + "left": "issue:43504", + "right": "issue:43335", + "accept": false, + "reason": "Reversed pair from a different bug family: legacy-field loading in Beit vs SwitchTransformers sparse-layer config." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Reversed pair already rejected: batch label trimming vs BeitImageProcessorFast label reduction are separate behaviors." } ] }, @@ -9817,14 +9907,14 @@ "issue:47000" ], "soft_pairs": [ - "issue:44514|issue:44521", "issue:43819|issue:44493", + "issue:44514|issue:44521", "issue:39692|issue:43526", "issue:29127|issue:32090", "issue:43606|issue:44857", "issue:44206|issue:45823", - "issue:43278|issue:43825", "issue:39692|issue:44493", + "issue:43278|issue:43825", "issue:28218|issue:32090", "issue:43720|issue:44112", "issue:10000|issue:15354", @@ -9835,10 +9925,10 @@ "issue:26413|issue:31501", "issue:44857|issue:45072", "issue:32090|issue:33357", - "issue:43550|issue:45083", "issue:42490|issue:43575", - "issue:45459|issue:46234", + "issue:43550|issue:45083", "issue:38175|issue:44493", + "issue:45459|issue:46234", "issue:44360|issue:44561", "issue:45593|issue:47000", "issue:27957|issue:34689", @@ -9846,20 +9936,20 @@ "issue:29870|issue:32090", "issue:43278|issue:43329" ], - "prepared_review_unit_hash": "7f8736b5dfbc91d9be493239e9f7e66daf8a465ca900b27d6e8643b9dbf3d67f", + "prepared_review_unit_hash": "66b9a799bec37a66669057e91fcec15ee1a8211c03a9c6e43fa2871f0a099ec9", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35578, + "serialized_chars": 35580, "estimated_input_tokens": 8895, "estimated_eval_tokens": 18046 }, @@ -9868,186 +9958,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Nearly all proposed pairs are unrelated and should stay separate. The only clear duplicate is the two identical Qwen3.5 MoE from_pretrained regression reports.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45310 is the cleanest canonical anchor: it describes the exact Qwen3.5 MoE from_pretrained regression, and issue:45478 is effectively the same report with the same title.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across different models and subsystems. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression; everything else is too broad or too different to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier, fuller report of the exact Qwen3.5 MoE `from_pretrained` regression; 45478 is a later duplicate of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative issue in this set because it is an exact duplicate target with a concrete, model-specific regression and enough context to anchor deduping.", + "best_issue_reason": "issue:45310 is the best representative issue in this set because it is the clearest and earliest exact duplicate pair, with slightly more context than the later report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Both involve apply_chat_template on multimodal/Qwen2.5-VL paths, but one is a batched-padding crash and the other is incorrect assistant masks; same area, not the same bug." + "reason": "Different failures in different code paths: DAC latent decoding vs position-id/key warnings." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Different models and failures: DAC from_latents mismatch vs a position-id key warning; no shared code-path bug." + "reason": "Both involve chat templates, but one is a batched-padding crash and the other is incorrect multimodal assistant masks; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/quantization example issues are unrelated to BEiTImageProcessorFast reduce_labels behavior." + "reason": "Unrelated vision/processor problems with no shared underlying defect." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one TypeError are unrelated issues." + "reason": "Clarity of a LayoutLMv3 error message is unrelated to a Trainer GPU broadcast type error." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Both are device/dtype-related, but they affect different models and distinct execution paths." + "reason": "Both are device/dtype-related, but they affect different models and failure modes." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated bugs." + "reason": "Different bugs: unsupported `center` arg in a feature extractor vs Gemma4 device-map mismatch." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Embedding dtype drift during evaluate and a pipeline translation-support error message are not the same underlying defect." + "reason": "No same underlying bug; one is a SigLIP2 doc/example issue, the other is a position-id key warning." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "A SigLIP2 documentation failure and a position-id key regression have no concrete overlap." + "reason": "Embedding dtype drift and pipeline error-message regression are unrelated." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer GPU broadcast TypeError." + "reason": "Tokenizer spacing bug and Trainer broadcast type error are unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and a GraniteSpeech stale device override test failure are different problems." + "reason": "Packed-weight loading failure is unrelated to a stale CI test in GraniteSpeech." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel and torch.jit.script GeneratorExp support are unrelated legacy issues." + "reason": "Different models and different issues: DistilBert/German vs ViT JIT export." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch does not match qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v5-related regressions, but one is Pegasus output drift and the other is DeepSeek tokenizer correctness; different bugs." + "reason": "Both are v4/v5 regressions, but they affect different components and code paths." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same exact title and same Qwen3.5 MoE from_pretrained regression; these are clear duplicates." + "reason": "Same title and same concrete regression: `transformers>=5.4.0` breaks Qwen3.5 MoE `from_pretrained`." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with extended vocab and a 2^24 categories runtime error are unrelated." + "reason": "LoRA/tied-embedding collapse and category-count limit are unrelated failures." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both concern training startup, but one is resume_from_checkpoint epoch_iterator failure and the other is FineWeb SLM training not starting; not the same root cause." + "reason": "Resume-from-checkpoint epoch iterator failure is not the same as training not starting." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different dtype/AMP issues in different models and subsystems; not a single concrete bug." + "reason": "Different model-specific numeric/device mismatches; not mergeable as one bug." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS bus error with CLIP are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature-length logic." + "reason": "Trainer broadcast error and MacOS CLIP bus error are distinct failure modes." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and Qwen2-57B tensor-parallel OOM are different issues." + "reason": "Local-path import warning is unrelated to Qwen2-57B tensor-parallel OOM." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Tokenizer protobuf error masking and missing import_utils symbol are both import-related but not the same bug." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe length calculation." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are unrelated model behaviors." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same bug as a position-id warning." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error handling with missing protobuf and a missing import_utils helper are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + "reason": "A missing ReLU in a DSA indexer is unrelated to trust_remote_code breakage from removing `is_torch_fx_available`." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and RTDetrLoss infeasible cost-matrix crash are distinct detection bugs." + "reason": "Different detection-loss bugs with different failure mechanisms." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision model loading regression are unrelated." + "reason": "Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and embedding reinitialization on resize are different bugs." + "reason": "Failing FA2 tests and token-embedding reinit on resize are unrelated." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate decoder_attention_mask bug and Trainer _gpu_broadcast_one TypeError do not share a concrete code path." + "reason": "BART generate-time decoder mask bug is unrelated to GPU broadcast type handling." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 dtype drift and undefined video-branch helpers in _get_num_multimodal_tokens are unrelated." + "reason": "Evaluate-time dtype drift and multimodal video-token helper undefined variables are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The 45310/45478 duplicate call is supported by identical titles and the same Qwen3.5 MoE from_pretrained regression, and the other pair verdicts are conservatively negative without overclaiming shared root cause." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:45310 / issue:45478, is clearly the same Qwen3.5 MoE `from_pretrained` regression with identical titles and close evidence. The other soft-edge rejections are cautious and do not overstate similarity beyond the titles/evidence shown." }, "evaluator_used": true, "retried": false, @@ -10078,7 +10168,6 @@ "issue:37428", "issue:39692", "issue:40444", - "issue:41720", "issue:42175", "issue:42490", "issue:43257", @@ -10119,8 +10208,8 @@ ], "soft_pairs": [ "issue:37428|issue:42175", - "issue:44464|issue:46424", "issue:45290|issue:45381", + "issue:44464|issue:46424", "issue:43257|issue:43299", "issue:44448|issue:44977", "issue:29870|issue:33290", @@ -10138,225 +10227,218 @@ "issue:42490|issue:43873", "issue:43873|issue:45229", "issue:29127|issue:34567", - "issue:44871|issue:44977", "issue:43381|issue:43701", - "issue:46421|issue:46858", "issue:33357|issue:39692", + "issue:44871|issue:44977", "issue:44448|issue:44466", + "issue:46421|issue:46858", "issue:44186|issue:45198", "issue:45588|issue:45823", - "issue:41720|issue:45229", - "issue:44361|issue:45198", - "issue:43278|issue:43575" + "issue:43278|issue:43575", + "issue:44361|issue:45198" ], - "prepared_review_unit_hash": "5ac265cf820f9812b310127ba587dea967ab1bcd449464a9add8de5b83ca2b74", + "prepared_review_unit_hash": "e0a4e136c2f3f27288df5cf272661001053cb3e5b1ad834bc625a47376bca2de", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36951, - "estimated_input_tokens": 9238, - "estimated_eval_tokens": 18732 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer regressions, cache/compile bugs, trainer errors, model-loading issues, docs problems, and OOMs. None of the soft pairs look like true duplicates, so there is no safe canonical artifact.", - "confidence": 0.93, - "canonical_issue_reason": "No canonical issue: the items span many unrelated failure modes and model families, so a single issue would misrepresent the cluster.", + "summary": "The soft pairs are mostly broad topical similarities, not true duplicate bugs. None look safe to merge as the same underlying issue/change, so all soft edges are rejected. If an issue anchor is needed, issue 43873 is the strongest standalone report, but it is not a duplicate of the others.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43873 is the most active and concrete standalone bug report in the set, but the items are too heterogeneous to form a real duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue. If forced, issue:45920 is the broadest regression report, but it still does not cover the rest of the cluster.", + "best_issue_reason": "Issue 43873 has the highest signal for follow-up: active discussion, inbound references, and a specific reproducible cache/quantization problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Different bugs: a missing flash-attention import symbol vs TensorFlow being absent from a pip extra." + "reason": "Different bugs: missing internal flash-attention symbol vs packaging/dependency omission for tensorflow." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Both involve generation/cache, but one is chunked generation correctness and the other is cache length handling for quantized cache." + "reason": "Both are multimodal, but one is chat-template/tool-call handling and the other is video vision-position-id logic." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Different code paths: chat template tool-call handling vs Qwen2.5-VL video vision position IDs." + "reason": "Cache-related, but one is chunked generation with compiled forward and the other is max_cache_length handling for quantized cache only." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is weight conversion with accelerate+deepspeed and the other is a v5 loading breakage for Qwen3VL." + "reason": "Same model family, different failure modes: loading/conversion with accelerate+deepspeed vs a v5 load regression for Qwen3VL MoE." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: Pegasus output drift vs Qwen3.5 flash-attention generation issues." + "reason": "Different model families and symptoms: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Unrelated: BART generate mask initialization error vs Adafactor+DeepSpeed OOM." + "reason": "UnboundLocalError in generate() is unrelated to an OOM from Adafactor + DeepSpeed." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Both touch vision inputs, but one is Qwen2.5-VL multi-image finetuning and the other is BEiT label reduction behavior." + "reason": "One is finetuning with multiple images per prompt; the other is BEiT Fast label reduction returning the wrong shape/value." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Different bugs: dtype drift during evaluate vs gradient checkpointing being disallowed in eval mode." + "reason": "Eval-mode dtype drift is not the same bug as gradient checkpointing being disallowed in eval." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both are import/runtime errors, but they stem from different models and different decorator/registration issues." + "reason": "Both involve decorators/parsing, but one is Python 3.13 import syntax and the other is a missing registration decorator in Qwen3.5 kernels." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to an optimizer memory OOM." + "reason": "Distributed broadcast of NoneType is unrelated to optimizer memory exhaustion." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast failures." + "reason": "Pipeline top_k nesting behavior is a different code path from trainer broadcast failure." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both are save/load-related, but one loses token IDs and the other loads the wrong custom module." + "reason": "Save/load serialization bugs, but one loses custom token IDs and the other loads the wrong custom module." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Different processors: chat template tool-call crash vs video padding calculation in SmolVLM." + "reason": "Chat-template tool-call crash is unrelated to the SmolVLM video padding calculation bug." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Different tokenizer bugs: wrong token IDs for several models vs return_tensors being ignored with text_kwargs." + "reason": "Tokenizer regression across multiple models is not the same as return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Unrelated: flash-attention generation bug vs multi-GPU CUDA OOM." + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different failures." }, { "left": "issue:44530", "right": "issue:47276", "accept": false, - "reason": "Different concerns: PagedAttentionCache crash vs a misleading synced_gpus warning message." + "reason": "A PagedAttentionCache crash is not the same as a misleading warning message." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Different regressions: removal of is_torch_fx_available vs DeepSeek tokenizer output changes." + "reason": "Removal of a helper breaking trust_remote_code models is different from DeepSeek tokenizer output regression." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning is unrelated to quantization offloading behavior." + "reason": "Trailing-slash import warning is unrelated to quantization offloading not working." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both relate to memory, but one is quantized offloading and the other is Gemma4 multi-GPU OOM." + "reason": "Offloading/quantization behavior is not the same as Gemma4 multi-GPU OOM." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "Unrelated: LayoutLMv3 error-message clarity vs TrainerState token accounting." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "Gemma EOS config inconsistency is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "LayoutLMv3 error-message clarity and TrainerState token tracking are unrelated." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + "reason": "Checkpointing in eval mode and resume checkpoint key mismatch are different training-state bugs." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Both involve cache/compile, but one is recompilation from lazy init and the other is a device-tensor seq-length arithmetic bug." + "reason": "MacOS bus error in CLIP loading is unrelated to SigLIP2 documentation example errors." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Different problems: MacOS bus error on CLIP vs SigLIP2 documentation example errors." + "reason": "EOS-token config mismatch is a different issue from flash-attention generation failure." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different failures: model output regression vs device-dependent lm_head serialization." + "reason": "Both are v4/v5 regressions, but one changes model outputs and the other serializes lm_head.weight inconsistently." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Spurious recompilation from lazy cache init is different from get_seq_length returning a device tensor and breaking slice arithmetic." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different models and bugs: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Tokenizer crashes on NER padding/truncation are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Different code paths: flash_attention s_aux handling vs Gemma4 PLE device mismatch with device_map='auto'." + "reason": "Flash-attention aux-state crash and Gemma4 device mismatch are different code paths and symptoms." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Both are runtime resource/device issues, but one is cudaErrorAssert from auto device mapping and the other is OOM." + "reason": "Eval dtype change is unrelated to OOM when loading a large Qwen2 model with tensor parallelism." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Tokenizer AttributeError and Wav2Vec2 save/tokenization failure are different bugs." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is unrelated to tp-based OOM when loading Qwen2-57B-A14B-Instruct." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer/model bugs." } ] }, @@ -10387,6 +10469,7 @@ "issue:33357", "issue:34689", "issue:35141", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", @@ -10411,8 +10494,8 @@ "issue:44743", "issue:44977", "issue:45198", + "issue:45229", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", @@ -10424,12 +10507,12 @@ "issue:45803", "issue:46121", "issue:46693", - "issue:46701", "issue:47217", "issue:47276" ], "soft_pairs": [ "issue:43976|issue:45440", + "issue:41720|issue:45229", "issue:29942|issue:30064", "issue:43611|issue:46121", "issue:45198|issue:45803", @@ -10444,8 +10527,8 @@ "issue:44977|issue:45563", "issue:43653|issue:44442", "issue:44265|issue:45198", - "issue:43065|issue:43994", "issue:43575|issue:43701", + "issue:43065|issue:43994", "issue:29127|issue:33357", "issue:42490|issue:43381", "issue:45491|issue:46693", @@ -10456,211 +10539,210 @@ "issue:43994|issue:45412", "issue:43526|issue:47217", "issue:45440|issue:45593", - "issue:45459|issue:45712", - "issue:45406|issue:46701" + "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "3955b512f0fd7e6894251d130d81bb74c916e8b7ebbd4f7f2308f19e84cfbfe0", + "prepared_review_unit_hash": "708d81b5971fad0d1186dd216f6b5a3aa010f7b95fd422875195c056d4261fb9", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36003, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "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 heterogeneous: the issues describe unrelated model-, tokenizer-, export-, memory-, and warning-related bugs. None of the soft pairs look like the same underlying problem, so all are rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster because the reports span unrelated subsystems and failure modes rather than one duplicate bug.", + "summary": "No soft pair looks like the same underlying bug or change; these are mostly unrelated issues that happen to share broad themes like quantization, generation, or model loading. I chose issue 46693 as the best representative because it is a clear regression report with the highest engagement and broad impact.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46693 is the strongest representative of the set: it is a concrete regression report, has the most discussion/inbound references, and is described clearly enough to stand in as the cluster\u2019s exemplar.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative; the items are too diverse to collapse into one duplicate target.", + "best_issue_reason": "Issue 46693 is the best global representative because it has the clearest regression framing and the strongest evidence of user impact and follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Different problems: Python 3.9/5.1.0 compatibility vs DeepSeekV3 implementation divergence." + "reason": "Different problems: Python/version loading failure vs model-implementation divergence for DeepSeekV3." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are multi-GPU/model-loading failures, but one is a cudaErrorAssert from device mapping and the other is an OOM; not the same bug." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation map handling." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated subsystems and failure modes." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base model prefix loading regression and RoPE validation list handling are separate code paths." + "reason": "Base-model-prefix loading regression and rope-validation type handling are separate code paths." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to a bare-except in Fuyu tensor conversion." + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu\u2019s broad exception swallowing errors; not the same underlying issue." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in LASR feature extraction is not the same as a video-input regression in Qwen VL models." + "reason": "Unsupported center argument in LASR feature extraction is unrelated to the Qwen video-input regression." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different bugs." + "reason": "Missing BOS/EOS token insertion is a tokenizer behavior bug, while the other is a GPU NaN/attention-window issue." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Export failure due to self-training guard/erfinv differs from a flash-attention AttributeError on sink-less models." + "reason": "Executorch export guard/erfinv support and flash_attention s_aux=None crash are different concrete failures." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART decoder_attention_mask bug and Llama 3.2 model loading failure are unrelated." + "reason": "Bart generate() decoder mask initialization bug vs Llama 3.2 model loading regression; unrelated." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "PatchTSMixer post_init policy and a stale synced_gpus warning in continuous batching are not the same issue." + "reason": "Optional post_init handling in patchtsmixer is unrelated to the stale synced_gpus warning in continuous batching." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are distinct quantization bugs." + "reason": "Both mention quantization, but one is an FP8 config failure and the other is a quantized model saving failure; different paths." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration and Qwen3.5 recurrent-state cache reset are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated bugs." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE layer count mismatch is unrelated to DeepSeekV3 implementation divergence." + "reason": "Smollm3 RoPE-layer selection bug does not match the DeepSeekV3MoE divergence report." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and stale num_return_sequences warning do not share the same code-path problem." + "reason": "Flash-attention generation breakage is not the same as a stale warning for num_return_sequences." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird tokenizer decode issue and FastSpeech2Conformer AutoTokenizer loading failure are separate tokenizer bugs." + "reason": "Tokenizer special-token registration issue vs AutoTokenizer failing to load a different tokenizer class." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "torch.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 AutoModel/pipeline nonsense outputs are different model-specific issues." + "reason": "TP OOM on model load and resume_from_checkpoint key mismatch are distinct problems." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2-57B and resume_from_checkpoint key mismatch are unrelated." + "reason": "Dummy Conv2d placeholder issue is not the same as Siglip2 producing bad outputs with AutoModel/pipeline." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box/clarity issue and MacOS bus error with a community CLIP model are unrelated." + "reason": "LayoutLMv3 error-message clarity and CLIP bus-error on macOS are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash import warning and gradient checkpointing in eval mode are different behaviors." + "reason": "Trailing-slash import warning and gradient-checkpointing-in-eval failure are different behaviors." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaN embeddings are not the same as the FA2 long-context performance regression." + "reason": "NaN embeddings from all-padding attention windows are a correctness bug, while this is a performance regression." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Sam3PixelDecoder layer and RT-DETR memory release issues are unrelated." + "reason": "Dummy class cleanup and RT-DETR memory leak are unrelated maintenance vs runtime issues." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and int4 CUDA reserved-memory regression are different OOM causes." + "reason": "OOM when loading a large model with tensor parallelism is not the same as increased reserved memory under int4 quantization." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box message clarity and embedding reinitialization after resize are unrelated." + "reason": "An unclear error message in LayoutLMv3 does not match the embedding reinitialization bug." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor loading import error is unrelated to flash-attention sink-less model crash." + "reason": "Gemma4 processor import dependency failure and flash_attention sink-less crash are separate code paths." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Siglip2 incorrect outputs and RT-DETR memory not freeing are separate bugs." + "reason": "Siglip2 inference correctness issue vs RT-DETR memory release problem; no shared underlying bug." }, { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and VL image-placeholder failure are different preprocessing/model issues." + "reason": "BeitImageProcessorFast reduce_labels bug and VL placeholder-in-user-text failure are different image-processing issues." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation mismatch and D-FINE auxiliary-loss omission are unrelated." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer exception handling with protobuf and leftover dummy PT classes are unrelated maintenance issues." - }, - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer and DiffusionGemmaGenerationOutput pipeline failure are different processor/pipeline bugs." + "reason": "Tokenizer error masking with missing protobuf and leftover dummy classes are separate maintenance issues." } ] }, @@ -10730,9 +10812,11 @@ "issue:46399", "issue:46640", "issue:46693", + "issue:46701", "issue:46821" ], "soft_pairs": [ + "issue:45406|issue:46701", "issue:43334|issue:43531", "issue:43421|issue:45491", "issue:44625|issue:45584", @@ -10740,8 +10824,8 @@ "issue:45372|issue:45406", "issue:45250|issue:46640", "issue:43066|issue:44462", - "issue:45245|issue:45563", "issue:45412|issue:46369", + "issue:45245|issue:45563", "issue:43526|issue:45834", "issue:45372|issue:45459", "issue:27957|issue:33290", @@ -10761,196 +10845,202 @@ "issue:44743|issue:44811", "issue:43761|issue:45859" ], - "prepared_review_unit_hash": "3830c04e28bc543105eac5701364530e4cb4b467b872e4760f39c4f0bc84ad0a", + "prepared_review_unit_hash": "67625767d2cc9ac97b033128b9b623460bbb4aa19006cbe568bc1387c15efc98", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35076, - "estimated_input_tokens": 8769, - "estimated_eval_tokens": 17794 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35955, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated single-issue reports. The soft-similarity pairs share broad keywords or model families, but none look like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 46693 is the clearest, most concrete bug report in the set, with strong discussion and references; if one issue must represent the group, it is the most actionable candidate.", + "summary": "This cluster is heterogeneous: it mixes unrelated model-loading, tokenizer, vision, memory, and FlashAttention issues. None of the soft-similarity pairs are strong enough to treat as true duplicates or mergeable PR-equivalents.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43824 is the strongest anchor candidate because it is a concrete, user-facing loading regression with inbound references and discussion, but the cluster overall is too mixed to have a true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 has a well-scoped regression description, active discussion, and clear impact, making it the strongest standalone issue here.", + "best_issue_reason": "issue:43824 is the most suitable global issue representative by specificity and visibility; it is still only a weak representative because the other items do not share the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma4-related names, but one is a processor attribute error and the other is a pipeline/output-class failure; different code paths and fixes." + }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen/Qwen3, but one is a VL load-time attribute error and the other is a Qwen3-MoE sliding-window bug; different code paths and failures." + "reason": "Same broad Qwen naming, but one is a Qwen3-VL config attribute error and the other is a Qwen3-MoE sliding-window bug; not the same bug." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "TokenizersBackend special-token updates and Gemma3 NaN embeddings are unrelated problems despite both touching tokenization/attention behavior." + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings from sliding-window/all-padding windows." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated issues." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatch are different subsystems and different failure modes." + "reason": "AutoTokenizer loading a tokenizer class and dtype mismatches in inference are different subsystems and failures." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is an import/dependency breakage and the other is a serve-time missing _tokenizer attribute; not the same bug." + "reason": "Both touch Gemma4 loading, but one is an import/dependency break and the other is a missing _tokenizer attribute; not the same underlying fix." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are titled around Flash Attention 2, but 45250 is too generic and there is no evidence they describe the same concrete issue." + "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a performance regression; too broad to be the same bug." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are distinct tokenizer-loading bugs." + "reason": "Tokenizer v5 decoder-type regression and ignoring tokenizer.json are different loading behaviors with different root causes." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Category-count runtime error and a stale paged-generate warning are unrelated." + "reason": "Both mention memory issues, but they concern different models and failure modes; not the same concrete bug." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Memory leak on RT-DETR deletion and memory overflow in sam3-litetext are different models and different resource problems." + "reason": "Category-count runtime error is unrelated to a stale warning in paged generate()." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation and Kosmos2.5 OCR index error are unrelated vision-processing failures." + "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error are different image-processing failures." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are separate root causes." + "reason": "ImportError from mistral_common and protobuf-exception masking in tokenizer decode are different problems." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and Adafactor/DeepSpeed OOM are unrelated issues." + "reason": "XLMRoberta FlashAttention2 support and Adafactor/deepspeed OOM are unrelated." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor in DeepSpeed and Llama 3.2 Vision model-loading breakage are not the same bug." + "reason": "OOM with Adafactor in deepspeed and Llama 3.2 Vision model-loading break are different bugs." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 box-validation messaging are unrelated." + "reason": "FlashAttention2 support for XLMRoberta is unrelated to a LayoutLMv3 box-validation error message." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2.5-VL import error and a generic dependency issue with transformers are too broad to treat as the same defect." + "reason": "A specific Qwen2_5_VL import failure and a vague dependency issue are not the same concrete bug." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "DeepSpeed OOM and embedding reinitialization after resize are different training-time issues." + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast and FA2 long-context performance regression are unrelated." + "reason": "Label reduction in BEiTImageProcessorFast is unrelated to FlashAttention2 long-context performance regression." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and sam3-litetext memory overflow are different models and bugs." + "reason": "SigLIP2 nonsensical outputs and SAM3-LiteText memory overflow are different model-specific failures." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are both Qwen3-related but have distinct causes and paths." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL shape mismatch are distinct issues." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading issues are unrelated." + "reason": "Gradient checkpointing in eval mode and quantization offloading are different features and failure modes." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None AttributeError are different components and symptoms." + "reason": "LwDetrImageLoss AMP/CUDA crash and flash_attention s_aux=None crash are unrelated code paths." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash attention sink-less-model crash and TimesFM window_size AttributeError do not share the same underlying code path." + "reason": "A flash-attention sinkless-model AttributeError is unrelated to TimesFM window_size handling." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation TypeError from JSON-loaded lists and Qwen3.5 kernel registration failure are both rope-adjacent but clearly different bugs." + "reason": "RoPE validation TypeError with JSON-loaded lists and Qwen3.5 rotary registration/decorator failure are different bugs." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched apply_chat_template padding=False crash and wrong video vision_position_ids are separate Qwen2.5-VL processor issues." + "reason": "Batched chat-template padding crash and wrong video vision_position_ids in Qwen2.5-VL are separate processor/model issues." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization regression in v5 and patchtsmixer post_init contract enforcement are not the same defect." + "reason": "Transformers 5.0 custom model initialization break and patchtsmixer post_init policy are related only at a very broad API level, not the same concrete bug." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3.5Moe text rotary CPU-offload incompatibility are distinct issues." + "reason": "CLIPVisionModel hidden_states regression and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are different issues." } ] }, @@ -11031,8 +11121,8 @@ "issue:42490|issue:44743", "issue:42175|issue:46234", "issue:44077|issue:44479", - "issue:43873|issue:44871", "issue:27957|issue:29870", + "issue:43873|issue:44871", "issue:43493|issue:43827", "issue:44062|issue:45907", "issue:43643|issue:44913", @@ -11050,190 +11140,190 @@ "issue:43575|issue:43742", "issue:43701|issue:46506" ], - "prepared_review_unit_hash": "8e3ed2d39eb5182aca7e3e7c1ace7f63095a424d1a790fc83719a7d3b7f80ea1", + "prepared_review_unit_hash": "2920d014228ab9f0f0c658c1c4d608a85e2829ba8a642a93784c4607047459f3", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35007, - "estimated_input_tokens": 8752, - "estimated_eval_tokens": 17760 + "serialized_chars": 35011, + "estimated_input_tokens": 8753, + "estimated_eval_tokens": 17762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft-similarity links look like false positives: the paired issues cover unrelated models, configs, loading paths, and runtime failures. No canonical duplicate group emerges here.", - "confidence": 0.98, - "canonical_issue_reason": "No single issue is a canonical representative for this set; the candidates do not share one concrete underlying bug or change.", + "summary": "These items do not form a real duplicate cluster; they span unrelated bugs, regressions, and configuration issues across different model families and subsystems. All soft-edge pairs should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the set is too heterogeneous, so none plausibly subsumes the others as the main duplicate target.", + "best_issue_reason": "Issue 43873 is the strongest standalone issue here: it is open, has the most activity/inbound references, and describes a broadly impactful quantization/offloading bug. It is not a duplicate of the others, but it is the best representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different bug: audio processor sampling-rate default vs image feature extractor unsupported arg." + "reason": "Different subsystems and failure modes: audio chat-template sampling-rate default vs image feature extractor center-argument regression." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different subsystems and failures: tokenizer loading vs image classification interpolation/padding." + "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to Perceiver image classification padding/interpolation behavior." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attn generation regression is unrelated to the category-cardinality runtime error." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a category-cardinality runtime error." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Different image/video preprocessing bugs; rope-index temporal scaling is not padding overrun." + "reason": "Different models and bugs: Qwen2.5-VL rope index temporal scaling vs Swin2SR image padding over-padding." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpack issue is unrelated to tokenizer loading failure." + "reason": "BitNet packed-weight loading under accelerate is unrelated to tokenizer loading for FastSpeech2ConformerTokenizer." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local path warning and recurrent-state reset are different code paths and failures." + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are distinct issues in different code paths." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backend extras issue is unrelated to a missing import_utils helper." + "reason": "Package/backend installation coverage issue is unrelated to a missing import-utils helper symbol." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen video regression are different problems." + "reason": "A model option validation issue for patchtsmixer is unrelated to a video-input regression across Qwen VL variants." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Quantized offloading behavior does not match Gemma eos_token_id inconsistency." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to BART generate() decoder_attention_mask assignment bug." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to BART generate() mask handling." + "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id config inconsistency." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Model output mismatch vs stale docs reference; not the same bug." + "reason": "SigLIP2 implementation mismatch is unrelated to documentation still referencing removed pipeline APIs." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken kwarg collision is unrelated to list_repo_files revision forwarding." + "reason": "AddedToken special-argument duplication is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "AutoConfig missing fields on trust_remote_code differs from rotary_pct reset on reload." + "reason": "Missing fields from trust_remote_code AutoConfig loading is unrelated to GPTNeoX rotary_pct resetting on reload." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config handling are different issues." + "reason": "Gemma3TextConfig API discrepancy is unrelated to AutoModelForCausalLM not unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Different models and missing field: Gemma3 config mismatch vs Llama4 pad_token_id error." + "reason": "Gemma3TextConfig API discrepancy is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Phi-4 multimodal load failure is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output nesting bug is unrelated to missing PyTorch dependency detection." + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch environment detection for AutoModel." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU-RAM-efficient loading failure and Qwen3-VL shape mismatch are distinct bugs." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures with different root causes." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading physical-intelligence/fast failure is not the same as tensorflow_text backend mapping." + "reason": "transformers>=5.1.0 loading failure for one repo is unrelated to backend mapping missing tensorflow_text." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to Qwen TP OOM during load." + "reason": "A script execution failure and an OOM during tensor-parallel model loading are not the same bug." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 indentation parsing error is different from DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 decorator/comment parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading failure and unrecognized model config are different problems." + "reason": "Local dataset loading in an image-classification example is unrelated to unrecognized OLMo-Hybrid config loading." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Model weight-shape mismatch is not the same as incorrect save_pretrained checkpoint contents." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM while loading a large Qwen model is unrelated to a KeyError on MobileLLM load." + "reason": "Tensor-parallel OOM for a large Qwen model is unrelated to MobileLLM-125M key errors." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch and CPU/CUDA output divergence are unrelated." + "reason": "Checkpoint key mismatch during resume is unrelated to CPU-vs-CUDA numerical differences in PPDocLayoutV3." } ] }, @@ -11320,8 +11410,8 @@ "issue:43295|issue:43825", "issue:44871|issue:45584", "issue:42907|issue:45698", - "issue:44521|issue:47217", "issue:16998|issue:22355", + "issue:44521|issue:47217", "issue:46234|issue:46291", "issue:43316|issue:44877", "issue:44077|issue:44534", @@ -11335,196 +11425,196 @@ "issue:45803|issue:46365", "issue:43540|issue:44514" ], - "prepared_review_unit_hash": "f8ea2abd13641710897cdf49b2e039d3a0d7d3364481127a9849739c2701b5b3", + "prepared_review_unit_hash": "24c48e9b0b2c5be82b884bb41f45f51fea9bb671f5cffcf0f39c4750967a93c5", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35675, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "serialized_chars": 35671, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated Transformer bugs across model configs, loading, multimodal chat templates, generation, and import/dependency checks. None of the soft pairs look like the same underlying defect, so there is no safe duplicate canonical here.", - "confidence": 0.95, + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad Transformers subsystems or buzzwords. I found no pair that clearly describes the same underlying bug/change, and there are no PRs to triage here.", + "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "best_issue_reason": "No single issue is a strong canonical representative because the items are heterogeneous; if forced, issue:44521 is the most active/open and has the most discussion, but it does not unify the cluster.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Different bugs: CLIPVisionModel hidden_states regression vs ModelOutput key assignment when a value was previously None." + "reason": "Different bugs in output handling: CLIPVisionModel hidden_states bug vs ModelOutput key assignment when a key was previously None." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Different symptoms and code paths: CPU offload device mismatch vs resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Unrelated: tokenizer loading failure for FastSpeech2ConformerTokenizer vs bare except in Fuyu tensor conversion." + "reason": "Tokenizer loading failure and a bare except swallowing errors in FuyuBatchFeature are different code paths and failures." }, { "left": "issue:42490", "right": "issue:47276", "accept": false, - "reason": "Both are warning-message issues, but about different warnings and different logic paths." + "reason": "Import warning for local model paths is unrelated to a misleading synced_gpus warning in continuous batching." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Different problems: XLMRoberta Flash Attention 2 support vs Trainer _gpu_broadcast_one NoneType handling." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Trainer's NoneType broadcast error." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation sync_gpus kwargs update bug is unrelated to gather_for_metrics dropping tuple labels." + "reason": "Generation kwargs/sync_gpus behavior is unrelated to gather_for_metrics dropping tuple labels in the last batch." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different failures: missing hidden_states output vs divergent attention kernels under torch.compile." + "reason": "hidden_states=None regression is not the same as attention kernel divergence under torch.compile." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "Different models and defects: incorrect hidden_states output vs quantized vision/audio dtype casting." + "reason": "VideoPrism hidden_states output bug and Gemma4 quantized embedder dtype casting are separate model-specific issues." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to eos_token_id config inconsistency." + "reason": "Processor/tokenizer regression is unrelated to Gemma eos_token_id config inconsistency." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is not the same as image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy is different from Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Different issues: processor/tokenizer regression vs an incorrect pipeline error message about translation support." + "reason": "Custom model processor/tokenizer regression is unrelated to the pipeline translation error message." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to Whisper empty transcription after align_special_tokens." + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure after align_special_tokens are different bugs." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is dequantized Ministral save failure and the other is wrong custom module loading." + "reason": "Dequantized save/load failure is unrelated to loading the wrong custom module after save_pretrained." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both are multimodal, but the bugs differ: assistant_masks all-zero vs image placeholder handling in user text." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "Completely different topics: model_max_length question vs missing transformers.onnx module import." + "reason": "Both are multimodal/template-related, but one is zero assistant_masks and the other is image-placeholder handling in user text; not the same bug." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Different import failures: missing import_utils symbol vs kernels dependency version/revision validation." + "reason": "Missing availability helper is unrelated to kernels import failure from the new version/revision requirement." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Different config issues: Gemma3 API discrepancy vs strict config rejecting granite_speech." + "reason": "Gemma3TextConfig API mismatch is not the same as granite_speech being blocked by strict config validation." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Unrelated v5 regressions: patchtsmixer post_init restriction vs non-persistent buffers getting junk values." + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffers being filled with junk in v5." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Generic custom model init breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Custom model initialization breakage is different from GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Different load-path failures: gguf_file handling vs missing model_type in config.json." + "reason": "gguf_file loading regression is unrelated to an unrecognized model missing model_type." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Different save/load bugs: Gemma eos_token_id mismatch vs sinq quantized model save_pretrained/from_pretrained breakage." + "reason": "Gemma eos_token_id inconsistency and sinq save/load breakage are different serialization/config bugs." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation, but one is incorrect outputs with compiled forward and the other is spurious recompilation from cache init." + "reason": "Compiled forward chunked generation inconsistency is separate from cache lazy initialization causing recompilation." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different Mistral-3 issues: untied lm_head weights vs FlashAttention 2 failure in v5 RC." + "reason": "Mistral3 lm_head tying bug is distinct from Ministral-3 FlashAttention failure." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Generic Flash Attention mentions are not enough; one is NemotronH-specific unsupported FA2 behavior, the other is a broad open FA2 issue." + "reason": "A specific NemotronHForCausalLM Flash Attention 2 limitation is not the same as a generic Flash Attention 2 issue." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage is unrelated to janus test failure for image generation." + "reason": "ESM2 breakage is unrelated to a janus model test failure." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Trainer import failing with datasets installed." + "reason": "Bare except in FuyuBatchFeature and importing Trainer blocked by datasets are unrelated failures." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different models and code paths: Qwen3OmniMoe video-input validation vs Qwen2_5_VLProcessor batched chat template padding crash." + "reason": "Qwen3OmniMoe video input processing error is different from Qwen2_5_VLProcessor batched apply_chat_template crash." } ] }, @@ -11541,7 +11631,7 @@ "component_count": 27, "review_unit_index": 38, "review_unit_count": 63, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -11565,7 +11655,6 @@ "issue:43688", "issue:43931", "issue:44060", - "issue:44190", "issue:44242", "issue:44479", "issue:44534", @@ -11573,13 +11662,14 @@ "issue:44617", "issue:44743", "issue:44792", + "issue:44855", "issue:44913", - "issue:44964", "issue:44977", "issue:45127", "issue:45200", "issue:45381", "issue:45542", + "issue:45588", "issue:45600", "issue:45632", "issue:45698", @@ -11612,462 +11702,195 @@ "issue:43525|issue:43531", "issue:45803|issue:46170", "issue:25251|issue:27957", - "issue:43650|issue:46202", "issue:46082|issue:46697", "issue:45127|issue:45200", "issue:43931|issue:44060", + "issue:43650|issue:46202", "issue:35141|issue:42490", "issue:46693|issue:47217", "issue:41950|issue:43475", "issue:43673|issue:44743", "issue:43388|issue:43688", - "issue:44190|issue:44964" + "issue:44855|issue:45588" ], - "prepared_review_unit_hash": "1ba96b8e58b2c467b2de73ce5d33f0661ec24cc992256106203c2c5373a895fd", + "prepared_review_unit_hash": "4be63a7ff1e825ea0b4abaf96d2286f8b47507df649902297e805c15ba28029c", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34543, - "estimated_input_tokens": 8636, - "estimated_eval_tokens": 17528 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 39, - "review_unit_count": 63, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", - "nodes": [ - "issue:25251", - "issue:29870", - "issue:35141", - "issue:39692", - "issue:41720", - "issue:43065", - "issue:43295", - "issue:43335", - "issue:43526", - "issue:43550", - "issue:43644", - "issue:43827", - "issue:43854", - "issue:43994", - "issue:44190", - "issue:44242", - "issue:44479", - "issue:44610", - "issue:44617", - "issue:44734", - "issue:44792", - "issue:44855", - "issue:44869", - "issue:44913", - "issue:44933", - "issue:45072", - "issue:45127", - "issue:45245", - "issue:45276", - "issue:45357", - "issue:45362", - "issue:45381", - "issue:45405", - "issue:45406", - "issue:45563", - "issue:45584", - "issue:45588", - "issue:45632", - "issue:46369", - "issue:46617", - "issue:46655", - "issue:46697", - "issue:46832", - "issue:46858", - "issue:46897", - "issue:46932", - "issue:47013" - ], - "soft_pairs": [ - "issue:44855|issue:45588", - "issue:44792|issue:45405", - "issue:43827|issue:43994", - "issue:29870|issue:35141", - "issue:45072|issue:46932", - "issue:45245|issue:46858", - "issue:44734|issue:45406", - "issue:44869|issue:46832", - "issue:43644|issue:44913", - "issue:43335|issue:44855", - "issue:44617|issue:45584", - "issue:45588|issue:47013", - "issue:45632|issue:46617", - "issue:41720|issue:45245", - "issue:44242|issue:46897", - "issue:45381|issue:46369", - "issue:43550|issue:44190", - "issue:45563|issue:45584", - "issue:25251|issue:29870", - "issue:43854|issue:44792", - "issue:43065|issue:44610", - "issue:44933|issue:45362", - "issue:44479|issue:44734", - "issue:43335|issue:44190", - "issue:45381|issue:46655", - "issue:44617|issue:46369", - "issue:39692|issue:44190", - "issue:43295|issue:45276", - "issue:43526|issue:46697", - "issue:45127|issue:45357" - ], - "prepared_review_unit_hash": "f8bff8c44d4c791bf94a9b91b87984cad1024efa6e223ea1779a8ad32a6a873f", - "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36445, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 40, - "review_unit_count": 63, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", - "nodes": [ - "issue:27957", - "issue:32090", - "issue:35141", - "issue:36246", - "issue:38617", - "issue:41628", - "issue:41950", - "issue:42175", - "issue:42796", - "issue:43295", - "issue:43404", - "issue:43531", - "issue:43540", - "issue:43643", - "issue:43673", - "issue:43854", - "issue:44016", - "issue:44112", - "issue:44246", - "issue:44279", - "issue:44462", - "issue:44496", - "issue:44521", - "issue:44734", - "issue:44737", - "issue:44779", - "issue:44938", - "issue:44964", - "issue:45003", - "issue:45042", - "issue:45216", - "issue:45276", - "issue:45290", - "issue:45335", - "issue:45381", - "issue:45542", - "issue:45584", - "issue:45600", - "issue:45632", - "issue:45803", - "issue:45907", - "issue:46234", - "issue:46421", - "issue:46489", - "issue:46752", - "issue:46858", - "issue:47217" - ], - "soft_pairs": [ - "issue:44779|issue:46489", - "issue:43673|issue:46421", - "issue:45276|issue:45584", - "issue:43540|issue:44734", - "issue:44112|issue:45600", - "issue:43643|issue:44496", - "issue:45290|issue:46752", - "issue:43854|issue:44964", - "issue:44462|issue:45907", - "issue:44521|issue:45381", - "issue:43673|issue:46858", - "issue:44246|issue:45003", - "issue:44737|issue:45803", - "issue:27957|issue:35141", - "issue:42175|issue:44279", - "issue:44112|issue:44964", - "issue:44964|issue:45600", - "issue:44938|issue:45542", - "issue:42796|issue:44521", - "issue:43404|issue:45216", - "issue:32090|issue:35141", - "issue:45632|issue:46234", - "issue:44496|issue:47217", - "issue:43531|issue:45600", - "issue:36246|issue:41628", - "issue:36246|issue:38617", - "issue:44496|issue:45042", - "issue:43295|issue:45335", - "issue:41950|issue:44016" - ], - "prepared_review_unit_hash": "b258f9421ffafe4b671f3356a069d55289c50f2c88029c3d56c68f59e6878a94", - "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36032, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "serialized_chars": 34640, + "estimated_input_tokens": 8660, + "estimated_eval_tokens": 17576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose lexical grouping of distinct Transformers bugs (model loading/imports, tokenizer regressions, cache issues, multimodal/chat-template problems, and unrelated CI/test failures). None of the soft edges look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44496 is the closest broad representative because it is a generic model-loading/config-resolution failure, but the cluster is too heterogeneous for a strong canonical issue.", + "summary": "This cluster is highly heterogeneous: the listed issues cover unrelated bugs across pipelines, configs, cache handling, vision-language processing, and import/load paths. None of the soft pairs look like true duplicates, so no soft edge should be accepted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46693 is the most active and well-documented report in the set (highest discussion activity and several inbound references), so it is the best single representative if one must choose one issue; it is not actually a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "44496 is the least-bad global representative of the dominant load/import failure theme, though it does not cover many other members of the cluster.", + "best_issue_reason": "issue:46693 has the strongest signal as a standalone issue: clear regression framing, high discussion, and external references. It is the most suitable issue to surface from this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44779", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer-output regressions, but they target different model families and likely different tokenization defects; not the same underlying bug." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both mention chunked prefill/cache behavior, but one is a missing cache in v5.0.0 and the other is spurious recompilation from lazy cache init; different fixes." - }, - { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "resize_token_embeddings on Gemma4 is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video OOM: different components and failure modes." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video-input processing versus transformers serve KV-cache continuation indexing." + "reason": "Load-balancing loss gating in MoE vs ASR training-loss double-shift; both are loss bugs but not the same code path." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "A stale CI test failure in GraniteSpeech is unrelated to auto_mappings referencing removed configs." + "reason": "Missing pad_token_idx in StableLmConfig vs tensorflow_text backend registry error; unrelated config/backend issues." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:45381", + "right": "issue:47217", "accept": false, - "reason": "Both concern config/loading, but one is missing fields after trust_remote_code and the other is model-type recognition failure; not the same bug." + "reason": "Wrong video vision_position_ids vs failure when image placeholder is in user text; both VL-related but distinct bugs." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call/empty-content handling and the other is empty-list IndexError; too different to merge." + "reason": "Processor output size mismatch vs Sam3LiteText memory overflow; different symptoms and subsystems." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Both are model load failures, but for different models and likely different root causes; not a duplicate." + "reason": "Legacy field blocking Beit preset load vs wrong custom module loaded after save_pretrained; different loading mechanisms." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated APIs and failures." + "reason": "Local-model cache path collision vs max_cache_length only honored for quantized cache; unrelated cache behaviors." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Both are multimodal-related, but assistant mask generation and vision_position_ids are different bugs in different subsystems." + "reason": "TensorBoard-without-TF backend error vs missing import_utils helper; separate dependency/import problems." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "Both involve cache/prefill, but one is missing cache initialization and the other is a device-tensor arithmetic bug in static cache under torch.compile." + "reason": "Video-input regression across VL models vs image-placeholder-in-user-text failure; not the same concrete bug." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Slow import timing and unsafe sys.modules access are not the same problem." + "reason": "Non-persistent buffers filled with junk vs rotary_pct not persisting on reload; different state/config bugs." }, { - 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"left": "issue:45632", - "right": "issue:46234", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "trust_remote_code cache-path collision and a missing import_utils helper are unrelated." + "reason": "Embedding reinit on resize vs local-path trailing-slash import warning; different code paths." }, { - "left": "issue:44496", + "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "Unrecognized-model config loading and VL image-placeholder handling in user text are different failure modes." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but for different exported symbols and model areas; not the same missing symbol bug." + "reason": "FA2 long-context performance regression vs VL image-placeholder failure; unrelated regressions." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure and missing layer_type_validation are unrelated import issues." + "reason": "Video-classification processor mismatch vs Sam3VisionEncoderOutput missing attribute; different model families and bugs." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Model recognition/config loading is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "General generation cache missing in chunked_prefill vs recurrent states resetting with cache; both cache-related, but not the same underlying issue." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "processor.tokenizer regression with images and Gemma/T5Gemma resize_token_embeddings issues are different bugs." + "reason": "Last-batch label truncation in gather_for_metrics vs auxiliary loss normalization in MoE models; unrelated training bugs." }, { - 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No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical duplicate stands out because the cluster mixes unrelated bugs. If a representative issue must be chosen, issue:44479 is the clearest broad regression report with concrete scope across multiple Qwen VL variants.", + "summary": "These items are a mixed bag of unrelated Transformers bugs and regressions. The soft pairs share superficial keywords, but they do not look like the same underlying issue, so none should be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the set spans unrelated topics (model loading, tokenizer regressions, multimodal chat templates, cache behavior, packaging, and training bugs).", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44479 is the strongest standalone report: specific, reproducible, and broad enough to represent the small video-regression subset better than the other items.", + "best_issue_reason": "If one issue must serve as the best anchor, issue 44521 is the strongest candidate: it is open, actively discussed, has multiple inbound references, and describes a concrete multimodal apply_chat_template bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Different subsystems and failure modes: video-classification image-processor lookup vs audio fbank feature extraction." + "reason": "Different bugs: missing cache in generation chunked prefill vs lazy cache init causing spurious recompilation." }, { - "left": "issue:46726", - "right": "issue:47217", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Both are vision-related, but one is a missing backend/import handling issue and the other is an empty/placeholder text handling bug." + "reason": "Both are tokenizer regressions, but one is a DeepSeek v5 mismatch and the other is a gap in a prior DeepSeek-Coder fix." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Both touch Qwen multimodal configs, but one is strict config field dropping and the other is AutoModelForCausalLM text_config unwrapping." + "reason": "Different code paths: resize_token_embeddings / tied weights vs Whisper generation failure after align_special_tokens." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Both mention video input regressions, but they affect different model families and point to different processor bugs." + "reason": "Distinct failures: video input processing in Qwen3OmniMoe vs KV-cache continuation tensor indexing in transformers serve." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Unrelated import errors for different missing symbols from different packages." + "reason": "CI failures in different areas: stale GraniteSpeech device override test vs removed Sam3LiteText config references." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Different missing imports and likely different root causes." + "reason": "Both involve config/model loading, but one is missing fields from trust_remote_code and the other is an unrecognized model missing model_type." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "ImportError for a missing vision processor is unrelated to the DeepSpeed ZeRO3/BertModel IndexError." + "reason": "Different model-loading problems: GLM-4.7-Flash unit-test load issue vs latest-transformers load failure for Phi-4 multimodal." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "One is resize_token_embeddings propagation; the other is a version-dependent tokenization behavior change." + "reason": "Same API surface, but different triggers: assistant tool-call message with no content vs an entirely empty list." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Model loading failure and empty-list chat-template crash are not the same bug." + "reason": "Different repositories/features: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision in CI." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to token embedding resize propagation." + "reason": "Both are multimodal bugs, but one is zeroed assistant masks and the other is wrong vision_position_ids for Qwen2.5-VL video." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaults are different model-specific issues." + "reason": "Unrelated symptoms: slow import from lazy loading vs unsafe sys.modules access in modeling_utils." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "DeepSpeed deque pop failure is unrelated to a removed config reference in auto_mappings.py." + "reason": "Both mention cache/prefill, but one is missing generation cache in v5 and the other is a device-tensor seq-length arithmetic bug." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "These describe different regressions: buffer access for position_ids versus a performance slowdown after upgrade." + "reason": "Different model families and failures: XLMRoberta FlashAttention support vs embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "A model-specific Flash Attention support error is not the same as the generic Flash Attention 2.0 issue." + "reason": "XLNet device placement bug is unrelated to FuyuBatchFeature's bare-except tensor conversion issue." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both involve tied/resized weights, but one is serialization on device and the other is resize propagation to decoder.embed_tokens." + "reason": "Packaging/dependency complaints, but one is torch extra omitting TensorFlow and the other is a generic dependency issue." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Different models and completely different problems: tied-weights warning vs optional post_init policy." + "reason": "Stale CI test for GraniteSpeech is not the same as Phi-4 multimodal model loading failure." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated." + "reason": "Different failures: model loading for Phi-4 multimodal vs auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "SAM3 vision encoder attribute error and SAM3 LiteText memory overflow are distinct failures." + "reason": "Python 3.14 import/load issue is unrelated to tensorboard being installed without TensorFlow." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Both involve strict config handling, but they affect different models and different missing fields." + "reason": "Both are tokenizer/chat-template related, but one is BPE marker handling and the other is multimodal assistant-mask generation." }, { - "left": "issue:43526", - "right": "issue:46897", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "BEiT label reduction bug and Florence2 double-shift training-loss bug are unrelated." + "reason": "Trainer GPU broadcast TypeError is unrelated to token-embedding resizing and post_init reinitialization." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "MoE load-balancing loss omission is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Different model bugs: untied lm_head weights in Mistral3ForConditionalGeneration vs incorrect Qwen3.5 checkpoint saving." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44496", + "right": "issue:47217", "accept": false, - "reason": "Model-loading regression and tokenizer error masking with missing protobuf are different code paths." + "reason": "Different multimodal issues: unrecognized model/config parsing vs VL models failing when the image placeholder is in user text." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash is unrelated to Gemma 4 token-type defaults." + "reason": "Cache path collision for trust_remote_code local models is unrelated to a missing import_utils availability helper." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are not the same underlying issue." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings references to removed configs." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Video-input regression and Windows ROCm import/type failure are unrelated." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to D-FINE auxiliary-loss handling." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Missing save_pretrained files and missing-vision-backend image-processor errors are different bugs." + "reason": "Both are import errors, but for different symbols: Qwen2_5_VLImageProcessor vs AutoImageProcessor." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "BART generate() decoder_attention_mask initialization bug is unrelated to MLflow job-status reporting." + "reason": "Different missing imports from different modules: Qwen2_5_VLImageProcessor vs layer_type_validation." }, { - "left": "issue:43526", - "right": "issue:46894", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Both mention training loss, but BEiT label reduction and CohereASR double-shift are different model bugs." + "reason": "Unrecognized model config parsing is unrelated to PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import failure." + "reason": "Both are regressions around multimodal/text model behavior, but one is processor/tokenizer API breakage and the other is resize_token_embeddings not updating t5gemma embeddings." } ] }, @@ -12874,7 +12521,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 46, + "review_unit_index": 41, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -12883,288 +12530,302 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:42199", - "issue:42886", - "issue:43065", - "issue:43408", - "issue:43475", - "issue:43540", - "issue:43653", - "issue:43701", - "issue:43723", - "issue:43906", - "issue:43931", - "issue:43994", - "issue:44162", - "issue:44188", - "issue:44297", - "issue:44361", - "issue:44368", - "issue:44483", - "issue:44623", - "issue:44749", - "issue:44977", - "issue:44995", - "issue:45103", - "issue:45229", - "issue:45397", - "issue:45412", - "issue:45563", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", "issue:45588", "issue:45593", - "issue:45656", - "issue:45685", - "issue:45987", + "issue:45759", "issue:46082", - "issue:46123", - "issue:46132", - "issue:46170", - "issue:46202", - "issue:46421", - "issue:46431", - "issue:46710", - "issue:46726", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", "issue:46752", - "issue:46832", - "issue:46851", - "issue:46858", - "issue:47020", - "issue:47068", - "issue:47145" + "issue:46932", + "issue:47085", + "issue:47217" ], "soft_pairs": [ - "issue:44995|issue:45588", - "issue:44368|issue:44977", - "issue:43653|issue:44162", - "issue:43475|issue:43540", - "issue:45397|issue:45656", - "issue:42199|issue:46851", - "issue:45685|issue:46431", - "issue:42886|issue:45229", - "issue:45412|issue:46123", - "issue:46170|issue:46832", - "issue:43723|issue:46710", - "issue:43065|issue:43408", - "issue:43931|issue:44368", - "issue:44188|issue:46202", - "issue:43906|issue:46202", - "issue:44368|issue:45563", - "issue:45987|issue:46082", - "issue:46132|issue:47145", - "issue:44483|issue:46202", - "issue:44188|issue:46421", - "issue:45593|issue:47068", - "issue:45103|issue:46858", - "issue:44361|issue:44749", - "issue:46752|issue:47020", - "issue:43994|issue:46726", - "issue:44297|issue:44623", - "issue:43701|issue:44749", - "issue:43065|issue:46123", - "issue:44749|issue:45656" + "issue:41950|issue:44016", + "issue:45083|issue:46506", + "issue:44295|issue:46506", + "issue:43976|issue:44987", + "issue:43582|issue:46932", + "issue:43673|issue:46424", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:46082|issue:46121", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:44327|issue:46752", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44279|issue:46515", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:43901|issue:47217", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:41950|issue:45020" ], - "prepared_review_unit_hash": "5d694334a7ca1cc944c993e15f83b8c96fe21cfbfd226a2455c401622bc20535", + "prepared_review_unit_hash": "6cf419d0346aeaaff73df68e4f4dea99d801858b3c74a79d7d320fcaa0216e02", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36591, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "soft_pair_count": 31, + "serialized_chars": 36865, + "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 looks heterogeneous rather than duplicate-heavy: the issues span tokenizers, vision models, generation, caching, deepspeed, and serialization, with no credible same-bug pairs.", + "summary": "The cluster is mostly a loose set of unrelated Transformers regression reports across model loading, processors, cache, and flash-attention paths. No soft pair appears to describe the same concrete bug closely enough for duplicate merging.", "confidence": 0.91, - "canonical_issue_reason": "No true duplicate anchor stands out; issue 45229 is the most actively discussed and detailed, so it is the best fallback representative if one must be chosen.", + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it describes recent-version regressions breaking remote_code models, which is the closest cluster-level theme among these mostly model-loading issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 has the highest discussion activity and a concrete, well-described failure mode, making it the strongest general anchor in this mixed cluster.", + "best_issue_reason": "issue:45020 is the best representative issue because it is general, version-regression oriented, and covers a wider slice of the cluster than any narrow model-specific bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Different bugs: stale indexer cache on second forward vs flash-attention crash on s_aux=None." + "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "One is a tied-embeddings warning; the other is a flash-attention generation failure in Qwen3.5." + "reason": "Different model families and different failure modes; same broad area only." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Tokenizer special-token registration bug vs a broader ESM2 model regression; unrelated code paths." + "reason": "Position_ids buffer access and CPU/CUDA divergence are distinct bugs." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "SAM3 encoder attribute error vs Qwen3OmniMoe video-input validation error; not the same bug." + "reason": "Both are version compatibility reports, but for different breakages and code paths." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "ZeRO-3 from_pretrained loading issue vs optimizer.step being called twice under deepspeed." + "reason": "AppleSilicon TypeError and Gemma4 dtype casting are unrelated." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "DETR cardinality/background-class mismatch vs Qwen3.5 variable-length position_ids handling." + "reason": "Both involve cache concepts, but one is missing cache in chunked prefill and the other is a config max-length rule." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "MPS histogram/int failure in moe code vs missing chat template on processor save/load." + "reason": "Different composite-config loading bugs with different symptoms." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; different subsystems and symptoms." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check/import issue." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "RT-DETR memory release bug vs MaskGenerationPipeline partial-batch output dropping." + "reason": "Llama head_dim validation and rope-keys type handling are unrelated." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Windows/ROCm distributed import problem vs RTDetrModel feature-level mismatch in forward." + "reason": "Beit processor label reduction and TextClassificationPipeline docs mismatch are unrelated." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Tokenizer loading regression in v5 vs accuracy regression after upgrade; not the same failure." + "reason": "Generation cache behavior and ANSI output formatting are unrelated." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Both involve SAM3, but one is a dummy Conv2d in pixel decoder and the other is a model-type warning on load." + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs a tied-embeddings warning in Qwen3.5 LoRA fine-tuning." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline token roundtrip failure; unrelated behavior." + "reason": "Both mention Ministral, but one is save_pretrained/dequantization and the other is FlashAttention loading." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Isolated repro of another issue vs Gemma token roundtrip failure; no shared underlying bug." + "reason": "QA decode_spans top-k crash and empty chat template crash are different code paths." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Tied-embeddings warning vs stale num_return_sequences warning; both are warnings, but different causes." + "reason": "The left item is not a substantive bug report; these are not duplicates." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; not the same code path." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { - "left": "issue:46132", - "right": "issue:47145", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "AttentionInterface.register altering wrapped behavior vs FP8 checkpoint loading without weight_scale." + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same bug." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "API request rejection in /v1/chat/completions vs Gemma pipeline roundtrip token issue." + "reason": "Both involve flash attention, but different failure modes and model assumptions." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Both touch cache/compile, but one is divergent attention kernels and the other is recompilation from lazy cache init." + "reason": "Janus image-generation test failure and cache-length configuration are unrelated." }, { - "left": "issue:45593", - "right": "issue:47068", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "D-FINE auxiliary-loss omission vs host synchronization in deepspeed_sp_compute_loss; different bugs." + "reason": "Different dependency/version complaints without a shared concrete failure." }, { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "auto_docstring annotations crash vs static-cache seq_length device-tensor arithmetic." + "reason": "Resize-token-embeddings bug and Whisper empty transcription bug are unrelated." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "MLukeTokenizer AttributeError vs a performance regression after upgrading Transformers." + "reason": "Different missing-import regressions in different modules." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Empty-list apply_chat_template IndexError vs XLMRobertaTokenizer Unigram sequence/type mismatch." + "reason": "Both are config-field handling issues, but for different models and different fields." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Siglip2 nonsense outputs vs AutoProcessor missing-vision-backend error; unrelated symptoms." + "reason": "Docs mismatch and model-config parsing failure are unrelated." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer save_pretrained writes wrong tokenizer_class vs processor.save_pretrained missing files; serialization issues, but different artifacts." + "reason": "Different Qwen multimodal regressions: loading vs save_pretrained serialization." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "resume_from_checkpoint key mismatch vs data-filtering slowdown; not the same underlying problem." + "reason": "TextClassificationPipeline docs and VL image-placeholder failure are unrelated." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:46614", + "right": "issue:47085", "accept": false, - "reason": "SAM3 pixel-decoder placeholder layer issue vs MaskGenerationPipeline partial-batch handling." + "reason": "Tokenizer backend state bug and Rust tokenizer thread-safety regression are unrelated." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency problem and unreleased minimum PEFT version are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom model processor/tokenizer regression and Deepseek tokenizer correctness are distinct bugs." + }, + { + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Transformers upgrade performance regression vs deepspeed double optimizer step; unrelated." + "reason": "Video-classification processor lookup bug and remote_code model-loading regressions are different underlying problems." } ] }, @@ -13179,7 +12840,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 47, + "review_unit_index": 42, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -13188,280 +12849,280 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:28282", - "issue:30990", - "issue:36010", "issue:39692", - "issue:41628", - "issue:42371", + "issue:41950", + "issue:42796", "issue:42994", - "issue:43232", - "issue:43475", - "issue:43482", - "issue:43525", - "issue:43643", - "issue:43646", - "issue:43673", - "issue:43723", - "issue:43784", + "issue:43299", + "issue:43317", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", "issue:43873", - "issue:44038", - "issue:44162", - "issue:44188", - "issue:44373", - "issue:44623", - "issue:44869", - "issue:44871", - "issue:44933", - "issue:44945", - "issue:44964", - "issue:45092", - "issue:45137", - "issue:45230", - "issue:45310", - "issue:45356", - "issue:45375", - "issue:45397", - "issue:45478", - "issue:45561", - "issue:45656", - "issue:46132", - "issue:46326", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", "issue:46399", - "issue:46463", - "issue:46726", - "issue:46821", - "issue:46851", - "issue:46877", + "issue:46512", "issue:47000", - "issue:47217" + "issue:47145" ], "soft_pairs": [ - "issue:43646|issue:44162", - "issue:44964|issue:45137", - "issue:42994|issue:43482", - "issue:43475|issue:43643", - "issue:44623|issue:45656", - "issue:43475|issue:46821", - "issue:43784|issue:46399", - "issue:39692|issue:46726", - "issue:44373|issue:46851", - "issue:44871|issue:46132", - "issue:46463|issue:46877", - "issue:45561|issue:47217", - "issue:28282|issue:30990", - "issue:44188|issue:46851", - "issue:45375|issue:45478", - "issue:46877|issue:47000", - "issue:44869|issue:45356", - "issue:43723|issue:46326", - "issue:43232|issue:43673", - "issue:42994|issue:43525", - "issue:45230|issue:45397", - "issue:45310|issue:45375", - "issue:44038|issue:44623", - "issue:41628|issue:44933", - "issue:43873|issue:44945", - "issue:42371|issue:45092", - "issue:36010|issue:41628" + "issue:39692|issue:43901", + "issue:46123|issue:46369", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:44466|issue:45276", + "issue:41950|issue:45823", + "issue:43381|issue:47000", + "issue:46082|issue:46399", + "issue:43653|issue:45593", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43644|issue:47145", + "issue:43299|issue:43854", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:44016|issue:44291", + "issue:43931|issue:47145", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:43873|issue:47145" ], - "prepared_review_unit_hash": "d94e7897e55e79420ecd1956ded179509ef10acb54da480b3fb91da971485a0d", + "prepared_review_unit_hash": "9ecfb96f51742856f9afed0f599b31debb631294944a765743c402d895b82403", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 34825, - "estimated_input_tokens": 8707, - "estimated_eval_tokens": 17670 + "serialized_chars": 35331, + "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 mostly heterogeneous; the only plausible duplicate family is the Qwen3.5-MoE from_pretrained regression, where one report names the symptom and another points to the likely root cause. The rest of the soft pairs are distinct bugs across unrelated code paths.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45375 is the most specific root-cause report in the Qwen3.5-MoE from_pretrained subset: it identifies a missing config field being dropped by @strict, which plausibly explains the broader loading failures reported elsewhere in that family.", + "summary": "None of the suggested soft pairs look like the same underlying bug/change; they mostly share only a broad subsystem or model family. I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45375 is the best issue to anchor the small Qwen3.5-MoE duplicate set because it is the most actionable and root-cause-oriented report; the other items in the cluster are too mixed to serve as a cluster-wide canonical.", + "best_issue_reason": "issue:45216 is the strongest standalone issue here: it is a clear regression report with a specific API (`save_pretrained`), a concrete model family (Qwen3.5), and a version boundary, making it a good canonical-style bug report if one were needed.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Both are import/custom-model related, but they describe different failures and model families; no shared concrete bug path." + "reason": "Both are docs-related, but one is about a SigLIP2 example/model-processor mismatch and quantization errors, while the other is about a text-classification pipeline doc mismatch. Different API surface and failure mode." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Different subsystems and symptoms: multimodal model loading versus DeepSpeed ZeRO3 deque handling." + "reason": "Unrelated bugs: one is a MaskGenerationPipeline batch-finalization bug, the other is a memory overflow when calling sam3-litetext." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Both touch quantized models, but one is a save failure and the other is a GGUF load failure on a different code path." + "reason": "No shared underlying defect; a tokenizer BPE-marker bug is not the same as a generic 'ADD THE DATA' issue." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Different problems: SAM 3 video output attribute missing versus AutoConfig missing fields with trust_remote_code." + "reason": "Different concrete problems: Blip2 dtype propagation vs Qwen3.5 checkpoint serialization regression. Same theme of model state handling, but not the same bug." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Processor save_pretrained file emission is unrelated to DeepSpeed optimizer stepping." + "reason": "Both concern tokenizer regressions, but they affect different model families and likely different code paths; not enough evidence they are the same bug." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Unrelated model-specific attribute error versus TimesFM window_size access error." + "reason": "Optimizer arguments being ignored is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Different import/runtime failures in different integration points; not the same underlying bug." + "reason": "Python version compatibility is unrelated to a PEFT minimum-version bump." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Both involve vision tooling, but one is a documentation/example issue and the other is an AutoProcessor missing-backend error." + "reason": "Both involve weight/embedding serialization in Gemma4/v5, but one is inconsistent lm_head.weight serialization and the other is resize_token_embeddings not updating layer-specific embeddings. Related area, different bug." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "One is a wrong docstring; the other is a runtime failure for variable-length inputs." + "reason": "Video-classification processor lookup bug and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "Different configuration and API-behavior issues with no common failing code path." + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost-matrix failures." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Incorrect T5 validation message and import-time docstring lint output are unrelated." + "reason": "A config validation issue for Llama head_dim is unrelated to a Qwen3.5 kernel registration/decorator crash." }, { - "left": "issue:45561", - "right": "issue:47217", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Pytest-xdist file race is unrelated to VL image placeholder handling." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are different bugs in different components." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Both are loading/import complaints, but one is a missing PyTorch environment error and the other is a hang while loading Sentence Transformers." + "reason": "Both are Qwen multimodal regressions, but one is model loading in dev0 and the other is incorrect visual-encoder keys on save_pretrained; different failure points." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Config validation for head_dim and stale config.dtype after from_config are separate issues." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Same model family and similar loading context, but 45375 is a specific config-field/strictness issue while 45478 is a broader from_pretrained error report; not enough evidence they are the same bug." + "reason": "A missing HybridCache import is not the same as a broad set of import errors after upgrading; too coarse to treat as one duplicate." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Docstring lint output at import time is unrelated to RTDetrLoss infeasible cost-matrix failure." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are both tokenizer-loading issues, but they are distinct concrete failures." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43644", + "right": "issue:47145", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are different decoder/tokenizer bugs." + "reason": "Non-persistent buffers filled with junk and FP8 frozen checkpoints missing weight_scale are different low-level state/quantization bugs." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Tokenizer loading in v5 and mistral_common continue_final_message are separate tokenizer paths." + "reason": "Different models and symptoms: Qwen3VL loading regression vs GLM-4.7-Flash unit-test loading failure." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Different generation-related failures: sync_gpus update ordering versus missing cache in chunked_prefill." + "reason": "No meaningful overlap; one is a placeholder issue, the other is an FP8 inference failure on B200." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Quantized model saving and Llama4Config pad_token_id are unrelated." + "reason": "Load-balancing loss gating and mm_token_type_ids defaults are separate model-training issues." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Generic bug report versus gemma-4 Zero3 from_pretrained; no concrete overlap." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { - "left": "issue:45310", - "right": "issue:45375", - "accept": true, - "reason": "Both point at the same Qwen3.5-MoE from_pretrained regression; 45375 supplies the likely root cause (missing config field dropped by strict), while 45310 reports the user-facing failure." + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Weight-shape mismatch loading Qwen3-VL is not the same as FP8 compressed-tensors missing weight_scale." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Qwen3-VL-Moe v5 incompatibility and processor.save_pretrained missing files are separate failures." + "reason": "Compiled flex_attention on torch>=2.9 and a TensorBoard/TensorFlow backend import issue are unrelated." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Both are import issues in image utilities, but they involve different missing symbols and likely different API regressions." + "reason": "flash_attention s_aux=None crash and RTDetrLoss infeasible cost matrix are different code paths and failure modes." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel incorrect output are different code paths with different failure modes." + "reason": "A tokenizer regex patch crash and list_repo_files not forwarding revision are unrelated." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "Quantized model saving failure and dequantized model offload loading failure are both quantization-related, but they are different operations and different bugs." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "Different missing imports in different modules; same broad release context is not enough to merge." + "reason": "General offloading issues with quantization and FP8 frozen-checkpoint weight_scale corruption are too different to merge as one underlying bug." } ] }, "evaluator_result": null, - "evaluator_used": true, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -13469,7 +13130,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 48, + "review_unit_index": 43, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -13478,312 +13139,294 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:30333", - "issue:30990", "issue:33290", - "issue:35141", - "issue:41628", "issue:42175", - "issue:42673", - "issue:42831", - "issue:42898", - "issue:42994", - "issue:43232", - "issue:43278", + "issue:42796", + "issue:43441", "issue:43479", - "issue:43704", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", "issue:43784", "issue:43824", + "issue:43881", + "issue:43901", "issue:43976", - "issue:44038", + "issue:44016", "issue:44186", - "issue:44222", - "issue:44351", - "issue:44496", - "issue:44568", - "issue:44661", - "issue:44743", - "issue:44792", - "issue:44843", - "issue:44857", - "issue:44933", - "issue:44945", - "issue:45081", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", "issue:45103", - "issue:45137", - "issue:45310", - "issue:45405", - "issue:45406", - "issue:45561", - "issue:45593", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", "issue:45712", - "issue:45753", - "issue:45812", - "issue:46202", - "issue:46701", - "issue:46829", - "issue:46877", - "issue:47059", - "issue:47068", - "issue:47085" + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" ], "soft_pairs": [ - "issue:44661|issue:47059", - "issue:43278|issue:45137", - "issue:45081|issue:45103", - "issue:42994|issue:43824", - "issue:44857|issue:46877", - "issue:45406|issue:46202", - "issue:46202|issue:46701", - "issue:45593|issue:46877", - "issue:41628|issue:44351", - "issue:44038|issue:45310", - "issue:44945|issue:45753", - "issue:44222|issue:45310", - "issue:43232|issue:44792", - "issue:45561|issue:47059", - "issue:42175|issue:44933", - "issue:44743|issue:47068", - "issue:45405|issue:46877", - "issue:30333|issue:33290", - "issue:42831|issue:44222", - "issue:42175|issue:45712", - "issue:42898|issue:44568", - "issue:44496|issue:45561", - "issue:43784|issue:43824", - "issue:42673|issue:43704", - "issue:43976|issue:44933", - "issue:30990|issue:35141", - "issue:44843|issue:47085", - "issue:44568|issue:47085", - "issue:43479|issue:46829", - "issue:42898|issue:45812", - "issue:44186|issue:47085" + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:45103|issue:45372", + "issue:43479|issue:43525", + "issue:45859|issue:46851", + "issue:33290|issue:45656", + "issue:44246|issue:47217", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:44261|issue:44263", + "issue:44186|issue:47000", + "issue:45542|issue:45800", + "issue:44623|issue:45397", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:45600|issue:45712", + "issue:44188|issue:44336", + "issue:43575|issue:47145", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:43824|issue:43976", + "issue:47176|issue:47177", + "issue:44336|issue:44373" ], - "prepared_review_unit_hash": "253df69f52758dad8e59412645232e8605cd0c125dfd976b025feaa121bb5594", + "prepared_review_unit_hash": "041a60cf2b1828e53c480a3e273323cc91250d87f4be7631e44dcd59300da452", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37010, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 - }, - "overflow_policy": "truncate_then_skip", + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35677, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a heterogeneous collection of unrelated issues. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report (42673/43704); the rest do not look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, fuller report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, with issue:43704 looking like a later duplicate.", + "summary": "No soft-edge pair looks like the same underlying bug or change; they mostly share only broad subsystems or similar model names. No PRs were provided. I\u2019d keep issue 43824 as the best general issue anchor because it is a clear, high-signal import failure with external references and active discussion.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43824 is a concrete, user-facing import error with inbound references and substantial discussion, making it a strong canonical anchor among these issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest overall representative in this set because it is the only clear duplicate anchor and has the most complete context for that bug.", + "best_issue_reason": "issue:43824 has a crisp failure mode, good triage signal, and broader impact than most of the other reports, so it is the best overall issue candidate here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44661", - "right": "issue:47059", - "accept": false, - "reason": "Different failures: tokenizer mapping/model-addition logic vs CLI completion API breakage." - }, - { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Unrelated: embedding dtype regression during eval vs DeepSpeed ZeRO3 deque underflow." + "reason": "Different failures: FlashAttention regression for Ministral-3 vs an index error on long OCR input in Kosmos2.5." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Different code paths: Mistral regex/tokenizer loading crash vs auto_docstring annotation parsing crash." + "reason": "One is ANSI output formatting in loading_report; the other is Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Unrelated: quantized model save failure vs missing Qwen2_5_VLForConditionalGeneration export." + "reason": "auto_docstring annotation parsing crash vs Gemma 4 processor import dependency error; unrelated code paths." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Different areas: CUDA float16 loss crash vs docstring tooling printing diagnostics at import time." + "reason": "Phi4MultimodalConfig default init bug vs Llama4Config missing pad_token_id attribute; different model config issues." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Both Gemma-related, but different bugs: processor init attribute issue vs tokenizer roundtrip on \u2581." + "reason": "CPU offload incompatibility in Qwen3.5Moe rotary embedding is not the same bug as variable-length position_ids handling." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Different multimodal/text pipeline failures and different symptoms." + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer.step calls; not the same defect." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Unrelated: D-FINE auxiliary loss behavior vs auto_docstring stdout noise." + "reason": "Import latency vs VL placeholder placement failure; no shared underlying code path." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different export regressions." + "reason": "Missing processor save files and a Chinese report about filtering slowdown are unrelated." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Same model family theme, but different model variants and failure contexts; not clearly one bug." + "reason": "Packaging/backend install mismatch vs Python version compatibility regression; different root causes." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Different model/runtime problems: pipeline-parallel wrong output vs Qwen3_5 image loop." + "reason": "CamemBERT masked LM prediction regression and DeepSeek tokenizer regression are different model-specific bugs." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Different issues: FP8 save_pretrained on moe models vs Qwen3.5 MoE from_pretrained error." + "reason": "Notebook syntax error vs Gemma4 PLE device-mismatch during forward; not the same issue." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Unrelated generation-state bug vs janus image generation test failure." + "reason": "Different model internals: MLA q_a_layernorm epsilon handling vs GlmMoeDsaIndexer split return values." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "Different concurrency/CI problems: captured_info.txt race vs CLI compatibility with huggingface_hub 1.22.0." + "reason": "LayoutLMv2 tokenizer crashes and RTDetrLoss infeasible cost matrix are unrelated failures." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Unrelated packaging/backend dependency issue vs missing image_utils import export." + "reason": "TensorFlow backend installation bug vs torch/transformers incompatibility; different installation/runtime problems." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Different bugs: Qwen3 recurrent state reset vs host synchronization from CUDA tensor conditionals." + "reason": "Both involve save/load workflows, but one is missing processor save files and the other is a zero3 from_pretrained bug." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Unrelated: PEFT minimum version bump vs docstring import-time logging." + "reason": "Missing pad_token_id in Llama4Config vs glm-4v-9b loading failure; distinct config/runtime errors." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Different training failures: MLflow reporting on job failure vs DeepSpeed/Adafactor OOM." + "reason": "Chunked prefill cache regression and CLIPVisionModel hidden_states regression are separate v5 issues." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both FP8-related, but one is an accuracy issue and the other is a save_pretrained failure." + "reason": "Sentence-transformers import NameError is unrelated to TensorFlow/tensorboard backend installation." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Different packaging issues: missing tensorflow backend for extras vs leftover dummy PT classes." + "reason": "Docs mismatch for return_all_scores does not match intermittent import slowness." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs add_special_tokens BOS/EOS omission." + "reason": "Missing pad_token_id on Llama4Config is not the same as missing fields from trust_remote_code AutoConfig." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Unrelated: model config/type loading failure vs pytest-xdist race condition." + "reason": "auto_mappings references removed configs, while dummy_pt_objects leftovers are a separate repo hygiene issue." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Different import failures: NameError in sentence-transformers import vs missing Qwen2_5_VLForConditionalGeneration export." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM multi-dataloader-thread VRAM leak; the later report is a duplicate of the earlier one." + "reason": "torch.compile attention kernel divergence is unrelated to ANSI codes leaking from loading_report." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43575", + "right": "issue:47145", "accept": false, - "reason": "Different problems: Python version support regression vs missing image_utils import." + "reason": "Qwen2-57B tensor-parallel OOM is not the same as silent FP8 weight_scale corruption." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Unrelated: Sentence Transformers loading hang vs embedding reinitialization after resize_token_embeddings." + "reason": "Tokenizer BPE marker handling and FlashAttention failure are different bugs in different components." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Both tokenizer-related, but one is an offline model_info call in _patch_mistral_regex while the other is thread-safety regression in fast tokenizers." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime issues." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Different tokenizer bugs: special-token insertion regression vs thread-safety issue." + "reason": "Both touch Qwen position logic, but one is a still-image temporal scaling bug in Qwen2.5-VL and the other is variable-length input handling in Qwen3.5." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Different model/output construction bugs with no clear shared code path." + "reason": "Importing a missing model class is unrelated to Python 3.9/3.10 support incompatibility." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + "reason": "Command-substitution allowlist bypass and tar/zip-slip arbitrary file write are distinct security vulnerabilities." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Unrelated tokenizer crash on NER/padding vs tokenizer thread-safety regression." + "reason": "Terminal ANSI code emission and a wrong docstring for position_ids are not the same underlying problem." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The duplicate call on issue:42673 / issue:43704 is well supported by the identical title and earlier, fuller report, and the remaining verdicts avoid overclaiming similarity." - }, - "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 }, @@ -13791,7 +13434,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 49, + "review_unit_index": 44, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -13800,288 +13443,294 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:22355", - "issue:27957", - "issue:28282", - "issue:30333", - "issue:34689", - "issue:36331", - "issue:39692", - "issue:42222", - "issue:42673", - "issue:42796", - "issue:42898", - "issue:43116", - "issue:43295", - "issue:43479", - "issue:43644", + "issue:42491", + "issue:42617", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", "issue:43723", - "issue:43874", - "issue:44016", - "issue:44060", - "issue:44075", - "issue:44079", - "issue:44190", - "issue:44222", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", "issue:44295", "issue:44297", - "issue:44448", - "issue:44568", - "issue:44623", - "issue:44734", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44561", "issue:44779", - "issue:44869", - "issue:45092", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", "issue:45103", - "issue:45125", - "issue:45200", - "issue:45310", - "issue:45405", - "issue:45600", - "issue:45656", - "issue:45712", - "issue:46077", - "issue:46123", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", "issue:46132", - "issue:46231", - "issue:46693", - "issue:46909", - "issue:47059", - "issue:47085" + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217" ], "soft_pairs": [ - 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"soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36493, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "issue:43723|issue:44162", + "issue:44246|issue:44496", + "issue:46291|issue:46399", + "issue:44871|issue:47145", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:42617|issue:43976", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:45003|issue:46821", + "issue:45588|issue:46851", + "issue:46614|issue:46665", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:44561|issue:46399", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:43540|issue:46655", + "issue:43901|issue:45003" + ], + "prepared_review_unit_hash": "64265ae7b84351f3612ed729bf18192a2689557906e8a4827a50e96556c3060a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36044, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly share broad subsystem words, but not the same underlying bug or code path, so none should be merged as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "issue:42898 is the most self-contained, clearly described regression report, and it is the closest thing here to a representative tokenizer-related issue.", + "summary": "This cluster is mostly a false-positive grab bag of unrelated Transformers issues. Several items are about v5 regressions or Qwen/tokenizer/loading problems, but they do not share a single concrete root cause. The broadest representative is the generic AutoTokenizer loading regression.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43723 is the most general and representative loading regression in the set: it targets AutoTokenizer.from_pretrained in v5, which is the closest common theme to several other loading-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best issue candidate because it has a concrete version-bound behavioral change and a clear repro story.", + "best_issue_reason": "issue:43723 is the best triage anchor because it is broad, user-facing, and likely to subsume nearby tokenizer/loading regressions better than the model-specific or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Processor save-pretrained file omission and a Qwen3.5 from_pretrained error are different failure modes and code paths." + "reason": "Tokenizer loading failure vs ESM2 model breakage; related area, but not the same bug or code path." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "VRAM leakage in multi-dataloader threads is unrelated to the FA2 long-context performance regression." + "reason": "Import-time slowness and unrecognized-model config error are unrelated symptoms." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Generic tokenizer loading failure and missing BOS/EOS insertion for one model are distinct tokenizer bugs." + "reason": "Kernel package version requirement during pipelines import is a different failure from Qwen3.5 rotary-pos-embedding registration." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:44871", + "right": "issue:47145", "accept": false, - "reason": "Both are documentation problems, but they concern different examples and different defects." + "reason": "Gemma eos_token_id mismatch and FP8 weight_scale omission are distinct model-loading bugs." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Broken auto-mapping references and a huggingface_hub CLI compatibility break are unrelated." + "reason": "Helper length calculation in qwen3_omni_moe is not the same as Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Gemma4 attention-mask generation and final-batch pipeline handling are different issues." + "reason": "Tokenizer save_pretrained config mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42617", + "right": "issue:43976", "accept": false, - "reason": "Multimodal config initialization and Whisper timestamp decode crashing are unrelated bugs." + "reason": "3d_parallel.py execution failure and Python version compatibility are different issues." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "A notebook syntax error and a docstring parameter-name mismatch are not the same defect." + "reason": "Incorrect video padding and missing-vision-backend AutoProcessor error are different processing failures." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Config defaults for multimodal models and ModelOutput key assignment are separate code paths." + "reason": "Both involve Qwen3.5, but one is a kernels registration crash and the other is variable-length position_ids; not the same bug." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:45003", + "right": "issue:47217", "accept": false, - "reason": "A VRAM leak under threaded loading is not the same as tokenizers no longer being thread-safe." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to image-placeholder handling in VL chat input." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "MLflow reporting on failed training and model loading regression for Llama 3.2 are unrelated." + "reason": "Both are Qwen3 MoE-related, but one is LoRA compatibility across hf4/hf5 and the other is Qwen3VL MoE loading; not clearly the same defect." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Both mention v5 tokenization behavior, but one is about cleanup spacing and the other is a Deepseek tokenizer output regression." + "reason": "bf16 dtype mismatches in inference are unrelated to the hidden_states/output field mix-up." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and MLflow failure reporting are unrelated issues." + "reason": "Video-input ValueError and empty-list apply_chat_template crash are different code paths." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen model internals." + "reason": "BEiT label reduction bug and modeling_utils sys.modules access have no concrete overlap." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Tokenization-space cleanup changes and processor/tokenizer API breakage with images are different regressions." + "reason": "Qwen3-MoE sliding_window bug and Qwen3.5 chat crash are model-specific but distinct." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "A cleanup-space tokenization change and a Pegasus v4/v5 output difference are not the same concrete bug." + "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are unrelated subsystems." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "MLflow run-state reporting and a CustomTrainer signature mismatch are unrelated." + "reason": "pytest-xdist capture race and stale generate warning are unrelated test/runtime issues." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults are unrelated model-specific bugs." + "reason": "Import latency and Gemma eos_token_id mismatch do not share a root cause." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Missing transformers.onnx and missing PyTorch are different import/dependency errors." + "reason": "sys.modules access bug and TimesFM window_size attribute error are unrelated." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Position_ids buffer access and double optimizer stepping under deepspeed are unrelated." + "reason": "Flash-attention s_aux=None crash and Qwen3.5 variable-length position_ids failure are different failures." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "KV-cache continuation indexing in serving and auto_docstring annotation handling are separate problems." + "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are different tokenizer behaviors." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "A missing image-processor method and a remote-code meta-initialization incompatibility are different multimodal bugs." + "reason": "position_ids buffer read error and gemma-4 zero3 loading are unrelated." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Empty multi-label outputs in a classification example and local dataset loading in another script are unrelated." + "reason": "ANSI output formatting in loading_report and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "A version pin to unreleased PEFT and leftover dummy classes failing checks are unrelated maintenance issues." + "reason": "torch.compile SDPA failure for Bamba and CPU/CUDA result differences for PPDocLayoutV3 are different problems." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer save_pretrained metadata mismatch affect different serialization paths." + "reason": "Missing load balancing loss and missing auxiliary losses are separate model-training bugs." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Optimizer argument handling and a documentation typo about set_training parameters are not the same bug." + "reason": "Removal of is_torch_fx_available and Qwen3.5 apply_rotary_pos_emb registration are unrelated regressions." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer BPE marker handling for Ministral and an AutoTokenizer loading failure are distinct tokenizer issues." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different issues." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Pegasus output regression and AttentionInterface.register changing function behavior are unrelated." + "reason": "Deepseek tokenizer output regression and resize_token_embeddings/output_embeddings mismatch are not the same bug." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Two video-related bugs, but different symptoms and code paths; not mergeable as one fix." + }, + { + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Default multimodal config initialization and non-persistent buffer corruption are different problems." + "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." } ] }, @@ -14096,7 +13745,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 50, + "review_unit_index": 45, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -14105,282 +13754,281 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:30990", - "issue:38175", - "issue:41628", + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", "issue:42757", - "issue:42831", - "issue:42907", - "issue:43122", - "issue:43232", + "issue:43257", + "issue:43295", + "issue:43352", "issue:43475", - "issue:43504", - "issue:43723", - "issue:44190", - "issue:44222", - "issue:44263", + "issue:43526", + "issue:43596", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", "issue:44295", - "issue:44297", - "issue:44327", - "issue:44360", - "issue:44373", - "issue:44484", - "issue:44485", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", "issue:44623", - "issue:44933", - "issue:44977", - "issue:45071", - "issue:45092", - "issue:45245", - "issue:45310", - "issue:45357", - "issue:45656", - "issue:45712", - "issue:45834", - "issue:46050", - "issue:46082", - "issue:46132", - "issue:46209", - "issue:46305", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46170", "issue:46369", - "issue:46424", - "issue:46431", - "issue:46614", + "issue:46506", "issue:46655", - "issue:46762", - "issue:46909", - "issue:46932", - "issue:47059", - "issue:47276" + "issue:46726", + "issue:46752", + "issue:46897", + "issue:47217" ], "soft_pairs": [ - "issue:44933|issue:45712", - "issue:42831|issue:44623", - "issue:44297|issue:45656", - "issue:45245|issue:46132", - "issue:44222|issue:44623", - "issue:46209|issue:46431", - "issue:44373|issue:44485", - "issue:44297|issue:45310", - "issue:43723|issue:44977", - "issue:43122|issue:46209", - "issue:41628|issue:42757", - "issue:43232|issue:47276", - "issue:46614|issue:46932", - "issue:43504|issue:47059", - "issue:45071|issue:46082", - "issue:44360|issue:46762", - "issue:44222|issue:44484", - "issue:43232|issue:45834", - "issue:44190|issue:46082", - "issue:30990|issue:38175", - "issue:43232|issue:46424", - "issue:44327|issue:47059", - "issue:44263|issue:45092", - "issue:44295|issue:44623", - "issue:43475|issue:46305", - "issue:44263|issue:44373", - "issue:42907|issue:46050", - "issue:45092|issue:45357", - "issue:46369|issue:46909", - "issue:46305|issue:46655" + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:45375|issue:45759", + "issue:36246|issue:44351", + "issue:36246|issue:43596", + "issue:45292|issue:45701", + "issue:44451|issue:46752", + "issue:43295|issue:45292", + "issue:45137|issue:45600", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:44466|issue:45335", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44242|issue:44857", + "issue:44995|issue:45200", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44479|issue:46170", + "issue:44623|issue:46726", + "issue:29870|issue:30333" ], - "prepared_review_unit_hash": "1335453797c5a4f31b59c02491d3cfc4a5d33a6f4fec85d44e66604a4d1f5fcd", + "prepared_review_unit_hash": "bf7fbae982ce95e920182a3c4f52aa102b354d4137b3c5d8d53d2e59b9c3a5c4", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35710, - "estimated_input_tokens": 8928, - "estimated_eval_tokens": 18112 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy lexical grouping, not a set of duplicates: it mixes unrelated bugs across imports, tokenization, save/load, generation, quantization, and model-specific regressions. None of the soft-edge pairs look safe to merge as the same underlying issue.", + "summary": "These soft pairs are mostly loose topical matches rather than true duplicates. They span unrelated bugs across Deepspeed, video/VL processing, config loading, serialization, imports, and model-specific regressions, so I would not merge any of the candidate pairs.", "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the cluster spans multiple unrelated bug families, so any single anchor would misrepresent the rest.", + "canonical_issue_reason": "issue:44479 is the most representative standalone issue here: it describes a concrete, user-facing regression with a clear model family impact and a specific failure surface.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; the items are heterogeneous and do not share one concrete failing code path.", + "best_issue_reason": "issue:44479 is the strongest issue to anchor on: it is specific, reproducible, and affects multiple Qwen VL variants rather than being a vague or incidental failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Both are import-related at a high level, but one is a missing image_utils import and the other is leftover dummy class cleanup; different problems." + "reason": "Both mention Deepspeed/ZeRO3, but one is about Qwen3 MOE weight conversion and the other is an empty-deque IndexError in BertModel init; different bugs." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "FP8 accuracy regression and processor.save_pretrained missing files are separate save/load concerns with different symptoms and code paths." + "reason": "Video/image processor lookup and _torch_extract_fbank_features are unrelated failure modes in different pipelines." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:46726", + "right": "issue:47217", "accept": false, - "reason": "Tokenizer config mismatch in save_pretrained is unrelated to DeepSpeed double optimizer steps." + "reason": "Both involve multimodal processing, but one is about missing vision backend/image processor selection and the other is an empty-image-placeholder chat-template crash." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Category-count limit validation and AttentionInterface.register behavior are different API issues." + "reason": "Both are video regressions, but they affect different model families and point to different code paths: Qwen VL input handling vs SmolVLM padding calculation." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor artifact omission; not the same bug." + "reason": "Two import errors, but for different symbols and likely different dependency/version issues." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "FP8 inference failure on B200 and chat-template absence are unrelated processor/model issues." + "reason": "Both are Qwen multimodal config/model-loading issues, but one is a missing config field dropped by strict validation and the other is from_config not unwrapping text_config." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "A wrong docstring is not the same as the GLM-5 RoPE implementation bug." + "reason": "Different missing imports entirely: Qwen2_5_VLImageProcessor vs HybridCache." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 from_pretrained failure are different serialization/load problems." + "reason": "ImportError in a vision processor is unrelated to a BertModel ZeRO3 IndexError during initialization." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are unrelated." + "reason": "resize_token_embeddings/output_embeddings behavior is unrelated to tokenization differences across versions." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Tokenization differences across versions do not match an FP8 inference failure on B200." + "reason": "Loading a specific model checkpoint and empty-list chat template crashes are different surfaces with no shared code path." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "These are separate import errors from different packages/classes." + "reason": "One is a processor/tokenizer regression; the other is embedding resizing not propagating. Same general area, but not the same bug." }, { - "left": "issue:43232", - "right": "issue:47276", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Both touch generation/synced_gpus, but one is a kwargs update bug and the other is a warning-message issue." + "reason": "ZeRO3 deque underflow and stale auto_mappings references are unrelated issues." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Stale phonemizer language state and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "A pretrained-model legacy-field load failure and a huggingface_hub CLI compatibility failure are different subsystems." + "reason": "Position_ids buffer access and post-upgrade slowness are not the same failure." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are distinct config issues." + "reason": "A model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention tracking issue." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "DSA indexer ReLU concerns are unrelated to Minimax attention numerical differences." + "reason": "Serialization of tied weights and resize_token_embeddings not updating decoder.embed_tokens are separate weight-handling bugs." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "FP8 MoE save_pretrained failure and default shard-size behavior are not the same bug." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init validation are unrelated." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are different problems." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "A local dataset loading script issue does not match a LlamaConfig validation regression." + "reason": "Both are SAM3-related, but one is a missing attribute in the output object and the other is a memory overflow in a different model path." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are unrelated model-loading/model-output bugs." + "reason": "Strict config loading for granite_speech and a missing Qwen3_5MoeVisionConfig field are separate config-schema bugs." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:43526", + "right": "issue:46897", "accept": false, - "reason": "sync_gpus generation kwargs and cache max length handling are separate code paths." + "reason": "BEiT reduce_labels returning one label and Florence2 double-shift training loss are unrelated model bugs." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "QA decode_spans top-k bounds error and CLI completion incompatibility are unrelated failures." + "reason": "Missing MoE load-balancing loss and a float16/CUDA crash in LwDetrImageLoss are different loss/AMP issues." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "torch.split return-value handling in a MoE indexer is unrelated to remote-code checkpoint/meta-init incompatibility." + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma 4 multimodal token-type defaults." }, { - "left": "issue:44295", - "right": "issue:44373", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "A runtime error reading position_ids as a buffer and a wrong docstring for position_ids are not duplicates." + "reason": "Model loading failure at transformers>=5.1.0 and tokenizer protobuf exception masking are different error paths." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Both involve saving/loading quantized models, but the model families and failure modes differ enough that this is not the same underlying bug." + "reason": "Qwen3-VL-Moe bug in transformers 5.0 and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "InternVL2 meta-initialization incompatibility and Qwen3.5 incorrect visual-encoder keys are different model-specific regressions." + "reason": "Video-input regression and a Windows/ROCm torch.distributed import problem do not share a code path." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Sam3-litetext memory overflow and a broken DIA documentation example are unrelated." + "reason": "Missing files in processor.save_pretrained and unrecognized image processor errors are different processor issues." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "An off-by-one sliding-window mask bug and SmolVLM padding calculation are different implementation errors." + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are completely unrelated." } ] }, @@ -14395,7 +14043,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 51, + "review_unit_index": 46, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -14404,291 +14052,281 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:22355", - "issue:27957", - "issue:28218", - "issue:39379", - "issue:39401", - "issue:41628", - "issue:42757", - "issue:42796", - "issue:42831", + "issue:42199", "issue:42886", - "issue:42994", - "issue:43066", - "issue:43122", + "issue:43065", "issue:43408", - "issue:43576", - "issue:43644", - "issue:43756", - "issue:43784", - "issue:43824", - "issue:43986", - "issue:44038", - "issue:44060", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", "issue:44188", - "issue:44261", - "issue:44263", - "issue:44279", - "issue:44360", - "issue:44373", + "issue:44361", + "issue:44368", "issue:44483", - "issue:44568", - "issue:44829", - "issue:44964", - "issue:45092", - "issue:45278", - "issue:45310", - "issue:45381", - "issue:45406", - "issue:45600", - "issue:45753", - "issue:46002", - "issue:46172", - "issue:46305", - "issue:46328", - "issue:46369", - "issue:46402", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", "issue:46726", - "issue:47059", - "issue:47217" + "issue:46752", + "issue:46832", + "issue:46851", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47068", + "issue:47145" ], "soft_pairs": [ - "issue:44279|issue:46328", - "issue:22355|issue:27957", - "issue:43986|issue:46726", - "issue:42831|issue:45310", - "issue:44263|issue:44360", - "issue:41628|issue:43824", - "issue:45381|issue:46305", - "issue:43408|issue:46402", - "issue:44964|issue:47059", - "issue:44483|issue:45406", - "issue:42831|issue:44038", - "issue:44829|issue:46002", - "issue:44261|issue:45092", - "issue:22355|issue:28218", - "issue:43576|issue:43784", - "issue:43784|issue:45600", - "issue:44188|issue:44373", - "issue:42831|issue:45753", - "issue:39401|issue:44568", - "issue:43644|issue:46305", - "issue:43756|issue:44060", - "issue:43986|issue:47217", - "issue:42796|issue:43122", - "issue:42886|issue:42994", - "issue:43408|issue:46369", - "issue:39379|issue:46172", - "issue:42886|issue:43066", - "issue:42757|issue:45278" + "issue:43526|issue:46894", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:42199|issue:46851", + "issue:45685|issue:46431", + "issue:42886|issue:45229", + "issue:46170|issue:46832", + "issue:45412|issue:46123", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:46752|issue:47020", + "issue:43994|issue:46726" ], - "prepared_review_unit_hash": "29c4adb505aa64c136dd114704e08bfa29079b07a399fb52643071e8c1b500da", + "prepared_review_unit_hash": "cc5ddc4fdf05221ccd740db4760120ebee4a35b203ae86bfdfe40722d2ba2c72", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35805, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "soft_pair_count": 27, + "serialized_chars": 36043, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer regressions, import/export issues, multimodal/VL bugs, and unrelated model-path problems. Only one soft edge looks like the same underlying fix area (AutoProcessor handling missing vision backends).", - "confidence": 0.72, - "canonical_issue_reason": "issue:45278 is the broadest umbrella item here because it describes a general post-upgrade import-regression class of failures, but the cluster is not a clean duplicate set.", + "summary": "All soft edges look like false positives: the paired issues mostly involve different models, different subsystems, or different failure modes, so none should be merged as duplicates. There are no PRs in this cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is justified here; the items do not form one duplicate family and instead span unrelated bug reports across tokenizer, vision, generation, cache, and platform-specific paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative only in the sense that it is the most general version-regression/import-failure report; it does not actually cover the whole cluster.", + "best_issue_reason": "If a single issue must anchor the set, issue:46858 is the most concrete and code-path-specific report, but it is not representative of the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:43526", + "right": "issue:46894", "accept": false, - "reason": "Different problems: a generic dependency complaint vs a SequenceFeatureExtractor.pad performance issue." + "reason": "Different bugs and domains: BeitImageProcessorFast label reduction vs CohereASR training-loss double-shift." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." - }, - { - "left": "issue:43986", - "right": "issue:46726", - "accept": true, - "reason": "Both report AutoProcessor failing when a required vision backend is missing; same underlying missing-backend error handling path." + "reason": "Config loading for granite_speech is unrelated to Windows/ROCm import failure from torch.distributed dependency." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Different failures: FineGrainedFP8 accuracy drift vs a Qwen3.5-MoE from_pretrained error." + "reason": "Stale indexer cache on second forward pass is not the same as flash-attention crashing on s_aux=None." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Same subsystem name, but different bugs: torch.split return handling vs a missing ReLU in the DSA indexer." + "reason": "A tie_word_embeddings warning is not the same failure as Qwen3.5 flash-attention generation breakage." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports/code paths." + "reason": "BigBirdTokenizer special-token registration bug and ESM2 being broken are unrelated issues." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Different sequence/masking bugs in different models; no common concrete code-path." + "reason": "ZeRO from_pretrained loading problem is distinct from optimizer.step being called twice under deepspeed." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Both involve sam3, but one is a model-type warning and the other is missing text-encoder weights." + "reason": "Missing fpn_position_embeddings attribute in SAM 3 Video is not the same as Qwen3OmniMoe video-input validation errors." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Completely different: model loading failure vs a huggingface_hub CLI test breakage." + "reason": "DETR background-class cardinality error and Qwen3.5 variable-length position_ids are different code paths and bugs." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Different code paths: chat/completions request validation vs Gemma4Processor crashing in serve." + "reason": "MPS histogram/int limitation is unrelated to apply_chat_template failing because a processor has no chat template." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Unrelated: FP8 accuracy issue vs Qwen3-VL-Moe bug." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failure modes." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Different symptoms and likely different causes: flash_attention_3 training degeneration vs NaNs after checkout/init." + "reason": "Platform import/dependency issue on Windows/ROCm does not match RTDetrModel.forward feature-level mismatch." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Different issues: missing rms_norm_eps in MLA q_a_layernorm vs remote-code checkpoint/meta-init incompatibility." + "reason": "Memory not released on RT-DETR deletion is unrelated to MaskGenerationPipeline's final-partial-batch bug." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Not the same bug: missing module import vs tokenizer adding extra space after an added token." + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same underlying bug." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Different failures: broken env command vs a NameError during sentence-transformers import." + "reason": "Dummy Conv2d in Sam3PixelDecoder is a different issue from a sam3_video vs sam3_tracker config warning." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Different import/CI regressions affecting different packages and code paths." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning in ms-swift fine-tuning." }, { "left": "issue:44188", - "right": "issue:44373", + "right": "issue:46202", "accept": false, - "reason": "Unrelated: torch.compile attention-kernel divergence vs a wrong docstring." + "reason": "torch.compile attention-kernel divergence is a different problem than Gemma pipeline roundtrip on the underscore token." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Different problems: FP8 accuracy issue vs an infinite loop for a specific image in Qwen3_5." + "reason": "MLukeTokenizer AttributeError and stale num_return_sequences warning are unrelated." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + "reason": "StaticCache.get_seq_length returning a tensor is not the same as LlamaConfig rejecting explicit head_dim." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Different bugs: non-persistent buffer initialization issue vs a sliding-window mask off-by-one." + "reason": "An isolated reproduction of another issue is not the same as the Gemma pipeline roundtrip failure itself." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:46132", + "right": "issue:47145", "accept": false, - "reason": "Different model-specific architecture issues: RoPE layer dropping vs tied-weights warning/mis-tie." + "reason": "AttentionInterface.register behavior change and FP8 weight_scale not being applied are different bugs." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Both are VL-related, but one is missing backend handling and the other is image-placeholder placement in user text." + "reason": "/v1/chat/completions request acceptance regression is unrelated to Gemma token roundtrip failure." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Related by tokenization, but not the same concrete regression or fix." + "reason": "Attention branching under torch.compile is distinct from cache lazy initialization causing spurious recompilation." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:45593", + "right": "issue:47068", "accept": false, - "reason": "Different areas: offline cache loading vs quantized model saving." + "reason": "D-FINE auxiliary-loss behavior and a host-synchronization concern in deepspeed_sp_compute_loss are unrelated." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Same family name, but one is a warning mismatch and the other is a memory overflow." + "reason": "auto_docstring annotation crash is unrelated to the static-cache get_seq_length device-tensor bug." }, { - "left": "issue:39379", - "right": "issue:46172", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Different model internals and different failure modes." + "reason": "MLukeTokenizer AttributeError and a post-upgrade data filtering slowdown are not duplicates." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "Different tokenizer/version regressions with no clear shared code fix." + "reason": "Empty chat_template IndexError and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer bugs." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "The former is a specific missing dependency symbol; the latter is a broad multi-import regression, not the same underlying bug." + "reason": "SigLIP2 producing nonsensical outputs and AutoProcessor complaining about a missing vision backend are separate problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The broad characterization of the cluster as heterogeneous is supported by the titles, and the single accepted soft edge (43986 \u2194 46726) is plausibly the same missing-vision-backend handling path without overstating certainty. I did not see any soft-edge verdicts that overclaim sameness." - }, - "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 }, @@ -14696,7 +14334,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 52, + "review_unit_index": 47, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -14705,302 +14343,280 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:22355", - "issue:27957", - "issue:29159", + "issue:28282", "issue:30990", - "issue:33357", - "issue:39401", + "issue:39692", "issue:41628", - "issue:42371", - "issue:42907", - "issue:43116", - "issue:43122", - "issue:43329", - "issue:43408", - "issue:43452", + "issue:42994", + "issue:43065", + "issue:43232", "issue:43475", - "issue:43540", + "issue:43482", + "issue:43525", + "issue:43643", "issue:43646", - "issue:43824", - "issue:43937", - "issue:43976", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", "issue:44038", - "issue:44117", - "issue:44222", - "issue:44263", - "issue:44295", + "issue:44162", + "issue:44188", "issue:44297", - "issue:44351", - "issue:44360", - "issue:44485", - "issue:44488", - "issue:44521", - "issue:44625", - "issue:44704", - "issue:44829", - "issue:44945", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", "issue:44964", - "issue:45200", - "issue:45216", - "issue:45278", - "issue:45290", - "issue:45381", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", "issue:45478", - "issue:46002", - "issue:46172", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", "issue:46326", - "issue:46762", - "issue:46909", - "issue:47059" + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47217" ], "soft_pairs": [ - "issue:45381|issue:46909", - "issue:27957|issue:30990", - "issue:43540|issue:46909", - "issue:43646|issue:46002", - "issue:30990|issue:33357", - "issue:43329|issue:47059", - "issue:42907|issue:44945", - "issue:42907|issue:44964", - "issue:44295|issue:44297", - "issue:43122|issue:46326", - "issue:43976|issue:44945", - "issue:44625|issue:44829", - "issue:39401|issue:44488", - "issue:39401|issue:44521", - "issue:41628|issue:45278", - "issue:44117|issue:44704", - "issue:42371|issue:44263", - "issue:42907|issue:43937", - "issue:43122|issue:44521", - "issue:44704|issue:45290", - "issue:22355|issue:29159", - "issue:43408|issue:43475", - "issue:42907|issue:43452", - "issue:44360|issue:44485", - "issue:44038|issue:44297", - "issue:43824|issue:44351", - "issue:46172|issue:46762", - "issue:45216|issue:45478", - "issue:44038|issue:44295", - "issue:43116|issue:45200", - "issue:44038|issue:44222" + "issue:44297|issue:44623", + "issue:43701|issue:44749", + "issue:43065|issue:46123", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43784|issue:46399", + "issue:44373|issue:46851", + "issue:39692|issue:46726", + "issue:44871|issue:46132", + "issue:46463|issue:46877", + "issue:45561|issue:47217", + "issue:28282|issue:30990", + "issue:44188|issue:46851", + "issue:45375|issue:45478", + "issue:46877|issue:47000", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:45230|issue:45397", + "issue:45310|issue:45375", + "issue:43232|issue:43673", + "issue:44038|issue:44623", + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "ae8e800dbf04af5a063c84b39e4b4ba8c7adda595e5a6a161e38bce3f7ac9473", + "prepared_review_unit_hash": "b4d44e3b4717d69b445891a3addfb1e23cf65f2a664f1ab180a9e29de52b142e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36557, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35176, + "estimated_input_tokens": 8794, + "estimated_eval_tokens": 17844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly lexical/model-family similarities, not the same underlying bug or change. I would not dedupe any of the pairs; the set does not form a single coherent duplicate cluster.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "The items are a loose collection of unrelated transformer/model bugs and a few documentation/import issues; none of the soft pairs look like true duplicates or the same fixable change. No pull requests are present in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44964 is the strongest representative: it is a concrete, reproducible model-loading regression with a named model, clear version context, and an actionable code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most concrete, reproducible standalone bug report in the set, with inbound references and a clear multimodal apply_chat_template symptom, but it is not a safe duplicate hub.", + "best_issue_reason": "Issue 44964 is the best global triage candidate because it is specific, user-facing, and likely to map to a single fix rather than a broad or ambiguous report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45381", - "right": "issue:46909", - "accept": false, - "reason": "Video position_ids mismatch in Qwen2.5-VL is unrelated to a broken DIA documentation example." - }, - { - "left": "issue:27957", - "right": "issue:30990", - "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers stuck loading are different failure modes." - }, - { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to a DIA docs issue." + "reason": "Different failure modes: tokenizer config metadata mismatch vs processor save_pretrained missing files." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different code paths and symptoms." + "reason": "Checkpoint key mismatch is unrelated to the reported 5.3.0 performance slowdown during filtering." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "A loading hang and a MacOS bus error on CLIP are not the same bug." + "reason": "Sam3PixelDecoder dummy layer implementation and MaskGenerationPipeline partial-batch dropping are separate code paths." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Undefined multimodal-token variables in the video branch are unrelated to a CLI test failure against huggingface_hub 1.22.0." + "reason": "A slowdown regression is not the same bug as optimizer.step being invoked twice with deepspeed." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Saving dequantized models and incorrect outputs under pipeline parallelism are different problems." + "reason": "Missing fields from trust_remote_code AutoConfig return values is unrelated to ESM2 breakage." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Dequantized save_pretrained failure and loading Phi-4 multimodal are different save/load issues." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque IndexError." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch in tokenizer_config.json are unrelated bugs." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different pipelines." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Tokenization differences across versions and continue_final_message for mistral_common are distinct tokenizer behaviors." + "reason": "Processor saving file omissions are unrelated to deepspeed optimizer double-stepping." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Python-version incompatibility in 5.1.0 and pipeline-parallelism output errors are unrelated." + "reason": "Missing fpn_position_embeddings in SAM 3 output is not the same as missing fields from trust_remote_code config objects." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration do not share a concrete code path." + "reason": "SAM 3 video encoder attribute error and TimesFM window_size AttributeError are different models and mechanisms." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping and failure to load cjvt/sleng-bert are different tokenizer/load issues." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration crash are unrelated." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Wrong offset_mapping and all-zero assistant_masks are both tokenizer-related but are different bugs." + "reason": "A wrong docstring and a variable-length input runtime bug are not the same underlying issue." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "A missing AutoImageProcessor import and broad import errors after an upgrade are too generic to be the same bug." + "reason": "Documentation example errors are distinct from AutoProcessor backend-missing behavior." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different failure points." + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register changing function behavior." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "TF32 API warning behavior and the DSA indexer's torch.split return issue are unrelated." + "reason": "T5 decoder-input validation messaging and auto_docstring import-time stdout noise are separate concerns." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "Model save corruption and GLM-5 GenerationConfig validation are different problems." + "reason": "A pytest-xdist file race is unrelated to VL models failing on image placeholders in user text." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Version-to-version tokenization drift and multimodal assistant mask generation are not the same bug." + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different environment/runtime problems." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "AutoProcessor kwargs forwarding and apply_chat_template crashing on tool-call messages are different code paths." + "reason": "torch.compile attention kernel divergence is not the same as Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Missing transformers.onnx and inconsistent slow/fast tokenizer behavior are unrelated." + "reason": "Missing deepstack_visual_indexes in config and a from_pretrained error are related by model family but not the same concrete bug." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "A sam3_video vs sam3_tracker type warning and a missing fpn_position_embeddings attribute are related only by project area, not the same defect." + "reason": "Import-time doc-lint stderr/stdout output is unrelated to RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and gguf_file breakage in from_pretrained are separate loading/saving issues." + "reason": "Quantized saving failure and Llama4Config pad_token_id attribute error are separate model serialization/config issues." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated algorithm changes." + "reason": "Whisper word timestamp crash on trailing replacement characters is unrelated to Kimi-K2.5 codec/regression handling." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Qwen3-VL-Moe loading/bug report and tokenizer_class mismatch on save_pretrained are different bugs." + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different tokenizer subsystems." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Two import errors in transformers, but for different symbols and failure points; not the same concrete bug." + "reason": "A generic bug report and gemma-4 zero3 from_pretrained failure are not the same issue." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "DeepSeek-V4 tensor-transpose issue and Minimax MSA numerical mismatch are different attention/implementation problems." + "reason": "Qwen3.5 Moe from_pretrained error and missing deepstack_visual_indexes may be adjacent, but the reports do not show the same concrete failure." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Qwen3.5 checkpoint save corruption and Qwen3.5 from_pretrained load failure are related by model family but not the same concrete bug." + "reason": "Generation kwargs update after sync_gpus and chunked_prefill cache missing are distinct generation-path bugs." }, { "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Qwen3-VL-Moe issue and position_ids buffer access error are unrelated." - }, - { - "left": "issue:43116", - "right": "issue:45200", + "right": "issue:44623", "accept": false, - "reason": "Empty multi-label results in the example script and mm_token_type_ids defaults for Gemma 4 are different training/runtime issues." + "reason": "Qwen3-VL-Moe behavior under transformers 5.0 is unrelated to processor.save_pretrained missing files." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and FP8 save_pretrained moe bug are separate concrete code paths." + "reason": "Cannot import AutoImageProcessor and nonexistent image_utils import are similar at a glance but point to different missing symbols and likely different fixes." } ] }, @@ -15015,7 +14631,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 53, + "review_unit_index": 48, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -15024,286 +14640,312 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:22355", - "issue:28348", - "issue:29127", - "issue:36296", - "issue:38617", - "issue:39379", - "issue:39401", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", "issue:42175", + "issue:42371", "issue:42673", - "issue:42757", + "issue:42831", "issue:42898", - "issue:43066", - "issue:43116", - "issue:43122", + "issue:42994", "issue:43232", "issue:43278", - "issue:43493", - "issue:43611", - "issue:43937", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", "issue:43976", "issue:44038", - "issue:44075", - "issue:44188", + "issue:44222", "issue:44351", - "issue:44483", - "issue:44485", - "issue:44625", - "issue:44779", - "issue:44936", - "issue:44938", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", "issue:44945", - "issue:44995", - "issue:45072", - "issue:45083", - "issue:45278", - "issue:45357", - "issue:45446", - "issue:45478", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", "issue:45753", - "issue:46002", - "issue:46231", - "issue:46328", - "issue:46614", - "issue:46640", - "issue:46697", + "issue:46202", + "issue:46701", "issue:46877", - "issue:47217" + "issue:47059", + "issue:47068", + "issue:47085" ], "soft_pairs": [ - "issue:43122|issue:44779", - "issue:39401|issue:46614", - "issue:22355|issue:29127", - "issue:43278|issue:44945", - "issue:42175|issue:44938", - "issue:36296|issue:43116", - "issue:42757|issue:44351", - "issue:39379|issue:43232", - "issue:43493|issue:45753", - "issue:44188|issue:46328", - "issue:46231|issue:46877", - "issue:28348|issue:46640", - "issue:44483|issue:47217", - "issue:42898|issue:46614", - "issue:43611|issue:46002", - "issue:45357|issue:45478", - "issue:42673|issue:45072", - "issue:43937|issue:44485", - "issue:43976|issue:45446", - "issue:38617|issue:45278", - "issue:44995|issue:46697", - "issue:44625|issue:46002", - "issue:43066|issue:44779", - "issue:43116|issue:43493", - "issue:45083|issue:45446", - "issue:44038|issue:45478", - "issue:44075|issue:44936" + "issue:43873|issue:44945", + "issue:42371|issue:45092", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:44496|issue:45561", + "issue:42673|issue:43704", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:44843|issue:47085", + "issue:44568|issue:47085" ], - "prepared_review_unit_hash": "eeb75cc184e2c0d2d11fe8dae11be6398f236b7802b06fad8859873f3da38331", + "prepared_review_unit_hash": "160ac75d9d16e87c198e4de6e351043aa5b58859afe3ef7dcc37b552cd5f1ac8", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34656, - "estimated_input_tokens": 8664, - "estimated_eval_tokens": 17584 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36908, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same concrete bug or change; most are only loosely related by subsystem or version. The strongest standalone issue here is the broad import-regression report after upgrading Transformers, but the cluster as a whole is heterogeneous.", - "confidence": 0.23, - "canonical_issue_reason": "issue:45278 is the broadest and most representative report in this set: it describes multiple import errors after a version upgrade and could subsume narrower import-related regressions if they were actually confirmed as duplicates.", + "summary": "The cluster is mostly a collection of unrelated Transformers issues. Only one soft edge is a clear duplicate: the Qwen3ForCausalLM VRAM leak report appears twice with the same title and same underlying thread-leak bug. No pull requests are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the better canonical issue for the Qwen3ForCausalLM VRAM leak because it is the earlier, fuller report with more discussion and references; issue:43704 is the duplicate follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best overall issue candidate because it is broad, clearly user-facing, and describes a likely regression affecting multiple imports, making it the most useful anchor for triage.", + "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is detailed, clearly scoped, and the only confirmed duplicate target among the soft pairs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Both are tokenizer complaints, but one is a v5 tokenization behavior change across versions and the other is a Deepseek-specific incorrect output report; different models and failure modes." + "reason": "Different symptoms and code paths: quantization/offloading behavior vs incorrect output under pipeline parallelism." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Different tokenizer classes and different bugs: offset_mapping correctness vs stale espeak backend language state." + "reason": "Unrelated problems: TF32 API guidance vs meta-initialization incompatibility for old InternVL2 checkpoints." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "An import error for transformers.onnx is unrelated to a LayoutLMv3 validation/error-message clarity issue." + "reason": "Both are import errors, but for different symbols and likely different regressions; not the same bug." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "One is an embedding dtype regression during train/eval, the other is incorrect output under pipeline parallelism; not the same code-path bug." + "reason": "Tokenizer mapping extension failure vs a CLI completion incompatibility with huggingface_hub; unrelated." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Both mention environment/import problems, but one is a packaging backend omission and the other is a Python 3.14 load failure; different causes." + "reason": "Embedding dtype drift in eval vs a DeepSpeed ZeRO3 deque IndexError; different failure modes." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Tensor-parallel training instability is unrelated to the example script returning empty multi-label results." + "reason": "Mistral regex/tokenizer crash vs auto-docstring annotation handling crash; different subsystems." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different version-compatibility breakages; too generic to merge." + "reason": "Quantized model saving failure vs missing Qwen2_5_VLForConditionalGeneration import; unrelated." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "An mllama masking bug and a generation kwargs update bug after sync_gpus are unrelated." + "reason": "AMP/CUDA loss crash vs docstring lint output at import time; no shared underlying bug." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "A SigLIP2 implementation discrepancy is not the same as an infinite-loop bug on a specific Qwen3_5 image input." + "reason": "Gemma4Processor tokenizer attribute crash vs Gemma pipeline roundtrip text issue; not the same defect." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and a SequenceFeatureExtractor padding performance issue are different subsystems and symptoms." + "reason": "Both involve Gemma pipelines, but one is a roundtrip tokenization issue and the other is a pipeline wiring failure." }, { - "left": "issue:46231", + "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "A docstring parameter-name mismatch is unrelated to auto_docstring printing diagnostics at import time." + "reason": "Auxiliary-loss logic bug in D-FINE vs import-time doc-lint noise; unrelated." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Both mention Flash Attention 2, but one asks for GPT-2 support and the other is an unspecified issue; not enough to treat as the same bug/change." + "reason": "Different missing imports for different classes and versions; not one underlying issue." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "A chat/completions request validation issue is not the same as VL models failing when the image placeholder appears in user text." + "reason": "Related model family, but different versions and different from_pretrained failures; too distinct to merge." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Tokenizer cleanup behavior changes in v5 and stale phonemizer language state are unrelated tokenization bugs." + "reason": "Pipeline-parallelism output corruption vs Qwen3_5 image-specific infinite loop; different bugs." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "A base_model_prefix loading regression and NaNs in classification heads are different failures with different triggers." + "reason": "FP8 save_pretrained problem vs Qwen3.5 MoE loading error; different operations and symptoms." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Both involve Qwen3.5 MoE/vision model regressions, but one is incorrect saved keys and the other is a from_pretrained error; not the same concrete bug." + "reason": "Generation kwargs update logic vs Janus image generation test failure; not the same code path." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "A VRAM leak in dataloader-threaded inference and bfloat16 dtype mismatches in CI are unrelated." + "reason": "pytest-xdist file race vs CLI completion attribute error; unrelated." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "GenerationConfig validation failure and RoPE implementation discussion are different GLM-5 issues." + "reason": "Packaging/backend dependency issue vs missing image_utils import; different scopes." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "A package-wide Python support problem and an incorrect version check for AuxRequest import are not the same issue." + "reason": "Qwen3.5 recurrent-state cache bug vs DeepSpeed loss synchronization concern; not the same bug." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "The latter is a broad import-regression umbrella, but the former is a specific missing symbol import; there is no concrete evidence they are the same code-path failure." + "reason": "Dependency version pinning issue vs docstring diagnostics printing; unrelated." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "A stale indexer-cache crash on second forward and image over-padding are unrelated model/component bugs." + "reason": "MLFlow reporting on training failure vs OOM with Adafactor/DeepSpeed; no overlap in root cause." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Incorrect num_labels propagation and NaNs after checkout/init are different classification-head issues." + "reason": "Both mention FP8, but one is accuracy degradation and the other is save_pretrained failure; different issues." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different tokenizer behavior and different model families; not the same concrete bug." + "reason": "TensorFlow packaging omission vs leftover dummy PT classes; unrelated." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Example-script multi-label output failure and SigLIP2 implementation discrepancy are unrelated." + "reason": "Both concern tokenizer behavior changes, but the concrete regressions differ and are not clearly the same bug." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "A feature-extractor length helper bug and a PyTorch version-check bug are different code paths." + "reason": "Both are import errors, but they involve different missing symbols and different failure contexts." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Both mention Qwen3.5 MoE in Transformers 5.x, but one is a generic bug report and the other is a specific from_pretrained import error; insufficient to merge." + "reason": "Unrecognized model/config issue vs xdist race condition; unrelated." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Optimizer arguments not being used is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Python-version compatibility problem vs missing import from image_utils; unrelated." }, { - "left": "issue:44938", - "right": "issue:45278", + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers load hang vs embedding resizing/post_init reinitialization; different defects." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline-mode tokenizer patch bug vs tokenizer thread-safety regression; different concrete problems." + }, + { + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Python 3.14 load failure is a platform-specific compatibility issue, while 45278 is a broad import regression after upgrade; not the same concrete bug." + "reason": "Tokenizer special-token regression vs Rust tokenizer thread safety; not the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft edge, issue:42673 vs issue:43704, is supported by the exact same title and matching VRAM-leak description, and the canonicalization choice is reasonable given the earlier, richer report. The rest of the pairwise rejections stay cautious and do not overclaim duplicates. No PRs are present in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15311,7 +14953,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 54, + "review_unit_index": 49, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -15320,281 +14962,288 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:33453", - "issue:39379", - "issue:39401", + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", "issue:42222", - "issue:42371", "issue:42673", - "issue:42796", - "issue:43064", - "issue:43066", + "issue:42898", "issue:43116", - "issue:43441", - "issue:43618", - "issue:43673", - "issue:43688", - "issue:43824", - "issue:43825", - "issue:43827", + "issue:43295", + "issue:43479", + "issue:43723", "issue:43874", - "issue:43937", - "issue:43992", - "issue:44117", - "issue:44263", - "issue:44291", - "issue:44355", - "issue:44380", - "issue:44466", - "issue:44610", - "issue:44704", - "issue:45071", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", "issue:45405", - "issue:45446", - "issue:45563", - "issue:45588", - "issue:46002", - "issue:46077", - "issue:46231", - "issue:46328", - "issue:46710", - "issue:46726", - "issue:46752", - "issue:46762", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", "issue:46829", - "issue:46897", "issue:46909", - "issue:46981", - "issue:47000", - "issue:47116" + "issue:47059", + "issue:47085" ], "soft_pairs": [ - "issue:44610|issue:46909", - "issue:44355|issue:46231", - "issue:43618|issue:46829", - "issue:43066|issue:46710", - "issue:46726|issue:46981", - "issue:43116|issue:43825", - "issue:42371|issue:43874", - "issue:42673|issue:42796", - "issue:43992|issue:44704", - "issue:46328|issue:47116", - "issue:43827|issue:45446", - "issue:39379|issue:43688", - "issue:33453|issue:39401", - "issue:43824|issue:46981", - "issue:43673|issue:46328", - "issue:44291|issue:45071", - "issue:43064|issue:43673", - "issue:45405|issue:45446", - "issue:45092|issue:46762", - "issue:44117|issue:45588", - "issue:43937|issue:45563", - "issue:42222|issue:47000", - "issue:42222|issue:43441", - "issue:44466|issue:46002", - "issue:44380|issue:46077", - "issue:44263|issue:46762", - "issue:39379|issue:46897", - "issue:42222|issue:46752" + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:43479|issue:44079", + "issue:42673|issue:47085", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:42898|issue:44779", + "issue:44060|issue:45125", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:42222|issue:45200", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "90b438973a5c77f8352b5aef5d4cb56be2f764929673772977417fddf7b2f0fa", + "prepared_review_unit_hash": "084ca7cc46c5d49a271842eec90dc94adb679aa8a044f0ef52da3719ab1b8bc2", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36054, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "soft_pair_count": 29, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it contains many unrelated issues spanning tokenization, generation, model-specific bugs, docs, and performance/runtime regressions. The soft links are mostly broad topical similarity, not the same underlying bug or change, so none should be merged.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "summary": "The cluster is heterogeneous: it mixes unrelated Transformer issues across tokenization, multimodal configs, training, serving, docs, and dependency/import errors. None of the soft pairs appears to be the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items are not a single duplicate family; they span many unrelated bugs and regressions.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No globally best issue for deduplication: the cluster is too mixed to use one issue as a representative canonical target.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "OmDet input-size mismatch vs a broken DIA docs example; unrelated subsystems and failure modes." + "reason": "Different code paths and symptoms: Phi4MultimodalConfig default-initialization vs VideoPrism output packaging." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Compiled Python file errors vs a documentation parameter-name typo; not the same bug." + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs; not the same bug." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "CLIP attentions assignment bug vs VideoPrism hidden_states miswire; different models and outputs." + "reason": "LayoutLMv2 NER/padding crash is unrelated to tokenizer thread-safety regressions." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer decoder type regression vs DeepSeek accuracy regression; too broad and not one code path." + "reason": "Missing files from processor.save_pretrained is a save-path bug; Qwen3.5 MoE from_pretrained error is a model-loading bug." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Missing vision backend error vs repeated 429 retries in AutoProcessor; different HTTP/loading behaviors." + "reason": "VRAM leak in multi-threaded dataloader use is unrelated to FA2 long-context performance regression." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Example script multi-label output bug vs pipeline v5 error messaging; one is behavior, the other messaging." + "reason": "AutoTokenizer loading failure and add_special_tokens BOS/EOS omission are different tokenizer behaviors." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "TF32 settings migration vs missing image-processor method; unrelated fixes." + "reason": "Two broken docs examples, but for different models and failures." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "VRAM leak in dataloader threads vs tokenizer BPE marker handling; no shared underlying defect." + "reason": "CI break from removed auto_mappings references is unrelated to huggingface_hub CLI completion breakage." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Missing encoder weights on load vs AutoProcessor kwargs forwarding; different loading layers." + "reason": "Gemma4 attention-mask construction and MaskGenerationPipeline final-batch handling are different bugs." }, { - "left": "issue:46328", - "right": "issue:47116", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Padding performance issue vs streaming pipeline regression; not the same bug." + "reason": "Unrelated multimodal config initialization vs Whisper timestamp decode crash." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Docs still mentioning pipeline vs PyTorch version check bug; docs-only vs runtime compatibility." + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." }, { - "left": "issue:39379", - "right": "issue:43688", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "mllama mask handling vs auxiliary-loss normalization; different model logic." + "reason": "Different areas: config defaults vs ModelOutput key assignment logic." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3 offset mapping bug; both tokenizer-related but distinct defects." + "reason": "Both mention threading, but one is a VRAM leak in Qwen3ForCausalLM and the other is tokenizer thread safety." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "ImportError for a model class vs AutoProcessor retry behavior; unrelated API surfaces." + "reason": "MLFlow reporting on training failure is unrelated to Llama 3.2 vision model loading regression." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Missing generation cache vs numpy/list padding inefficiency; not the same issue." + "reason": "XLMRoberta FlashAttention setup and MLFlow failure reporting are unrelated subsystems." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Unexpected init_empty_weights argument vs PretrainedConfig type-checking; different compatibility problems." + "reason": "Both are tokenizer regressions in v5, but they affect different models and different behaviors." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT vs missing generation cache; unrelated training vs generation bugs." + "reason": "Incorrect tied-weights warning is unrelated to missing tensor-parallel plan metadata." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Unreleased PEFT version bump vs incorrect PyTorch version gate; unrelated dependency/version issues." + "reason": "Processor.tokenizer regression and clean_up_tokenization_spaces behavior change are distinct v5 issues." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Meta-init incompatibility for remote-code checkpoints vs numerical differences in attention; different root causes." + "reason": "Different model families and failures: Granite token IDs vs Pegasus output differences." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs flash_attention s_aux AttributeError; separate code paths." + "reason": "Failed-job MLFlow reporting is unrelated to CustomTrainer.compute_loss signature breakage." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Invalid GenerationConfig vs stale num_return_sequences warning; different generation concerns." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated multimodal issues." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Vitpose broken model loading vs RTDetrLoss infeasible cost matrix; unrelated model bugs." + "reason": "Both are import/dependency errors, but one is missing transformers.onnx and the other is missing PyTorch." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Vitpose failures vs Ministral flash-attention failure; different models and causes." + "reason": "Position_ids buffer access error is unrelated to a double optimizer-step issue under deepspeed." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "lm_head serialization inconsistency vs NaNs in classification heads; not the same defect." + "reason": "Missing image-patch method in GLM46V processor and InternVL2 meta-init incompatibility are different multimodal loading bugs." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "GPT2 attention scaling ignored vs Gemma4 bidirectional mask construction; different attention semantics." + "reason": "Serving KV-cache indexing crash is unrelated to auto_docstring failures with future annotations." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "torch.split return-value issue vs numerical mismatch in Minimax attention; different problems." + "reason": "Different example scripts and different failure modes: empty multi-label results vs local dataset loading." }, { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "mllama masked_out_mask bug vs Florence training-loss double-shift; unrelated model-specific errors." + "reason": "PEFT version pinning is unrelated to leftover dummy class cleanup and torchless import leakage." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is MoE FP8 model saving and the other is tokenizer config metadata." + }, + { + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Vitpose model breakage vs apply_chat_template empty-list IndexError; unrelated APIs." + "reason": "Optimizer argument handling and a training docs parameter-name mismatch are not the same issue." } ] }, @@ -15609,428 +15258,311 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 55, + "review_unit_index": 50, "review_unit_count": 63, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:38617", - "issue:39401", + "issue:30990", + "issue:38175", "issue:41628", - "issue:42222", - "issue:42371", - "issue:42617", + "issue:42757", + "issue:42796", "issue:42831", + "issue:42907", "issue:43122", - "issue:43208", - "issue:43408", - "issue:43450", - "issue:43742", - "issue:43937", - "issue:43986", - "issue:44117", - "issue:44220", - "issue:44261", - "issue:44410", - "issue:44483", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", "issue:44484", - "issue:44496", - "issue:44704", - "issue:44779", - "issue:44829", - "issue:44877", + "issue:44485", + "issue:44623", "issue:44933", "issue:44977", "issue:45071", - "issue:45081", - "issue:45216", - "issue:45278", + "issue:45092", + "issue:45245", "issue:45310", - "issue:45341", - "issue:45464", - "issue:45561", - "issue:45632", - "issue:46178", - "issue:46209", - "issue:46231", - "issue:46298", - "issue:46328", - "issue:46512", - "issue:46762", - "issue:46894", - "issue:46981", - "issue:47059", - "issue:47110" - ], - "soft_pairs": [ - "issue:44117|issue:45081", - "issue:43937|issue:44977", - "issue:42617|issue:45341", - "issue:45071|issue:46512", - "issue:43450|issue:43986", - "issue:39401|issue:44779", - "issue:43208|issue:46894", - "issue:43408|issue:43742", - "issue:44410|issue:45310", - "issue:45632|issue:46981", - "issue:44829|issue:45216", - "issue:45071|issue:47059", - "issue:45341|issue:45561", - "issue:44704|issue:47110", - "issue:45341|issue:46328", - "issue:44877|issue:46231", - "issue:38617|issue:41628", - "issue:39401|issue:46209", - "issue:43122|issue:46298", - "issue:42222|issue:46178", - "issue:43937|issue:44496", - "issue:42371|issue:44261", - "issue:38617|issue:44220", - "issue:44933|issue:45278", - "issue:44261|issue:46762", - "issue:44484|issue:45310", - "issue:42371|issue:42831", - "issue:44483|issue:45464" - ], - "prepared_review_unit_hash": "7a14312892fc307cb6c249f001121fc9b30900da9e54152c6e8e6093b64b187d", - "component_budget": { - "node_count": 521, - "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35292, - "estimated_input_tokens": 8823, - "estimated_eval_tokens": 17902 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 56, - "review_unit_count": 63, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-521", - "nodes": [ - "issue:27957", - "issue:41628", - "issue:43012", - "issue:43066", - "issue:43097", - "issue:43122", - "issue:43208", - "issue:43352", - "issue:43441", - "issue:43452", - "issue:43531", - "issue:43577", - "issue:43673", - "issue:43874", - "issue:43931", - "issue:43986", - "issue:44038", - "issue:44075", - "issue:44077", - "issue:44117", - "issue:44246", - "issue:44261", - "issue:44263", - "issue:44360", - "issue:44410", - "issue:44484", - "issue:44485", - "issue:44493", - "issue:44829", - "issue:44987", - "issue:45003", - "issue:45071", - "issue:45341", - "issue:45372", - "issue:45375", - "issue:45440", - "issue:45478", - "issue:45588", + "issue:45357", "issue:45656", - "issue:45753", + "issue:45712", + "issue:45834", "issue:46050", - "issue:46123", - "issue:46172", - "issue:46369", - "issue:46752", - "issue:46897", - "issue:46981", - "issue:47116" + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" ], "soft_pairs": [ - "issue:44075|issue:45656", - "issue:43097|issue:44493", - "issue:44410|issue:45478", - "issue:43066|issue:43122", - "issue:44077|issue:46981", - "issue:44263|issue:44485", - "issue:43931|issue:44410", - "issue:43673|issue:45341", - "issue:46752|issue:47116", - "issue:41628|issue:45071", - "issue:43931|issue:44038", - "issue:43012|issue:43577", - "issue:43441|issue:44829", - "issue:43874|issue:44261", - "issue:27957|issue:43352", - "issue:43208|issue:46897", - "issue:43097|issue:43452", - "issue:44484|issue:45478", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:43531|issue:45341", - "issue:44117|issue:44987", - "issue:43986|issue:45341", - "issue:44261|issue:44485", - "issue:45003|issue:45341", - "issue:43097|issue:45588", - "issue:44246|issue:46981", - "issue:45753|issue:46369", - "issue:45440|issue:46172", - "issue:43097|issue:46050", - "issue:43986|issue:45372", - "issue:44410|issue:45375", - "issue:43673|issue:46123", - "issue:43874|issue:44263" + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:41628|issue:42757", + "issue:46614|issue:46932", + "issue:43504|issue:47059", + "issue:43232|issue:47276", + "issue:45071|issue:46082", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:30990|issue:38175", + "issue:44327|issue:47059", + "issue:43232|issue:46424", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:44263|issue:44373", + "issue:42907|issue:46050", + "issue:45092|issue:45357" ], - "prepared_review_unit_hash": "d182c7f6e76efa720d532db6749a5c3c74204e6ff55dff008c31527ccb729128", + "prepared_review_unit_hash": "4d2d8b5dff13aa6b31cee06dfef4aab37454720b61e05b5190644d14b7ab6545", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37508, - "estimated_input_tokens": 9377, - "estimated_eval_tokens": 19010 + "soft_pair_count": 31, + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most items are distinct Transformers bugs/regressions across unrelated models, tokenizer paths, vision processors, generation, and optimizers. I did not find any soft pair that looks like the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": "If a single issue must represent the cluster, issue:43097 is the best fit because it is a concrete Transformers v5 regression with broader API impact and inbound references; however, the cluster does not contain true duplicates around one bug.", + "summary": "These issues are mostly unrelated and only share broad keywords like tokenizer, save_pretrained, fp8, or sync_gpus. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45071 is the most umbrella-like report in the set: a framework-wide v5 regression around config validation, rather than a model- or script-specific failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest global representative: clear regression framing, user-facing breakage, and broader relevance than the more model-specific reports.", + "best_issue_reason": "issue:45071 is the clearest single representative of a broad Transformers regression and the best candidate if one issue must stand in for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Different optimizer problems: unused SGD args vs double optimizer stepping under deepspeed." + "reason": "Specific tokenizer BPE-marker handling vs a generic AutoTokenizer import/load failure; different code paths." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "One is removal of a config flag in v5; the other is unexpected position-id keys across many models. Not the same bug." + "reason": "Pegasus output regression vs AttentionInterface.register behavior change; not the same defect." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both are Qwen-family, but one is missing projections in layer 0 and the other is a from_pretrained failure for Qwen3.5 MoE. Different failure modes." + "reason": "Multimodal config default initialization vs junk non-persistent buffers; unrelated bugs." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to tokenization, but not the same concrete defect." + "reason": "Missing image_utils import vs leftover dummy classes leaking into dir(); distinct fixes." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Unrelated areas: patchtsmixer post_init validation vs AutoProcessor retry behavior on 429s." + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; different components and symptoms." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Different GLM issues: torch.split return handling vs RoPE implementation." + "reason": "Tokenizer save metadata mismatch vs double optimizer stepping under deepspeed; unrelated." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same as missing attention projections in qwen3next." + "reason": "Category-count runtime limit vs attention registration behavior; no shared underlying bug." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Generation cache missing in v5 chunked prefill is unrelated to a testing_utils bug." + "reason": "FP8 moe save_pretrained bug vs processor save_pretrained file omission; different save paths." }, { - "left": "issue:46752", - "right": "issue:47116", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Empty-list apply_chat_template crash is a different code path from the streaming pipeline regression." + "reason": "FP8 inference failure on B200 vs missing processor chat template; unrelated failures." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Import error for AutoImageProcessor is unrelated to PretrainedConfig type-checking breakage." + "reason": "Docstring mismatch for position_ids vs GLM-5 RoPE implementation bug; not duplicates." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3-VL, but one is a weight shape mismatch and the other is a transformers 5 bug report for Qwen3-VL-Moe; not clearly the same defect." + "reason": "Tokenizer config save mismatch vs Qwen3.5 MoE from_pretrained error; different failure modes." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Both involve dtype/precision, but one is a warning during compile and the other is incorrect float32 dtype propagation when loading BLIP2." + "reason": "Tokenizer loading issue vs flash-attention generation regression; different subsystems." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "FlashAttention failures here are different: Ministral-3 integration issue vs degenerate training with flash_attention_3." + "reason": "Version-drift tokenization mismatch vs FP8 inference on B200; unrelated." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Missing image-patch method in a processor and missing rms_norm_eps in MLA config are unrelated." + "reason": "Different missing imports from different modules; same symptom, different root causes." }, { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2, but one is XLM-Roberta support and the other is NemotronHForCausalLM not supporting it yet; different model-specific issues." + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state vs quantized embedder dtype casting; different components entirely." }, { - "left": "issue:43208", - "right": "issue:46897", + "left": "issue:43504", + "right": "issue:47059", "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift loss bug are distinct model-specific problems." + "reason": "Legacy field blocking model load vs hub CLI completion attribute error; no common bug." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43232", + "right": "issue:47276", "accept": false, - "reason": "Removed config flag and gguf_file loading breakage are different regression types." + "reason": "Generation kwargs update bug vs warning text wording in continuous batching; not the same issue." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Shard-size default question is unrelated to Qwen3.5 MoE loading errors." + "reason": "Config type-checking regression vs LlamaConfig head_dim validation; separate validation paths." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Different code paths in GLM-vs-DeepSeek: DSA indexer split handling vs dtype/transpose in deepseek-v4." + "reason": "DSA indexer/ReLU discussion vs Minimax attention numerical discrepancy; different models and problems." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "DSA indexer ReLU omission is unrelated to deepseek-v4 dtype/transpose behavior." + "reason": "FP8 save_pretrained bug vs max_shard_size default question; not the same bug." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not match." + "reason": "Generation sync_gpus handling vs long-ocr index error in Kosmos2.5; unrelated." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Generic tokenizer mapping None and a specific physical-intelligence/fast loading failure are not the same root cause." + "reason": "Local dataset loading script issue vs LlamaConfig validation; different code paths." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Missing torchvision during AutoProcessor loading is unrelated to testing_utils." + "reason": "Sentence-transformers loading hang vs SigLIP2 zero-probabilities regression; different models and symptoms." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are different model internals." + "reason": "QA top_k bounds crash vs hub CLI completion attribute failure; unrelated." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." + "reason": "Generation update behavior vs cache length honoring only quantized cache; separate caching/generation bugs." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Config attribute removal and quantized model save/load breakage are different issues." + "reason": "torch.split/indexer issue vs remote-code meta-init incompatibility; no shared root cause." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "AutoProcessor/torchvision crash and ReasoningEffort import error affect different processor-loading paths." + "reason": "position_ids buffer read error vs processor.save_pretrained missing files; different affected areas." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Missing projections in qwen3next is not the same as a dropped deepstack_visual_indexes config field." + "reason": "Missing FPN position embeddings attribute vs sliding-window off-by-one; distinct bugs." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Generation cache in chunked prefill and MaskGenerationPipeline final-batch handling are unrelated." + "reason": "DSA indexer split behavior vs wrong position_ids docstring; not duplicates." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized save failure vs sinq save/load breakage; both quantization-related but not the same concrete bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Missing processor method and torch.split return-value handling are not the same bug." + "reason": "Remote-code checkpoint meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; different regression classes." } ] }, @@ -16045,7 +15577,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 57, + "review_unit_index": 51, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -16054,302 +15586,288 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:38617", - "issue:42757", - "issue:42890", - "issue:42907", - "issue:43012", - "issue:43064", + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", "issue:43066", - "issue:43097", - "issue:43208", - "issue:43352", - "issue:43502", - "issue:43550", - "issue:43825", - "issue:43827", - "issue:43873", - "issue:43906", - "issue:43976", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", - "issue:44117", - "issue:44315", - "issue:44351", - "issue:44368", - "issue:44380", - "issue:44410", - "issue:44451", - "issue:44484", - "issue:44655", - "issue:44704", - "issue:44936", - "issue:44938", - "issue:45103", - "issue:45712", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", "issue:45753", + "issue:46002", "issue:46172", - "issue:46178", - "issue:46298", - "issue:46365", - "issue:46421", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", "issue:46655", - "issue:46664", - "issue:46701", - "issue:46710", - "issue:46752", - "issue:46821", - "issue:47116" + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" ], "soft_pairs": [ - "issue:43097|issue:43873", - "issue:44062|issue:44117", - "issue:44038|issue:44410", - "issue:43012|issue:46821", - "issue:38617|issue:42757", - "issue:44117|issue:46701", - "issue:46655|issue:46664", - "issue:43064|issue:44315", - "issue:46298|issue:46752", - "issue:46172|issue:46710", - "issue:43986|issue:44484", - "issue:38617|issue:44351", - "issue:42890|issue:46298", - "issue:44704|issue:45103", - "issue:44936|issue:46365", - "issue:43502|issue:43992", - "issue:43208|issue:43550", - "issue:44451|issue:47116", - "issue:44380|issue:46421", - "issue:44938|issue:46178", - "issue:43064|issue:47116", - "issue:42907|issue:45753", - "issue:42907|issue:44655", - "issue:43012|issue:43550", - "issue:45712|issue:46298", - "issue:43066|issue:43906", - "issue:43825|issue:44655", - "issue:43012|issue:44368", - "issue:43827|issue:47116", - "issue:43992|issue:44484", - "issue:43352|issue:43976" + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:44263|issue:44360", + "issue:41628|issue:43824", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44483|issue:45406", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:43784|issue:45600", + "issue:44188|issue:44373", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43644|issue:46305", + "issue:43756|issue:44060", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:39379|issue:46172", + "issue:42886|issue:43066" ], - "prepared_review_unit_hash": "1ea5ddeba6cc67672ee32267669fecadab1a610d32075c6eda6292bd832f615e", + "prepared_review_unit_hash": "c117e35a8b7f60ddbf68d30b96bc09091885a52dc1a702a0300a7953d899928f", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36726, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "soft_pair_count": 29, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are separate Transformers regressions, API changes, or model-specific bugs. None of the proposed soft pairs look like true duplicates of the same underlying bug/change, even when they share a subsystem or model family.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous and the soft-similarity pairs mostly overstate relatedness. I\u2019d treat them as separate bugs/regressions; no PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43122 is the broadest, most representative report of a tokenizer regression across versions, and it subsumes the general class of narrower tokenizer-behavior complaints better than the more specific issues here.", "canonical_pr_reason": null, - "best_issue_reason": "No strong canonical issue emerges from this mixed cluster. If one representative must be chosen, issue 43097 is the closest cluster anchor because it is a broad v5-breaking API regression with inbound references, but it still does not subsume the rest of the items.", + "best_issue_reason": "issue:43122 is the best global issue candidate because it describes a user-visible regression in core tokenization behavior with clear version scope, making it a likely duplicate magnet and a good umbrella reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Both are v5-era transformers issues, but one is about a removed embedding-tie API and the other about offloading failing under quantization; different code paths and fixes." + "reason": "Different problems: model memory overflow vs broken documentation example." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "One is a tokenizer AddedToken construction error; the other is a model-to-tokenizer mapping assumption bug. Related area, but not the same bug." + "reason": "Both involve video/vision, but they hit different code paths and models: sliding-window masking vs video padding." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Different Qwen-family model failures with different missing behavior (VL-Moe loading/usage vs qwen3next projections). Too specific to merge." + "reason": "Unrelated: a dependency issue versus a SequenceFeatureExtractor.pad performance bug." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "A PyTorch bfloat16 warning is unrelated to a TimesFM window_size AttributeError." + "reason": "Importing transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different packages and likely different dependency/version issues." + "reason": "Both are processor/backend related, but one is a torchvision-missing crash and the other is an unrecognized image-processor path; not the same bug." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to an image-text-to-text pipeline failure for DiffusionGemmaGenerationOutput." + "reason": "FineGrainedFP8 accuracy regression is not the same as a Qwen3.5-MoE from_pretrained load error." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; adjacent but distinct bugs." + "reason": "Same subsystem, but different defects in GlmMoeDsaIndexer: split return handling vs missing ReLU." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "One is a distributed optimizer-state corruption bug under FSDP2/PEFT; the other is Liger Kernel not being applied with model_init. Different problems." + "reason": "Separate import failures for different classes/models: AutoImageProcessor versus Qwen2.5-VL generation class." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Noisy logging is unrelated to apply_chat_template crashing on an empty list." + "reason": "Different bugs: Qwen2.5-VL vision_position_ids versus MoonshineStreaming mask off-by-one." }, { - "left": "issue:46172", - "right": "issue:46710", - "accept": false, - "reason": "A specific dtype/transpose bug in deepseek-v4 is not the same as an accuracy regression after a version upgrade." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "AutoProcessor/torchvision import failure and max_shard_size behavior are unrelated." - }, - { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Both are import-name failures, but for different exported symbols and likely different compatibility breaks." + "reason": "A model-type warning on sam3_video is not the same as Sam3Model text encoder weights not loading." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44964", + "right": "issue:47059", "accept": false, - "reason": "A flaky test needing set_seed has no overlap with a noisy logging message." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a CLI test break from huggingface_hub." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to auto_docstring crashing on future annotations." + "reason": "Same broad model family era, but distinct issues: FP8 accuracy versus Qwen3-VL-Moe bug." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "trainer.evaluate() failing after train and importing Trainer breaking when datasets is installed are different failure modes." + "reason": "Chat-completions request handling is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "local_files_only causing network requests is unrelated to missing embed_tokens.weight during UMT5Encoder loading." + "reason": "Both affect training stability, but one is flash_attention_3 degenerate training and the other is NaNs after checkout/init." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are distinct model/backend issues." + "reason": "Precision error from missing rms_norm_eps is not the same as meta-initialization incompatibility for old InternVL2 checkpoints." }, { - "left": "issue:44451", - "right": "issue:47116", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Loading ScandiBERT and a streaming pipeline regression do not appear to share a concrete code-path bug." + "reason": "Import error for transformers.onnx is unrelated to an added-token spacing bug in tokenization." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is separate from cache lazy initialization causing recompilation." + "reason": "Broken env CLI and a sentence-transformers import NameError are different failures." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to a tensorflow_text backend mapping error." + "reason": "These both mention imports/compatibility, but one is a NameError on import and the other is a CI failure from removed auto_mappings references." }, { - "left": "issue:43064", - "right": "issue:47116", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Distributed optimizer state corruption under FSDP2/PEFT is unrelated to a streaming pipeline regression." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." }, { - "left": "issue:42907", + "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Failing to save dequantized models and an infinite loop on a specific image are different model/runtime bugs." + "reason": "FP8 accuracy regression is not the same as a Qwen3_5 infinite-loop bug on a specific image." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are both save-related, but they affect different APIs and failure mechanisms." + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are both tokenizer bugs, but they are distinct behaviors and code paths." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "A bfloat16 precision warning is not the same as a Bamba SDPA compile failure." + "reason": "Non-persistent buffer initialization junk is unrelated to a sliding-window mask off-by-one." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Cleanup of leftover dummy classes and a noisy logging message are unrelated maintenance issues." + "reason": "Smollm3 RoPE-layer dropout and a Qwen3-Next tied-weights warning are different model/config issues." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43986", + "right": "issue:47217", "accept": false, - "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not the same concrete bug." + "reason": "Both are vision-related, but the former is a missing-backend processor crash and the latter is image-placeholder handling in user text." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "An incorrect pipeline() error message and inability to save Pipeline objects are different pipeline-related issues." + "reason": "Both are tokenizer regressions, but they describe different concrete failures: BPE-marker handling versus version-to-version tokenization changes." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "The bfloat16 warning and the tie_word_embeddings warning concern different warnings and different triggers." + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated workflows." }, { - "left": "issue:43827", - "right": "issue:47116", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Docs still referencing pipeline() and a streaming regression are unrelated documentation vs runtime bugs." + "reason": "A model-type warning is not the same failure as a memory overflow." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:39379", + "right": "issue:46172", "accept": false, - "reason": "Missing embed_tokens.weight on load and max shard size behavior do not point to the same bug." + "reason": "Different model-specific bugs: masked-out mask handling in mllama versus a deepseek-v4 transpose issue." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Flash Attention 2 support for NemotronHForCausalLM and Python version compatibility failures are unrelated." + "reason": "Cache/offline loading bug is unrelated to the wrong tokenizer decoder type in v5." } ] }, @@ -16364,452 +15882,318 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 58, + "review_unit_index": 52, "review_unit_count": 63, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:36010", - "issue:36683", - "issue:38617", - "issue:42175", + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", "issue:42757", - "issue:42831", - "issue:42890", - "issue:42994", - "issue:43012", - "issue:43064", - "issue:43097", - "issue:43208", - "issue:43299", - "issue:43352", - "issue:43502", - "issue:43526", - "issue:43582", - "issue:43611", - "issue:43618", - "issue:43756", - "issue:43761", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", "issue:43824", - "issue:43867", + "issue:43937", + "issue:43976", "issue:44038", - "issue:44077", - "issue:44162", - "issue:44222", - "issue:44230", - "issue:44261", - "issue:44380", - "issue:44483", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", "issue:44485", - "issue:44514", + "issue:44488", + "issue:44521", "issue:44625", - "issue:44655", - "issue:44734", - "issue:45276", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", "issue:45478", - "issue:45479", - "issue:45584", - "issue:46077", - "issue:46132", + "issue:46002", "issue:46172", - 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The only convincing duplicate-like pair is the import-slowdown regression around model imports; the rest are separate model/config/load/save/test issues.", - "confidence": 0.57, - "canonical_issue_reason": "issue:41669 is the strongest concrete root-cause issue in the set and best matches the related import-performance symptom in issue:44246; the others are either unrelated or too broad to serve as a canonical duplicate target.", + "summary": "These items are mostly unrelated issue reports; the soft-similarity links are largely false positives across import errors, tokenizer bugs, multimodal/model regressions, and docs/examples. No pull requests are present.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the whole cluster: the reports span distinct bugs and subsystems, so the similarity links are not strong enough to collapse them into one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best representative because it names a specific cause, a clear regression, and a plausible fix path, whereas most other issues are narrower symptom reports or unrelated bugs.", + "best_issue_reason": "issue:45278 is the broadest representative of the import-regression subtheme, but it still does not cover the other unrelated topics in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44655", - "right": "issue:46050", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Both involve save/load, but one is pipeline serialization and the other is quantized sinq roundtrip corruption; different failure modes and code paths." + "reason": "Specific huggingface_hub import failure vs a broad Transformers upgrade regression; different concrete bug reports." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Flash-Attn support gating and missing auxiliary losses are unrelated bugs in different parts of model code." + "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are unrelated code paths." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:45381", + "right": "issue:46909", "accept": false, - "reason": "Both are AttributeErrors, but for different models and missing fields: Gemma3 vocab_size vs SAM3 fpn_position_embeddings." + "reason": "Qwen2.5-VL video position IDs bug vs broken DIA documentation example." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Compiled-file import failures and auto_docstring stdout noise are unrelated import-time issues." + "reason": "Custom model initialization regression and NaNs in classification heads are different failure modes." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are not the same bug." + "reason": "Video input processing ValueError vs documentation example issue; not the same bug." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "These are separate Python-version compatibility failures: 5.1.0 on 3.9+ vs a Python 3.14 load failure." + "reason": "Loading hang in Sentence Transformers and Mac bus error on CLIP are distinct runtime problems." }, { - "left": "issue:46077", - "right": "issue:46512", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "One is a Gemma4 attention-mask logic bug; the other is stale config.dtype after from_config(dtype=...)." + "reason": "Multimodal token counting bug in video path vs CLI test failure with huggingface_hub." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "A load error with sorted state_dict keys is not the same as Qwen3.5 saving incorrect checkpoint contents." + "reason": "Dequantized save failure and Phi-4 multimodal load failure are different model/path issues." }, { - "left": "issue:44938", - "right": "issue:47059", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Python 3.14 import/load failure and a CLI test break from huggingface_hub 1.22.0 are different dependency issues." + "reason": "Saving dequantized models vs incorrect pipeline-parallel output are unrelated bugs." }, { - "left": "issue:36683", - "right": "issue:47110", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Missing Gemma3Config.vocab_size and special_tokens being a list instead of a dict are unrelated API-shape problems." + "reason": "Reading a registered buffer and tokenizer_config save mismatch are separate serialization issues." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Missing attentions in CLIPOutput and incorrect Qwen3.5 save_pretrained checkpoints are different serialization/output regressions." + "reason": "Different tokenization across versions vs continue_final_message behavior for mistral_common tokenizers." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Both are missing config attributes, but for different models and fields; not the same underlying defect." + "reason": "Python version compatibility regression and pipeline-parallel output corruption are unrelated." }, { - "left": "issue:29870", - "right": "issue:36296", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Bart generate decoder mask initialization and tensor-parallel training are separate code paths with no clear shared bug." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are different defects." }, { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "A scheduler kwarg plumbing issue and Qwen3.5 variable-length position_ids are unrelated." + "reason": "Qwen3 tokenizer offset mapping bug vs sleng-bert loading failure; different components." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Import errors from compiled Python files and a Python 3.13 torch.jit parsing/IndentationError are different causes." + "reason": "Offset mapping bug and zero assistant masks in apply_chat_template are not the same issue." }, { - "left": "issue:43010", + "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Decorating cache/layer update with no_grad and broad import regressions after upgrade are not the same bug." + "reason": "Single AutoImageProcessor import error vs broad import errors after update; same symptom class, not same concrete bug." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and a typo in cache strategies are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are unrelated API bugs." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Unused SGD args and an import failure due to datasets are unrelated issues." + "reason": "TF32 settings warning and GlmMoeDsaIndexer torch.split behavior are unrelated." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 Moe from_pretrained errors are different model-loading bugs." + "reason": "Model save/dequantization failure vs invalid GenerationConfig for GLM-5 are different code paths." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "A sorted-state_dict load failure and Gemma pipeline roundtrip failure on a special token are unrelated." + "reason": "Tokenization differences and all-zero assistant masks are distinct tokenizer/template bugs." }, { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Qwen3-VL bounding-box hallucinations and RTDetrLoss infeasible cost matrix are separate model/task problems." + "reason": "cached_file kwargs forwarding and apply_chat_template tool-call crash are separate APIs." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Bart generate masking and tokenizer loading regression do not share the same underlying defect." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated issues." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Tensor-parallel training misbehavior and TP OOM on loading a large model are different failure modes." + "reason": "Wrong model class warning and missing fpn_position_embeddings are different SAM 3 video bugs." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "These are both Qwen3.5 serialization-related, but one is a load-order issue and the other is a missing config field; too different to merge." + "reason": "Dequantized save failure and gguf_file from_pretrained breakage are different loader/saver problems." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Missing CLIPOutput attentions and patchtsmixer post_init policy are unrelated." + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Missing set_seed in SAM HQ tests and an xdist race on captured_info.txt are distinct test-infrastructure bugs." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both describe the same import-performance regression; 41669 provides the concrete root cause, and 44246 is the symptom report." + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained mismatch are different topics." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Both concern Qwen3.5 checkpoint handling, but the reported failures differ: sorted-state_dict loading vs incorrect visual encoder keys on save." + "reason": "Two import errors for different symbols; broad version-related symptom but not the same underlying bug." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "A specific no_grad decorator bug and a vague 'breaks too many models' report are not the same change or defect." + "reason": "DeepSeek-V4 dtype/transpose issue and Minimax attention numerical differences are unrelated model implementations." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Missing PyTorch ImportError and tokenizer-loading regression are unrelated." + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 from_pretrained error are different code paths." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "FP8 save_pretrained on moe and missing _tp_plan for tensor parallelism are separate issues." + "reason": "Qwen3-VL-Moe bug and position_ids buffer read issue are unrelated." }, { - "left": "issue:43992", - "right": "issue:46002", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Missing embed_tokens.weight and NaNs in classification heads are different model initialization/loading bugs." + "reason": "Example script returning empty multi-label results and mm_token_type_ids defaulting are different problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The accepted pair issue:41669 / issue:44246 is supported by the titles and inbound reference, and the rejected pairs are mostly clearly distinct bugs or too weakly related to merge into one duplicate set." - }, - "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 }, @@ -16817,7 +16201,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 60, + "review_unit_index": 53, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -16826,301 +16210,281 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:29870", - "issue:30333", - "issue:30990", - "issue:31795", - "issue:33453", - "issue:34689", + "issue:22355", + "issue:28348", + "issue:29127", "issue:36296", - "issue:41628", - "issue:42548", - "issue:42890", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", "issue:42898", - "issue:43010", - "issue:43065", + "issue:43066", + "issue:43116", + "issue:43122", "issue:43232", - "issue:43299", - "issue:43502", - "issue:43576", - "issue:43618", - "issue:43723", - "issue:43824", - "issue:43827", - "issue:43874", - "issue:44062", - "issue:44112", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", "issue:44222", - "issue:44230", "issue:44351", - "issue:44355", - "issue:44360", - "issue:44387", + "issue:44483", "issue:44485", - "issue:44556", - "issue:44734", - "issue:44749", - "issue:44961", - "issue:44964", - "issue:45125", - "issue:45375", - "issue:45440", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", "issue:45478", - "issue:45850", - "issue:46132", - "issue:46285", - "issue:46617", - "issue:46664", - "issue:46726", - "issue:47110" + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217" ], "soft_pairs": [ - "issue:43618|issue:46285", - "issue:44360|issue:45440", - "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:45125|issue:45375", - "issue:43502|issue:44062", - "issue:42890|issue:44112", - "issue:42890|issue:44964", - "issue:42898|issue:46664", - "issue:44734|issue:46617", - "issue:43723|issue:44556", - "issue:44387|issue:44556", - "issue:43010|issue:43065", - "issue:43824|issue:46617", - "issue:43576|issue:46132", - "issue:43502|issue:44485", - "issue:43874|issue:46617", - "issue:45850|issue:47110", - "issue:30333|issue:33453", - "issue:44355|issue:44749", - "issue:30990|issue:31795", - "issue:43010|issue:43232", - "issue:46664|issue:46726", - "issue:43502|issue:44222", - "issue:43299|issue:44556", - "issue:30333|issue:36296", - "issue:29870|issue:31795", - "issue:43827|issue:44961", - "issue:33453|issue:34689", - "issue:41628|issue:42548", - "issue:44222|issue:44230" + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:22355|issue:29127", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:42757|issue:44351", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:43976|issue:45446", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:44995|issue:46697", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44038|issue:45478", + "issue:44075|issue:44936" ], - "prepared_review_unit_hash": "7cce03e9d1aaf372279e0a4370537c54cbe8a47d2425ba0090c2c5f6afe244cf", + "prepared_review_unit_hash": "bd654d7dddf1a50d0701068b0a05658d2365e9958b8f33c72da8390eb398d4d0", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36074, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35481, + "estimated_input_tokens": 8871, + "estimated_eval_tokens": 17998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-loading regressions, generation bugs, docs issues, test flakiness, and feature requests. There is no single duplicate set or shared underlying change that spans the items, so no canonical issue/PR emerges.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are not one bug cluster, but many unrelated problems across different models, APIs, and documentation.", + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer regressions, model-specific bugs, import/version issues, training/runtime problems, and documentation noise. None of the soft pairs look like the same concrete bug or change, so they should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue is a credible canonical representative here; the set is too diverse and lacks a shared concrete code-path or symptom.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of these issues is representative of the whole set or suitable to act as a merged duplicate target.", + "best_issue_reason": "No issue is especially suitable as a global canonical because the cluster does not form one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43618", - "right": "issue:46285", - "accept": false, - "reason": "Both concern CLIP internals, but one is about attentions assignment and the other about text-model structure; different bugs." - }, - { - "left": "issue:44360", - "right": "issue:45440", - "accept": false, - "reason": "Different problems: a DSA indexer ReLU discussion vs a DeepSeekV3 MoE implementation divergence." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely different root causes." - }, - { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Same model family, but one is missing tensor-parallel plan and the other is a broader from_pretrained loading error; not enough to call them the same bug." + "reason": "Both mention Qwen/MoE, but one is a general transformers/Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior; different code paths and symptoms." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is tensor parallelism and the other is a missing config field; different code paths." + "reason": "Both are tokenizer regressions in v5, but they affect different models and likely different tokenizer code paths." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Unrelated issues: offline download/network behavior versus tokenizer AddedToken argument handling." + "reason": "An ONNX import error and a LayoutLMv3 error-message clarity issue are unrelated." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Both are flaky tests, but they fail for different models and causes." + "reason": "Different tokenizers and different failure modes: offset mapping vs stale phonemizer backend." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Test-seed flakiness is unrelated to a model-loading regression." + "reason": "BF16/FP32 dtype drift in eval is not the same bug as incorrect output under pipeline parallelism." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Documentation/tokenization behavior change is unrelated to a video processor num_frames semantic issue." + "reason": "Backend dependency packaging issue versus Python 3.14 import/load failure; not the same problem." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Different failures: KV-cache tensor indexing in serve versus cache loading FileNotFoundError for trust_remote_code." + "reason": "Tensor parallel training bug and an example script's multi-label classification output issue are unrelated." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "Both mention loading, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same bug." + "reason": "mllama mask handling and generation kwargs after sync_gpus are different subsystems and bugs." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "OOM under int4 quantization is a different issue from version-upgrade checkpoint reload failures." + "reason": "Both are import errors, but for different symbols/modules and likely separate dependency/version breakages." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Generation cache no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "SigLIP2 HF/JAX discrepancy and Qwen3_5 infinite-loop behavior are unrelated model-specific bugs." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Different root causes: missing Qwen2.5 VL import versus trust_remote_code cache file lookup." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance inefficiency." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:46231", + "right": "issue:46877", "accept": false, - "reason": "A broken env CLI command and changed AttentionInterface.register behavior are unrelated." + "reason": "Docs parameter mismatch and docstring import-time stdout noise are different documentation/tooling issues." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Offline request leakage is unrelated to GLM-5 RoPE implementation." + "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same as an unspecified Flash Attention 2 issue." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "A missing image-processor method is unrelated to a cache FileNotFoundError." + "reason": "Chat-completions request rejection and VL image-placeholder handling are different API/model behaviors." }, { - "left": "issue:45850", - "right": "issue:47110", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "A broad complaint about v5 breaking models is not the same bug as a special_tokens list/dict misuse error." + "reason": "Tokenizer cleanup behavior change and phonemizer backend leakage are unrelated." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "MLflow job-state reporting and tokenizer loading regression are different subsystems and failures." + "reason": "base_model_prefix loading regression and NaNs in classification heads do not share a concrete failure path." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Compiled-Python-file errors and a post-upgrade data-filtering slowdown are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch in inference are unrelated bugs." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Stuck loading and forward-method documentation confusion are not the same underlying bug." + "reason": "Both involve Qwen3.5 MoE save/load, but one is incorrect saved keys and the other is a from_pretrained error; too little evidence they are the same bug." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both touch generation internals, but one is cache update no_grad semantics and the other is sync_gpus/update_model_kwargs ordering." + "reason": "These are separate version-compatibility checks in different areas, not the same import bug." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Video num_frames semantics and missing-vision-backend processor errors are different issues." + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are distinct model issues." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Offline loading behavior does not match FP8 save_pretrained support for MoE." + "reason": "General import failures after upgrade versus one specific missing import are related only at a broad level, not the same concrete defect." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Both are version-related loading regressions, but they describe different models and failure modes." + "reason": "A stale cache crash in GlmMoeDsa and over-padding in Swin2SR image processing are unrelated." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "MLflow reporting and tensor-parallel training are unrelated bugs." + "reason": "num_labels propagation and NaNs at init are different classification-head issues." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "A generate-time UnboundLocalError is unrelated to documentation confusion in model.forward." + "reason": "Both are tokenizer regressions in v5, but the models and likely affected code paths differ." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Docs referencing pipeline() and an unrelated placeholder issue have no shared bug." + "reason": "An example script output bug and a SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Different loading regressions affecting different APIs/models; not the same concrete problem." + "reason": "A feature-extractor length helper bug and a PyTorch version-check import issue are not the same underlying change." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Both are import failures, but they involve different exported names and likely different causes." + "reason": "Same model family, but different symptoms and likely different save/load paths; not enough to merge as one duplicate." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "FP8 save_pretrained support and FP8 inference support are related theme-wise but are not the same fixable bug." + "reason": "Unused SGD arguments and trainer.evaluate() failing after train() are unrelated training issues." } ] }, @@ -17135,7 +16499,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 61, + "review_unit_index": 54, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -17144,323 +16508,281 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:31795", - "issue:36296", - "issue:38617", - "issue:41669", - "issue:42757", - "issue:43352", - "issue:43475", - "issue:43502", - "issue:43525", - "issue:43572", - "issue:43576", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", "issue:43673", + "issue:43688", "issue:43824", - "issue:43867", - "issue:43901", - "issue:44038", - "issue:44230", - "issue:44273", - "issue:44315", - "issue:44351", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44117", + "issue:44263", + "issue:44291", "issue:44355", - "issue:44360", - "issue:44393", + "issue:44380", "issue:44466", - "issue:44485", - "issue:44492", - "issue:44556", - "issue:44623", - "issue:44961", - "issue:45003", + "issue:44610", + "issue:44704", "issue:45071", - "issue:45125", - "issue:45230", - "issue:45362", - "issue:45375", - "issue:45381", - "issue:45468", - "issue:45542", - "issue:45753", - "issue:45850", - "issue:46095", - "issue:46143", - "issue:46144", - "issue:46209", - "issue:46617", - "issue:46664", - "issue:47059", - "issue:47110" + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46897", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" ], "soft_pairs": [ - "issue:46143|issue:46144", - "issue:43502|issue:44961", - "issue:44355|issue:45071", - "issue:43576|issue:45071", - "issue:43576|issue:43824", - "issue:43576|issue:47059", - "issue:42757|issue:43576", - "issue:44038|issue:45125", - "issue:31795|issue:38617", - "issue:36296|issue:43901", - "issue:44315|issue:44360", - "issue:43475|issue:46617", - "issue:44351|issue:46617", - "issue:44230|issue:46095", - "issue:45375|issue:47110", - "issue:45362|issue:45850", - "issue:44315|issue:46209", - "issue:44485|issue:44961", - "issue:43525|issue:47110", - "issue:44961|issue:45468", - "issue:43673|issue:44492", - "issue:43352|issue:44961", - "issue:43867|issue:47110", - "issue:44273|issue:45542", - "issue:44485|issue:46664", - "issue:44623|issue:45230", - "issue:44273|issue:45003", - "issue:45381|issue:46664", - "issue:41669|issue:43673", - "issue:43525|issue:45850", - "issue:44393|issue:45071", - "issue:44393|issue:45753", - "issue:43572|issue:45850", - "issue:44466|issue:44556" + "issue:44610|issue:46909", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:46726|issue:46981", + "issue:42371|issue:43874", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:39379|issue:43688", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:43064|issue:43673", + "issue:45405|issue:45446", + "issue:45092|issue:46762", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:42222|issue:47000", + "issue:42222|issue:43441", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:44263|issue:46762", + "issue:39379|issue:46897", + "issue:42222|issue:46752" ], - "prepared_review_unit_hash": "bdb3590e0e8381644fb2e7b4e71521b32c313690511dceee9099e269bf5f5f6a", + "prepared_review_unit_hash": "94281b02906c2018374a3426f4caa747655b2174c4a157926a76ef7765defcc6", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37136, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "soft_pair_count": 28, + "serialized_chars": 36046, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues with a few superficial theme overlaps (v5 regressions, imports, CLI, model-family bugs). No pair looks like the same concrete bug/change strongly enough to merge; I would use issue 43576 as the best canonical issue for the small v5 CLI/import regression cluster, but keep the rest separate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43576 is the strongest hub here: it is a concrete v5 regression around a user-facing CLI command and has multiple nearby import-related soft links, making it the best representative issue among the set.", + "summary": "The set is heterogeneous and does not form a duplicate cluster; the soft pairs mostly share only broad subsystem wording, not the same concrete bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:33453 is the broadest, most generic bug report in the set and the least model-specific anchor, but the cluster is too mixed to imply a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the most suitable global issue anchor because it is specific, user-visible, and sits at the center of the closest-looking v5/CLI/import reports.", + "best_issue_reason": "issue:33453 is the best single representative only in a loose triage sense: it is a straightforward regression report with a broad tokenizer-loading scope and higher reuse potential than the more narrowly scoped items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "Both concern RoFormer behavior, but one is about kwargs propagation and the other about attention-interface usage; different code paths and fixes." + "reason": "Different problems: processor/model input-size mismatch vs a broken documentation example." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "One is a local_files_only network-leak bug; the other is an unrelated opaque report ('racoon'). No shared concrete failure." + "reason": "Compiled-Python execution errors are unrelated to a docs parameter-name mismatch." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "Compiled-file loading errors and PretrainedConfig type-checking regressions are unrelated." + "reason": "Both are output-field bugs, but for different model families and different fields." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "Both are v5 regressions, but one is the env CLI command and the other is config type-checking; not the same bug." + "reason": "Tokenizer decoder-type regression is unrelated to a post-upgrade accuracy regression." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "CLI/env failure versus a specific Qwen2.5-VL import error; different subsystems and root causes." + "reason": "Missing vision backend handling is unrelated to repeated HTTP 429 retries during config fetching." }, { - "left": "issue:43576", - "right": "issue:47059", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Both involve CLI tooling, but one is the transformers env command and the other is a hub completion-API break in tests; not the same concrete issue." + "reason": "TF32 settings guidance has nothing to do with a missing multimodal token helper method." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Both are import-related v5 reports, but one is a missing huggingface_hub symbol and the other is a broken env command; insufficient evidence of one underlying bug." + "reason": "Empty multi-label results in an example script is not the same as a pipeline-removal error message issue." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Same model family area, but one is a general Qwen3-VL-Moe bug and the other is missing tensor-parallel planning support; distinct fixes." + "reason": "VRAM leakage in dataloader threads is unrelated to tokenizer BPE marker handling." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Documentation confusion versus an ImportError for layer_type_validation; unrelated." + "reason": "Missing encoder weights on load is a different bug from AutoProcessor forwarding kwargs incorrectly." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:46328", + "right": "issue:47116", "accept": false, - "reason": "A tensor-parallel training bug and a pipeline docs mismatch are not the same underlying problem." + "reason": "Padding performance waste is not the same as a streaming pipeline regression." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Different topics: Liger Kernel application in model_init versus DSA indexer ReLU discussion." + "reason": "Documentation references to removed pipeline APIs are unrelated to a PyTorch version-check bug." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:39379", + "right": "issue:43688", "accept": false, - "reason": "SAM 3 Video attribute error and cache FileNotFoundError are unrelated loading/model issues." + "reason": "An incorrect multimodal mask path is not the same as auxiliary-loss normalization." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "ImportError for HybridCache and cache FileNotFoundError are both loading-related but not the same bug or code path." + "reason": "Both involve tokenizers, but one is a loading regression and the other is an offset-mapping bug." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5-MoE is unrelated to a DeepSeek weight-conversion-script question." + "reason": "Import failure for a missing class is unrelated to HTTP 429 retry behavior." }, { - "left": "issue:45375", - "right": "issue:47110", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Missing config field versus special_tokens type error; different model/config bugs." + "reason": "Cache missing during chunked prefill is not the same as a padding performance issue." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "A specific Qwen3.5 chat crash is not the same as a broad complaint that v5 breaks many models." + "reason": "Unexpected init argument during meta init is different from a PretrainedConfig type-checking regression." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Liger Kernel/model_init and FP8/B200 inference failures are unrelated." + "reason": "Distributed optimizer-state corruption is unrelated to missing generation cache state." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated 'racoon' report have no shared bug." + "reason": "A dependency version bump issue is unrelated to a backend import version check." }, { - "left": "issue:43525", - "right": "issue:47110", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and a special_tokens keys error are distinct issues." + "reason": "Remote-code/meta-init incompatibility is a different problem from numerical attention drift." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "No meaningful overlap beyond being bug reports." + "reason": "Tokenizer mapping lookup returning None is not the same as an s_aux=None flash-attention crash." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Chunked prefill cache missing and a cache-strategy typo are not the same defect." + "reason": "Invalid generation config is unrelated to a stale warning for num_return_sequences." }, { - "left": "issue:43352", - "right": "issue:44961", + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "Flash Attention 2.0 support gating and an unrelated 'racoon' issue do not match." + "reason": "VitPose model breakage is unrelated to RTDetr loss infeasibility." }, { - "left": "issue:43867", - "right": "issue:47110", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "State_dict sorting load failure versus special_tokens keys error are different code paths." + "reason": "VitPose breakage and Ministral FlashAttention failure are distinct model-specific issues." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Lazy loading malfunction and a TensorBoard/TensorFlow backend issue are unrelated." + "reason": "State serialization inconsistency is not the same as NaNs in classification heads." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are separate model bugs." + "reason": "These are both attention-related, but they affect different models and different masking/scaling logic." }, { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Missing processor.save_pretrained files and an empty 'Bug report' title are not a duplicate pair." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading behavior and unsafe sys.modules access are different problems." - }, - { - "left": "issue:45381", - "right": "issue:46664", - "accept": false, - "reason": "Both are video-related, but one is wrong vision_position_ids and the other is num_frames semantics; not the same bug." - }, - { - "left": "issue:41669", - "right": "issue:43673", - "accept": false, - "reason": "Import-* cleanup performance issue and missing GenerationMixin cache are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:45850", - "accept": false, - "reason": "A missing config field in Llama4Config is not the same as a broad v5 complaint." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Qwen3-VL bbox output issues and PretrainedConfig type checking are unrelated." - }, - { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "Both involve Qwen3-family models, but one is 2D bbox output and the other is an infinite loop on a specific image; different bugs." + "reason": "A torch.split return-value issue is unrelated to Minimax attention numerical differences." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:39379", + "right": "issue:46897", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is specific, while the other is a broad v5 complaint." + "reason": "Incorrect MLLAMA mask handling is not the same as a Florence2 training-loss double-shift bug." }, { - "left": "issue:44466", - "right": "issue:44556", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Serialization inconsistency and checkpoint reload failure after version upgrade are related only at a high level, not the same defect or fix." + "reason": "VitPose breakage is unrelated to apply_chat_template crashing on an empty list." } ] }, @@ -17475,7 +16797,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 62, + "review_unit_index": 55, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -17484,439 +16806,620 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:31795", - "issue:33453", - "issue:34689", - "issue:41669", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", "issue:42371", - "issue:42890", - "issue:43298", - "issue:43352", + "issue:42617", + "issue:42831", + "issue:43122", + "issue:43208", "issue:43408", - "issue:43519", - "issue:43576", - "issue:43704", - "issue:43976", - "issue:44077", - "issue:44246", - "issue:44273", - "issue:44295", - "issue:44297", - "issue:44315", - "issue:44351", - "issue:44360", - "issue:44393", - "issue:44485", - "issue:44492", - "issue:44556", - "issue:44655", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44484", + "issue:44496", "issue:44704", + "issue:44779", "issue:44829", - "issue:44861", - "issue:44908", + "issue:44877", + "issue:44933", + "issue:44977", "issue:45071", - "issue:45092", - "issue:45230", + "issue:45081", + "issue:45216", + "issue:45278", "issue:45310", "issue:45341", - "issue:45468", - "issue:45850", - "issue:46018", - "issue:46095", - "issue:46172", - "issue:46218", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", "issue:46328", - "issue:46655", + "issue:46512", + "issue:46762", "issue:46894", + "issue:46981", "issue:47059", - "issue:47110", - "issue:47176", - "issue:47177" + "issue:47110" ], "soft_pairs": [ - "issue:44077|issue:44861", - "issue:44556|issue:45092", - "issue:42371|issue:44492", - "issue:45850|issue:47059", - "issue:44246|issue:44273", - "issue:44492|issue:45850", - "issue:43408|issue:44315", - "issue:41669|issue:46218", - "issue:43976|issue:44393", - "issue:44492|issue:46328", - "issue:42890|issue:44908", - "issue:43352|issue:44393", - "issue:44295|issue:45230", - "issue:44297|issue:45230", - "issue:44704|issue:44908", - "issue:43576|issue:44908", - "issue:44908|issue:45071", - "issue:43576|issue:47176", - "issue:44655|issue:44861", - "issue:41669|issue:45341", - "issue:41669|issue:44351", - "issue:43976|issue:46218", - "issue:31795|issue:33453", - "issue:43976|issue:47176", - "issue:46018|issue:46172", - "issue:43519|issue:46655", - "issue:44315|issue:44829", - "issue:44485|issue:47176", - "issue:44360|issue:45468", - "issue:45468|issue:46894", - "issue:43576|issue:44273", - "issue:43976|issue:47177", - "issue:45230|issue:45310", - "issue:43298|issue:46095", - "issue:43519|issue:44485", - "issue:44485|issue:47177", - "issue:44273|issue:44908", - "issue:43519|issue:44908", - "issue:31795|issue:34689", - "issue:43576|issue:46218", - "issue:41669|issue:43704", - "issue:44861|issue:47110", - "issue:45850|issue:47177", - "issue:45850|issue:47176", - "issue:44485|issue:45468", - "issue:43704|issue:44485", - "issue:42371|issue:43704", - "issue:43352|issue:47177" + "issue:44117|issue:45081", + "issue:43937|issue:44977", + "issue:42617|issue:45341", + "issue:45071|issue:46512", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43208|issue:46894", + "issue:43408|issue:43742", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:45071|issue:47059", + "issue:45341|issue:45561", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:44877|issue:46231", + "issue:38617|issue:41628", + "issue:39401|issue:46209", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:42371|issue:42831", + "issue:44075|issue:45656" ], - "prepared_review_unit_hash": "c4475882714047b9c116ebd2de86836e272c029ad9e7d837d1252874de5127e6", + "prepared_review_unit_hash": "e526ef1663996c26b0139d9b6b1c973a83c35eac0b9c986b8c150d42d4b7a3a5", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 41487, - "estimated_input_tokens": 10372, - "estimated_eval_tokens": 21000 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35242, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 }, "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, with a few broad v5/regression reports mixed in. No soft pair looks like a true duplicate; the best representative is the broad \"v5 breaks many models\" report, but it is still quite generic.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it captures the general post-v5 regression theme that overlaps many of the other reports, even though it is too vague to be an ideal canonical duplicate target.", + "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenizers, model loading, config handling, training, and utilities. The soft pairs are mostly topical similarities, not true duplicates, so I reject them all.", + "confidence": 0.58, + "canonical_issue_reason": "No strong canonical issue exists because the cluster spans multiple unrelated code paths; if one must be chosen, issue #45071 is the broadest regression-style report, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "Among these heterogeneous issues, issue:45850 is the most suitable representative because it is the broadest and most centrally reusable regression report for the cluster.", + "best_issue_reason": "Issue #45071 is the best single representative only in the sense that it is a general, broadly framed regression report; it is not a good duplicate hub for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Different bugs: API behavior for optional post_init vs an AttributeError in tied-weight key handling." + "reason": "Both are import-related, but one is a missing mapping assumption in from_pretrained and the other is a Mistral regex patch crash; different bugs and code paths." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Both are version-upgrade breakages, but they describe different failures and model-loading paths." + "reason": "Both concern generation/model behavior, but one is an invalid GenerationConfig and the other is flash-attention generation failure for Qwen3.5; not the same issue." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "TF32 settings warning is unrelated to a typo in cache-strategy docs/code." + "reason": "A runtime failure in 3d_parallel.py is unrelated to a small testing_utils.py bug; no shared underlying defect." }, { - "left": "issue:45850", - "right": "issue:47059", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Generic v5 model breakage is not the same as a huggingface_hub CLI compatibility regression." + "reason": "Both mention config semantics, but one is type checking regression in PretrainedConfig and the other is stale dtype after from_config; different fix targets." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Import slowdown and lazy-loading failures are related theme-wise, but not the same defect." + "reason": "One is a batched video-processor shape bug, the other a crash when torchvision is missing; different failure modes and code paths." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "A typo issue is not the same underlying problem as broad v5 model regressions." + "reason": "Both are tokenizer correctness bugs, but they affect different models and symptoms (offset mapping vs tokenization output) with no evidence of the same root cause." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "Model-type mismatch warning and Liger-kernel application are different code paths." + "reason": "Different models and different training bugs; the titles do not indicate the same underlying defect." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Import-* slowdown is unrelated to a missing Qwen3_5 module import." + "reason": "A model-type mismatch warning for sam3_* is unrelated to a KeyError loading MobileLLM-125M." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Python-version support issue is unrelated to a Qwen3-VL bounding-box output bug." + "reason": "Both involve Qwen3-family models, but one is missing projections in a layer definition and the other is a from_pretrained loading error; not the same bug." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Cache-strategy typo and padding performance regression are different problems." + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are distinct regressions." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Missing set_seed in tests is unrelated to scheduler kwargs being ignored." + "reason": "Cache-path collision for trust_remote_code is unrelated to repeated 429 retries in AutoProcessor.from_pretrained." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "Flash-Attention-2 support and 2D box hallucination are different model issues." + "reason": "PretrainedConfig type checking regression is unrelated to the CLI completion attribute breakage from huggingface_hub." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Specific position_ids buffer read error is not the same as a vague bug report." + "reason": "Both touch testing utilities, but one is a generic bug report while the other is a specific xdist race on captured_info.txt; not the same defect." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "Tokenizer_class mismatch is unrelated to the generic bug report." + "reason": "Missing kwargs propagation in AutoProcessor.from_pretrained is unrelated to a special_tokens list/dict handling error." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are separate APIs and bugs." + "reason": "A generic testing_utils bug and a SequenceFeatureExtractor.pad performance issue are different changes." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Broken env command and ignored scheduler kwargs are unrelated." + "reason": "Strict config loading for granite_speech and a documentation mismatch in set_training are not the same underlying bug." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type-checking breakage." + "reason": "Both are import errors, but they concern different missing exports and different APIs." }, { - "left": "issue:43576", - "right": "issue:47176", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "CLI env command regression and shell-operator allowlist bypass are different security/feature areas." + "reason": "Tokenizer offset_mapping corruption and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Pipeline save_pretrained and tied-weight-key AttributeError are unrelated." + "reason": "A tokenizer behavior regression and a noisy logging message are not the same problem." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Import-* slowdown is not the same as a testing_utils bug." + "reason": "Vitpose model breakage and a BACKENDS_MAPPING error for tensorflow_text are different loading/compatibility issues." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Import-* slowdown does not match a missing HybridCache export/import issue." + "reason": "Invalid GenerationConfig for GLM-5 and an unrecognized model_type in config.json are distinct model-loading failures." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Python support regression and missing Qwen3_5 module are different failures." + "reason": "TF32 API guidance and an rms_norm_eps precision mismatch are different precision-related concerns with no shared code path." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are not the same bug." + "reason": "A missing import symbol and an _torch_extract_fbank_features problem are unrelated." }, { - "left": "issue:43976", - "right": "issue:47176", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Python version compatibility has nothing to do with shell command-substitution bypass." + "reason": "A specific missing import from image_utils and broad import errors after version upgrade are not the same bug." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "Shared-expert gating in DeepSeek-V4 is unrelated to a tensor transpose bug." + "reason": "Both mention numerical differences, but they involve different models/components and different reference comparisons." }, { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Timestamp calculation and video padding calculation are different processor bugs." + "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 from_pretrained loading error." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Liger-kernel application and flash_attention_3 training degeneration are different issues." + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy regression are different precision topics, not one duplicate issue." }, { - "left": "issue:44485", - "right": "issue:47176", + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored and optimizer step being called twice under deepspeed are separate optimizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:44410|issue:45478", + "issue:43066|issue:43122", + "issue:44077|issue:46981", + "issue:44263|issue:44485", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43874|issue:44261", + "issue:27957|issue:43352", + "issue:43208|issue:46897", + "issue:43097|issue:43452", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:43874|issue:44263" + ], + "prepared_review_unit_hash": "33f5a56d1d82728553072c241e72635a072f4953b71f4f4f8d930d33bdd61e35", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37562, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct closed issues in Transformers. A few pairs share broad themes like v5 regressions or model-family failures, but they do not look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "RoPE implementation discussion is unrelated to a shell-operator allowlist bypass." + "reason": "Both concern chat/completions behavior, but one is an API request acceptance failure and the other is a streaming inference failure on Qwen3.5; different code paths and symptoms." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are different topics." + "reason": "One is about a removed config attribute in v5, the other about unexpected position-id keys; both are v5 regressions but not the same bug." }, { - "left": "issue:45468", - "right": "issue:46894", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Gemma audio positional encoding and CohereASR double-shift training loss are different bugs." + "reason": "Both mention Qwen3.5/Qwen3next-style loading issues, but one is missing attention projections while the other is a from_pretrained error for Qwen3.5 MoE." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Broken env command and lazy-loading failure are related only at a very high level." + "reason": "Both are tokenizer-related, but one is a wrong decoder type and the other is a tokenization difference regression; not the same defect." }, { - "left": "issue:43976", - "right": "issue:44908", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "Python support issue is unrelated to scheduler kwargs handling." + "reason": "Unrelated topics: patchtsmixer post_init validation vs AutoProcessor retry behavior on HTTP 429." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation and scheduler kwargs handling are different subsystems." + "reason": "Different math/model bugs in different components; the titles do not indicate a shared code path or fix." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Forward-doc confusion is unrelated to a concrete model-loading regression." + "reason": "Different models and failure modes: Qwen3-VL-30B weight-shape mismatch vs Qwen3next missing projections." }, { - "left": "issue:43576", - "right": "issue:46218", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Env command breakage and missing Qwen3_5 import are different defects." + "reason": "Generation cache/chunked prefill bug is unrelated to a testing_utils issue." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "Import-* slowdown is unrelated to a VRAM leak in multithreaded dataloading." + "reason": "Both involve chat/template/streaming behavior, but one is an empty-list IndexError and the other is a streaming pipeline regression; too different to merge." }, { - "left": "issue:44861", - "right": "issue:47110", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Tied-weight key AttributeError and special_tokens list handling are different attribute-shape bugs." + "reason": "ImportError for AutoImageProcessor is unrelated to PreTrainedConfig type-checking breakage." }, { - "left": "issue:45850", - "right": "issue:47177", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Generic v5 regression and tar/zip-slip RCE are entirely different classes of issue." + "reason": "Different Qwen3-VL loading problems: weight mismatch versus a broader transformers 5.0 bug report." }, { - "left": "issue:45850", - "right": "issue:47176", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Generic v5 regression does not match a shell-command allowlist bypass." + "reason": "Bfloat16 compile warning and BLIP2 dtype handling are separate precision/dtype issues." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific discussions." + "reason": "Both mention FlashAttention, but one is a model-specific compatibility error and the other is degenerate training with flash_attention_3; different symptoms and fixes." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to GLM-5 RoPE implementation." + "reason": "Both are model-specific precision/attribute issues, but one is a missing image-patch helper and the other is an MLA rms_norm_eps precision discrepancy." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "TF32 behavior settings and VRAM leakage are unrelated issues." + "reason": "Both mention Flash Attention 2, but XLM-RoBERTa support and NemotronHForCausalLM support are separate model-specific compatibility issues." }, { - "left": "issue:43352", - "right": "issue:47177", + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "Flash-Attention-2 support and tar/zip-slip file-write RCE are unrelated." + "reason": "xLSTM training bugs and Florence2 training-loss double-shift are unrelated model-specific issues." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Lazy loading not working and inverse_sqrt scheduler kwargs are different bugs." + "reason": "A removed config attribute is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." }, { - "left": "issue:43976", - "right": "issue:47177", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Python version support and archive-slip RCE are unrelated." + "reason": "max_shard_size default behavior is unrelated to Qwen3.5 MoE from_pretrained failures." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Generic bug report and Qwen3.5 MoE from_pretrained failure are not the same underlying issue." + "reason": "Both involve indexing/dtype-style implementation details, but the titles point to different model components and different bugs." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Audio-model continuous batching support and weight-conversion-script question are different topics." + "reason": "DSA indexer ReLU omission and deepseek-v4 comb transpose are unrelated implementation bugs." }, { - "left": "issue:43519", + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None-handling and loading physical-intelligence/fast are different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision and testing_utils are unrelated." + }, + { + "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation and RoPE implementation are unrelated processor/model bugs." + "reason": "Different model internals and error conditions; no evidence they share the same fix." }, { - "left": "issue:44485", - "right": "issue:47177", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "RoPE implementation discussion is unrelated to an arbitrary file-write/RCE vulnerability." + "reason": "sys.modules access in modeling_utils is unrelated to the testing_utils bug." }, { - "left": "issue:43519", - "right": "issue:47110", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Timestamp calculation and special_tokens dict/list handling are different bugs." + "reason": "Config attribute removal and flash_attention.py sink-less model crash are separate issues." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import slowness and HF_ENDPOINT 429 retry behavior are not the same bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite-loop generation and sam3-litetext memory overflow are unrelated model/runtime problems." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3 divergence from remote implementation and deepseek-v4 transpose behavior are different model/version issues." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed config field and sinq quantization save/load breakage are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Lazy loading regression and scheduler kwargs bug are unrelated." + "reason": "Missing torchvision during AutoProcessor loading is unrelated to the mistral_common ReasoningEffort import error." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next and a missing strict config field in Qwen3_5MoeVisionConfig are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked prefill cache handling and MaskGenerationPipeline partial-batch handling are unrelated pipeline bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-family implementation issues, but they concern different methods and failure modes; not the same underlying bug." } ] }, @@ -17931,7 +17434,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 63, + "review_unit_index": 57, "review_unit_count": 63, "status": "reviewed", "reason": null, @@ -17940,346 +17443,284 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:28348", - "issue:29870", - "issue:30333", - "issue:31515", - "issue:31795", - "issue:36296", - "issue:37934", "issue:38617", - "issue:42913", - "issue:42936", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", "issue:43066", - "issue:43240", - "issue:43298", + "issue:43097", + "issue:43208", "issue:43352", "issue:43502", - "issue:43519", - "issue:43606", - "issue:43618", - "issue:43668", - "issue:43704", - "issue:43717", - "issue:43813", - "issue:44031", - "issue:44230", - "issue:44263", + "issue:43550", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44315", "issue:44351", - "issue:44492", - "issue:44623", - "issue:44861", - "issue:44908", - "issue:44998", - "issue:45250", - "issue:45290", - "issue:45310", - "issue:45341", - "issue:45468", - "issue:45850", - "issue:46018", - "issue:46144", - "issue:46218", - "issue:47059", - "issue:47176", - "issue:47177" + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45712", + "issue:45753", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116" ], "soft_pairs": [ - "issue:43502|issue:43519", - "issue:43606|issue:45468", - "issue:42913|issue:43066", - "issue:45850|issue:46218", - "issue:43519|issue:44623", - "issue:44263|issue:45468", - "issue:44861|issue:47059", - "issue:43704|issue:45341", - "issue:43352|issue:46218", - "issue:44351|issue:46218", - "issue:28348|issue:45250", - "issue:44861|issue:45290", - "issue:44908|issue:44998", - "issue:44998|issue:47177", - "issue:44998|issue:47176", - "issue:44492|issue:44998", - "issue:44230|issue:44623", - "issue:28348|issue:43352", - "issue:43618|issue:44998", - "issue:31515|issue:38617", - "issue:44230|issue:45310", - "issue:29870|issue:31515", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:43298|issue:44230", - "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" + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:38617|issue:42757", + "issue:44117|issue:46701", + "issue:43064|issue:44315", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:43208|issue:43550", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43827|issue:47116", + "issue:43992|issue:44484", + "issue:43352|issue:43976" ], - "prepared_review_unit_hash": "5e7b09f02e33278dfdff2e6cb0b791490230bde4db4e5cac4572d440f919869e", + "prepared_review_unit_hash": "e435794760aa9007ba3930594ee5ebafeee6d33fd802c113915825fc4da6e23c", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1921, - "serialized_chars": 995840, - "estimated_input_tokens": 248960, - "estimated_eval_tokens": 498176 + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 43, - "item_count": 43, - "soft_pair_count": 38, - "serialized_chars": 35369, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36722, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is very heterogeneous: most pairs are only loosely similar by subsystem or wording, not the same underlying bug/change. No pull requests are present. The only mildly coherent theme is tokenizer-v5 regressions, but even there the evidence is too thin to merge as duplicates.", - "confidence": 0.47, - "canonical_issue_reason": "No true cluster-wide canonical issue exists because the items span unrelated bugs and feature requests. If a single anchor is required, issue:42913 is the broadest representative of the tokenizer-v5 regression theme.", + "summary": "The set is a grab bag of unrelated Transformers issues rather than a tight duplicate cluster. The soft pairs mostly share only broad themes like imports, saving, training, or model-family naming, but not the same concrete bug path.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43873 is the most substantial, currently open, and discussion-heavy report in the set, so it is the best single issue to represent the cluster despite the overall lack of strong duplicate cohesion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42913 is the best single representative of the only semi-coherent subtheme (tokenizer behavior changes in v5); it is broader than the more specific decoder-type report.", + "best_issue_reason": "issue:43873 is the strongest global issue target: active, well-described, and broad enough to anchor nearby duplicate reports if any existed.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Different code paths and symptoms: local_files_only network access vs Qwen3VL timestamp math." + "reason": "Different problems: removed config attribute vs quantization/offloading behavior." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + "reason": "Different code paths: token construction error vs tokenizer-mapping fallback bug." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Both concern tokenizer v5, but one is a broad behavior regression and the other a specific decoder-type complaint; not clearly the same underlying bug." + "reason": "Same general model family, but one is a Qwen3-VL-Moe issue and the other is missing qkv/gate projections in qwen3next." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Generic v5 breakage vs an import failure for Qwen3_5; too broad and not the same concrete issue." + "reason": "Unrelated: PyTorch bfloat16 warning vs TimesFM window_size AttributeError." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Processor timestamp calculation and missing save_pretrained files are different bugs." + "reason": "Both are import errors, but for different symbols from different packages/modules." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "Moe torch.split return handling is unrelated to Gemma-4 audio positional encoding." + "reason": "Tokenizer mapping fallback bug vs pipeline incompatibility for DiffusionGemmaGenerationOutput; not the same defect." }, { - "left": "issue:44861", - "right": "issue:47059", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Tied-weights helper crash and CLI completion incompatibility are separate failures." + "reason": "Training optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not applied with model_init." }, { - "left": "issue:43704", - "right": "issue:45341", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM does not match a testing_utils bug." + "reason": "Both hit SmolVLM video processing, but one is padding math and the other is num_frames semantics." }, { - "left": "issue:43352", - "right": "issue:46218", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "Flash Attention support request for NemotronH vs Qwen3_5 import failure are different model-specific problems." + "reason": "Noisy logging is unrelated to apply_chat_template crashing on an empty list." }, { - "left": "issue:44351", - "right": "issue:46218", - "accept": false, - "reason": "HybridCache import error and Qwen3_5 import error are different missing-symbol issues." - }, - { - "left": "issue:28348", - "right": "issue:45250", - "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is only a generic umbrella title." - }, - { - "left": "issue:44861", - "right": "issue:45290", - "accept": false, - "reason": "Weight-keys helper crash and chat-template tool-call crash are unrelated." - }, - { - "left": "issue:44908", - "right": "issue:44998", - "accept": false, - "reason": "Scheduler kwargs bug and the unrelated 'Unemployment' issue are not duplicates." - }, - { - "left": "issue:44998", - "right": "issue:47177", - "accept": false, - "reason": "No meaningful overlap between the placeholder issue title and a shell-command allowlist bypass." - }, - { - "left": "issue:44998", - "right": "issue:47176", - "accept": false, - "reason": "No shared underlying bug; the titles are unrelated." - }, - { - "left": "issue:44492", - "right": "issue:44998", - "accept": false, - "reason": "Cache-strategy typo and the placeholder issue are unrelated." - }, - { - "left": "issue:44230", - "right": "issue:44623", - "accept": false, - "reason": "FP8 inference support request and processor save_pretrained file loss are different changes." - }, - { - "left": "issue:28348", - "right": "issue:43352", - "accept": false, - "reason": "Both involve Flash Attention 2.0, but they target different models and likely different code paths." - }, - { - "left": "issue:43618", - "right": "issue:44998", - "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." - }, - { - "left": "issue:31515", - "right": "issue:38617", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an import error for layer_type_validation are unrelated." + "reason": "Video model loading without torchvision is unrelated to save_pretrained max_shard_size behavior." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "Both mention Qwen3.5/MoE and FP8/from_pretrained, but one is inference support and the other is a version-specific load error; not clearly the same bug." + "reason": "One is a specific tensor op bug in deepseek-v4; the other is an accuracy regression after upgrade." }, { - "left": "issue:29870", - "right": "issue:31515", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "BART generate() decoder_attention_mask crash is unrelated to slow checkpoint loading." + "reason": "Different missing imports: configuration_utils symbol vs HybridCache export." }, { - "left": "issue:30333", - "right": "issue:31515", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "MLflow reporting on training failure is a separate concern from from_pretrained performance." + "reason": "Test seeding instability is unrelated to a logging message issue." }, { - "left": "issue:31515", - "right": "issue:36296", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." + "reason": "AutoProcessor kwargs passthrough and auto_docstring annotation parsing are separate subsystems." }, { - "left": "issue:31515", - "right": "issue:31795", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Slow checkpoint loading and documentation confusion are not the same issue." + "reason": "Trainer.evaluate-after-train failure and import failure caused by datasets are not the same bug." }, { - "left": "issue:43298", - "right": "issue:44230", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Audio-model batching support and Qwen3-VL/Qwen3.5 FP8 inference are unrelated." + "reason": "Network calls despite local_files_only and missing embed_tokens.weight are unrelated loading bugs." }, { - "left": "issue:43717", - "right": "issue:46144", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are distinct model implementation issues." + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure affect different models and code paths." }, { - "left": "issue:42936", - "right": "issue:46018", + "left": "issue:44451", + "right": "issue:47116", "accept": false, - "reason": "Mask2Former ignore_value usage and DeepSeek-V4 expert gating are different model bugs." + "reason": "Model loading failure for ScandiBERT is not the same as a streaming pipeline regression." }, { - "left": "issue:43668", - "right": "issue:44031", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "ModernBERT norm_eps type hint and tokenizer regex warnings are unrelated." + "reason": "GPT2 attention scaling with backend choice is unrelated to cache lazy initialization and recompilation." }, { - "left": "issue:42936", - "right": "issue:43240", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Mask2Former ignore_value usage is unrelated to kwargs not reaching loss calculation." + "reason": "Python 3.14 import/load breakage is unrelated to BACKENDS_MAPPING validation for tensorflow_text." }, { - "left": "issue:43240", - "right": "issue:46144", + "left": "issue:43064", + "right": "issue:47116", "accept": false, - "reason": "Loss-function kwargs propagation and RoFormer attention-interface usage are unrelated." + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to streaming pipeline regression." }, { - "left": "issue:42936", - "right": "issue:44031", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Mask2Former ignore_value and tokenizer regex warnings do not share a code path." + "reason": "Save-pretrained dequantization failure and Qwen3_5 infinite-loop generation are different bugs." }, { - "left": "issue:42936", - "right": "issue:46144", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Different models and different bugs; no duplicate evidence." + "reason": "Both mention saving, but one is dequantized model saving and the other is Pipeline save_pretrained support." }, { - "left": "issue:42936", - "right": "issue:43813", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Mask2Former ignore_value and a quantization-operation typo are unrelated." + "reason": "PyTorch bfloat16 warning and tie_word_embeddings warning are different warning conditions." }, { - "left": "issue:43668", - "right": "issue:43813", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Config type-hint issue and quantization typo are unrelated." + "reason": "Pipeline task-support error message and pipeline object serialization are not the same issue." }, { - "left": "issue:43240", - "right": "issue:43668", + "left": "issue:43827", + "right": "issue:47116", "accept": false, - "reason": "Loss kwargs propagation and ModernBERT config typing are different issues." + "reason": "Docs still referencing pipeline() and a streaming regression do not share the same underlying bug." }, { - "left": "issue:37934", - "right": "issue:43668", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Llama4TextL2Norm normalization question is unrelated to a ModernBERT type-hint bug." + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to the 50GB shard-size default question." }, { - "left": "issue:42936", - "right": "issue:43668", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." + "reason": "Flash Attention 2.0 unsupported for NemotronH and Python version compatibility failure are different issues." } ] }, @@ -18292,76 +17733,310 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, + "review_unit_index": 58, + "review_unit_count": 63, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10519-3", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:10519", - "issue:11005", - "issue:11307" + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44734", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" ], "soft_pairs": [ - "issue:10519|issue:11307", - "issue:10519|issue:11005", - "issue:11005|issue:11307" + "issue:45584|issue:46365", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:43208|issue:43526", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43012|issue:47276", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:36010|issue:42757", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:44380|issue:47276", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:43611|issue:44655", + "issue:44625|issue:46077" ], - "prepared_review_unit_hash": "c377f37894029b7abba9625c18b54acc480d4788d7b3e2c8ec09a02a5e749313", + "prepared_review_unit_hash": "1e6723f7978a37641eb58b6e2da5fa61251fc45028c87c4e64a51543d38e12a3", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 2878, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 2878, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": false, + "split": true, "analyst_result": { - "summary": "These are three unrelated feature requests/issues: token truncation behavior, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word time offsets. Similarity appears superficial only; no pair looks like the same underlying bug or change.", + "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly link unrelated Hugging Face/Transformers bugs that happen to share model names, backend terms, or generic error words. I would reject all soft edges and not choose a single canonical issue for the group.", "confidence": 0.98, - "canonical_issue_reason": "10519 is the most concrete and self-contained issue in the set, but it is not a duplicate of the others; the cluster does not share a single underlying problem.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "10519 is the best representative issue because it has the clearest, narrowly defined request. The other two concern entirely different features/subsystems.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:10519", - "right": "issue:11307", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Different feature areas and goals: truncation strategy for token sequences vs extracting word time offsets from Wav2Vec2 audio outputs." + "reason": "Different subsystems and failure modes: Whisper generation on empty transcription vs Trainer import blocked by datasets. No shared code path." }, { - "left": "issue:10519", - "right": "issue:11005", + "left": "issue:44734", + "right": "issue:47116", "accept": false, - "reason": "Unrelated requests: text truncation direction vs learning-rate scheduler behavior; no shared code-path or concrete bug." + "reason": "Both involve serving/pipeline behavior, but one is KV-cache indexing in /v1/responses and the other is a streaming pipeline regression. Not the same bug." }, { - "left": "issue:11005", - "right": "issue:11307", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "These concern different subsystems entirely\u2014optimizer scheduling vs speech model alignment/time offsets." - } - ] - }, - "evaluator_result": null, + "reason": "Both mention Qwen3-VL/MoE and v5/fp8, but one is a generic model loading bug and the other is FP8 inference support. Different issues." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage for scientific workflows is unrelated to a deepseek-v4 tensor transpose bug." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling ignored under specific backends is unrelated to AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels returning the wrong shape/value. Different components and symptoms." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron Flash Attention 2 support gating is not the same as GPT2 attention scaling being ignored in SDPA/FlashAttention." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "One is a removed config attribute in v5, the other is just a noisy logging message. No shared defect." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation issue is unrelated to the datasets/Trainer import conflict." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "One is backend-specific attention scaling; the other is degenerate zero loss for single-label classification with num_labels=1." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "bf16 compile precision warning is unrelated to a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but different symbols from different APIs/hub/model classes. Not the same broken import." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to importing Trainer only when datasets is installed." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both concern FP8/MoE, but one is save_pretrained failure and the other is from_pretrained loading failure. Different code paths." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "A missing set_seed in tests is unrelated to a huggingface_hub CLI compatibility break." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2+PEFT optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer drop is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are not the same as MLA q_a_layernorm missing rms_norm_eps precision mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages and symbols; no evidence of the same regression." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-compatible chat/completions request rejection is unrelated to Qwen2_5_VLProcessor batched chat template crashing." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both mention CLIP vision outputs, but one is missing attentions assignment and the other is hidden_states not returned. Distinct regressions." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and local_files_only still making API requests are unrelated bugs." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is bidirectional attention masking. Separate code paths." + }, + { + "left": "issue:44380", + "right": "issue:47276", + "accept": false, + "reason": "GPT2 attention scaling backend bug is unrelated to a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and sorted state_dict load error are different loading problems." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is unrelated to Pipeline.save_pretrained serialization." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import vs datasets are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to saving Pipeline objects." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation bug is unrelated to Gemma4 bidirectional attention mask construction." + } + ] + }, + "evaluator_result": null, "evaluator_used": false, "retried": false, "accepted_nontrivial_soft_edge": false, @@ -18370,629 +18045,982 @@ }, { "label": "issue", - "component_index": 3, + "component_index": 1, "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, + "review_unit_index": 59, + "review_unit_count": 63, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-13244-3", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:13244", - "issue:15980", - "issue:16618" + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44393", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45561", + "issue:45593", + "issue:45850", + "issue:46002", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" ], "soft_pairs": [ - "issue:13244|issue:16618", - "issue:15980|issue:16618" + "issue:44655|issue:46050", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:46077|issue:46512", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:44355|issue:44855", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:43867|issue:46202", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:36296|issue:43575", + "issue:43867|issue:45375", + "issue:43618|issue:44077", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43992|issue:46002" ], - "prepared_review_unit_hash": "5a53731575e45b98eaaf5b73e7ad8db497c6701a7b276706f3811d5440a07539", + "prepared_review_unit_hash": "fc2daf62582c3e139f7912be1467cbbfa3acd8aa45f96176059dfea21235dc0b", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37211, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": false, + "split": true, "analyst_result": { - "summary": "These three issues do not look like the same underlying bug. #13244 is about Tapas tokenization mismatching TensorFlow behavior, #15980 is about the error message when accessing a private model while logged out, and #16618 is a model-loading failure for bert-base-uncased. I would not merge any of the soft edges as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "#16618 is the broadest and most representative of the model-loading failures in this set, but it still does not match the tokenization bug or the private-model auth/error-message issue.", + "summary": "This cluster is mostly a set of unrelated issue reports. The only clear duplicate-like pair is the import-time performance regression tied to wildcard imports in model modules.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the only accepted duplicate pair: it identifies wildcard imports in models as the source of the import slowdown, while the paired issue only states the symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best single issue to anchor the cluster only because it is the most generic user-facing loading failure, but it should still remain separate from the others.", + "best_issue_reason": "issue:41669 is the best representative issue for this cluster because it gives the actionable cause behind the import-performance problem; the other items are mostly separate model/version-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:13244", - "right": "issue:16618", + "left": "issue:44655", + "right": "issue:46050", "accept": false, - "reason": "Different problem domains: tokenization parity vs. model loading failure. No evidence they share the same code path or fix." + "reason": "Both mention save_pretrained/from_pretrained, but one is about Pipeline objects and the other about a quantized model roundtrip; different bugs." }, { - "left": "issue:15980", - "right": "issue:16618", - "accept": false, - "reason": "Both involve model access, but one is specifically about private-model login/error messaging and the other is a general failure to load bert-base-uncased. Too different to treat as duplicates." + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "These are unrelated model-specific bugs in different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are AttributeErrors, but for different model configs/fields and different subsystems." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Both involve import-time behavior, but one is about compiled Python files and the other about noisy docstring diagnostics." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different missing/validation behavior; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "One is an attention-mask logic bug; the other is a stale config dtype issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern loading/saving checkpoints, but the concrete failure modes and models differ." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "These are unrelated: Python 3.14 import failure versus a CLI completion incompatibility with huggingface_hub." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Different AttributeErrors on different objects; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is a missing attentions field, the other is a checkpoint serialization regression." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "UnboundLocalError in generate() is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling and variable-length position_ids are unrelated bugs." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but the causes are different: compiled files versus a torch.jit parsing issue." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A specific no_grad cache-update change is not the same as a broad import regression report." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling and an import failure tied to datasets are different problems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but they involve different models and different missing-key symptoms." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A state_dict loading problem and a Gemma pipeline roundtrip tokenization issue are not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Vision bbox output errors and RTDetrLoss infeasible-cost-matrix crashes are separate issues." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate-time UnboundLocalError is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5-related checkpoint/config issues, but the missing field and sorted-state_dict failure are distinct." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing attentions assignment and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "The broad symptom in 44246 matches the concrete root cause in 41669: import transformers is slow because of wildcard imports in models." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A specific integration-test seed flakiness report is not the same as an xdist file race in testing utils." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are checkpoint-related, but one is a load error and the other is incorrect saved visual-encoder keys." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A concrete cache-update no_grad proposal is not the same as a vague claim that many models broke after 5.0." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "An AutoModel PyTorch ImportError and a tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and a missing tensor-parallel plan are different issues." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Missing a weight during from_pretrained is not the same as NaNs after init/checkout." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The only accepted soft pair, issue:41669 vs issue:44246, is a reasonable match on import slowdown from wildcard imports. The remaining soft-edge rejections are cautious and do not overclaim duplicate status." + }, + "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": 4, + "component_index": 1, "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, + "review_unit_index": 60, + "review_unit_count": 63, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-26350-2", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:26350", - "issue:33260" + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:41628", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45125", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47110" ], "soft_pairs": [ - "issue:26350|issue:33260" + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:41628|issue:42548", + "issue:44222|issue:44230" ], - "prepared_review_unit_hash": "b85dd4369a5be4878ce307fd365432b82aa6bab547ff38c44a345c3922916502", + "prepared_review_unit_hash": "9c4e3ccfbcca43fcd97ff4cf76d086fd8b9698982fdd10fd47c3b5d493812c56", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two issues are both community-contribution enhancement requests, but they target different features and different code paths: Flash Attention 2 architecture support vs GGUF support for more architectures. 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:26350", - "right": "issue:33260", - "accept": false, - "reason": "Different enhancement areas and implementation targets; sharing a broad 'more architectures' theme is not enough to indicate 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": 5, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-27088-10", - "nodes": [ - "issue:27088", - "issue:28936", - "issue:38435", - "issue:43834", - "issue:44365", - 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"status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-36718-21", - "nodes": [ - "issue:36718", - "issue:36817", - "issue:36879", - "issue:37015", - "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:36879|issue:37015", - "issue:37015|issue:42503", - "issue:41115|issue:43837", - "issue:41115|issue:44121", - "issue:41115|issue:42503", - "issue:41115|issue:45027", - "issue:41211|issue:43671", - "issue:42503|issue:43837", - "issue:42503|issue:43671", - "issue:42503|issue:42954", - "issue:42738|issue:45027", - "issue:42503|issue:42738", - "issue:42738|issue:42954", - "issue:42738|issue:46653", - "issue:42954|issue:44205", - "issue:42954|issue:43671", - "issue:42954|issue:45177", - "issue:42954|issue:46653", - "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:43837|issue:45027", - "issue:37015|issue:45027", - "issue:43837|issue:45177", - "issue:45322|issue:46133", - "issue:42503|issue:46653", - "issue:45027|issue:46653" - ], - "prepared_review_unit_hash": "7b3c40047e4672c8c42f3cd71f4175a1a765c48277946baf811005e60a6de5d4", - "component_budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 48, - "serialized_chars": 28617, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 }, "budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 48, - "serialized_chars": 28617, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36079, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": false, + "split": true, "analyst_result": { - "summary": "These are broad model-addition requests with superficial title similarity, but they do not describe the same concrete bug or code change. The set spans unrelated models, modalities, and architecture additions, so no soft edge should be merged.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the items are distinct requests across different models and tasks (keypoint matching/detection, BERT variants, detection models, audio ASR/TTS, OCR, perception, sparsity, etc.), so none cleanly subsumes the others.", + "summary": "The cluster is mostly a set of unrelated Transformers regressions and docs/test issues that only loosely share version-5/loading themes. None of the soft pairs looks like a true duplicate underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44556 is the clearest concrete, broad regression report in this set: a v4.57 checkpoint that no longer reloads after upgrading to v5.2/v5.3. It is more representative than the many narrow symbol/model-specific reports, though it is not a duplicate of them.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a safe global duplicate target. If forced to pick a representative, issue 42503 is only a broad model-request thread, not a true umbrella for the cluster.", + "best_issue_reason": "issue:44556 is the best global issue candidate because it is concrete, user-facing, and spans a common failure mode (cross-version model reload breakage) without being overly narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36718", - "right": "issue:47004", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Related keypoint model request theme, but RoMa matcher and LoMa detector/matcher are different model integrations and not the same change." + "reason": "Both involve CLIP behavior changes, but one is a missing attentions field and the other is a structural `.text_model` inconsistency; different concrete bugs." }, { - "left": "issue:36718", - "right": "issue:41115", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Different domains: keypoint matching versus MiniCPM3 model architecture support." + "reason": "Completely different areas: DSA indexer/ReLU versus DeepSeekV3 implementation divergence." }, { - "left": "issue:36817", - "right": "issue:41211", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Different model requests; EuroBert config support is unrelated to DEIMv2." + "reason": "Both are import errors, but for different symbols and likely different breakages." }, { - "left": "issue:36817", - "right": "issue:43671", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Different models and modalities; EuroBert config support is unrelated to Qwen3-TTS." + "reason": "Both concern Qwen3.5 MoE loading, but one is a missing `_tp_plan` and the other is a broad from_pretrained failure; not enough to treat as the same bug." }, { - "left": "issue:36817", - "right": "issue:36879", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Both are model requests, but RF-DETR and EuroBert are separate additions with different code paths." + "reason": "Different model/config problems: tensor-parallel plan versus missing vision config field." }, { - "left": "issue:36817", - "right": "issue:42954", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Unrelated model requests: EuroBert versus XiaoMi MiMo." + "reason": "Unrelated failures: offline file access versus AddedToken construction." }, { - "left": "issue:36879", - "right": "issue:41211", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Different model integrations: RF-DETR versus DEIMv2." + "reason": "Both are flaky-test reports, but they affect different model tests and different failure causes." }, { - "left": "issue:36879", - "right": "issue:43909", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Different models and likely different implementation surfaces: RF-DETR versus LFM2.5 Audio 1.5B." + "reason": "Unrelated: test seeding flakiness versus model loading regression." }, { - "left": "issue:36879", - "right": "issue:44121", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "Different requests: RF-DETR versus OpenAI weight-sparse transformer support." + "reason": "Different topics: tokenization cleanup behavior versus video processor frame semantics." }, { - "left": "issue:36879", - "right": "issue:43837", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "Different tasks and code paths: RF-DETR object detection versus Qwen3-ASR speech recognition." + "reason": "Different code paths: serving KV-cache continuation crash versus trust_remote_code cache FileNotFoundError." }, { - "left": "issue:36879", - "right": "issue:43671", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Different modalities and model families: RF-DETR versus Qwen3-TTS." + "reason": "Both are loading regressions, but tokenizer loading and checkpoint reload are distinct code paths and symptoms." }, { - "left": "issue:37015", - "right": "issue:43837", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + "reason": "OOM under int4 quantization is unrelated to checkpoint reload failure." }, { - "left": "issue:37015", - "right": "issue:44121", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "NeoBERT support and sparse-transformer support are different changes." + "reason": "Different subsystems: generation cache updates versus Sam3PixelDecoder implementation." }, { - "left": "issue:37015", - "right": "issue:43909", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Different requests: NeoBERT versus LFM2.5 Audio 1.5B." + "reason": "Different failures: missing exported model class versus loading a trust_remote_code model from cache." }, { - "left": "issue:36879", - "right": "issue:37015", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Different models: RF-DETR and NeoBERT are not the same underlying change." + "reason": "One is a broken CLI command; the other is a behavior change in AttentionInterface.register." }, { - "left": "issue:37015", - "right": "issue:42503", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Both are model-add requests, but NeoBERT and ModernVBERT are distinct model integrations." + "reason": "Offline download behavior is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:41115", - "right": "issue:43837", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated changes." + "reason": "Different problems: image patch counting versus cache file resolution." }, { - "left": "issue:41115", - "right": "issue:44121", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer support are different code paths and different models." + "reason": "A vague broad complaint about v5 breakage is not the same as a specific special_tokens list/dict error." }, { - "left": "issue:41115", - "right": "issue:42503", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "MiniCPM3 support and ModernVBERT support are separate model additions." + "reason": "MLflow reporting and tokenizer loading are unrelated." }, { - "left": "issue:41115", - "right": "issue:45027", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to Voxtral TTS support." + "reason": "Compiled Python file errors are unrelated to performance regression after upgrading." }, { - "left": "issue:41211", - "right": "issue:43671", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." + "reason": "A loading hang and a documentation clarification are not the same issue." }, { - "left": "issue:42503", - "right": "issue:43837", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model requests." + "reason": "Both mention generation internals, but one is about no_grad decoration on cache/layer updates and the other about sync_gpus ordering in model kwargs update." }, { - "left": "issue:42503", - "right": "issue:43671", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "ModernVBERT support is unrelated to Qwen3-TTS support." + "reason": "Different multimodal processor issues: frame count semantics versus missing vision backend handling." }, { - "left": "issue:42503", - "right": "issue:42954", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are separate model additions." + "reason": "Offline requests and FP8 save_pretrained behavior are unrelated." }, { - "left": "issue:42738", - "right": "issue:45027", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "BERT-like RoPE models and Voxtral TTS are different model families and modalities." + "reason": "Both are v5 loading regressions, but they concern different models and likely different root causes." }, { - "left": "issue:42503", - "right": "issue:42738", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "ModernVBERT config support and BERT-like models with RoPE are related only at a very broad family level, not the same change." + "reason": "MLflow job-state reporting and tensor-parallel training are unrelated." }, { - "left": "issue:42738", - "right": "issue:42954", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "BERT-like RoPE models and XiaoMi MiMo are different requests." + "reason": "Generation UnboundLocalError versus a forward-API documentation issue." }, { - "left": "issue:42738", - "right": "issue:46653", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "BERT-like RoPE models are unrelated to a closed personal-name issue." + "reason": "Documentation still referencing pipeline is unrelated to the racoon issue." }, { - "left": "issue:42954", - "right": "issue:44205", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model integrations." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is model loading for a specific Llama vision model." }, { - "left": "issue:42954", - "right": "issue:43671", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "MiMo and Qwen3-TTS are unrelated model requests." + "reason": "Import errors for different exported classes; same broad symptom, different bug." }, { - "left": "issue:42954", - "right": "issue:45177", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are separate model additions." - }, + "reason": "FP8 save_pretrained bug versus FP8 inference support request; 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": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42757", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:46143|issue:46144", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:44038|issue:45125", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:44315|issue:44360", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44315|issue:46209", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:43352|issue:44961", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43572|issue:45850", + "issue:44466|issue:44556" + ], + "prepared_review_unit_hash": "5d28b33d5712bffb96fd0b7051dc61829a88d92a79cfef205a19bdeb11282db1", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:42954", - "right": "issue:46653", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "No technical overlap; this is just a closed name-only issue, not the same model request." + "reason": "Both are RoFormer-related, but one is about kwargs propagation and the other about attention interface usage; different code-path problems." }, { - "left": "issue:43671", - "right": "issue:43837", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Same Qwen3 family, but TTS and ASR are different modalities and likely different implementation paths." + "reason": "API requests with local_files_only is a concrete loading bug; 'racoon' has no evidence of the same issue." }, { - "left": "issue:43671", - "right": "issue:45027", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models, not a duplicate request." + "reason": "Compiled Python file errors and PretrainedConfig type checking are unrelated failures." }, { - "left": "issue:43671", - "right": "issue:45177", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + "reason": "Broken `transformers env` CLI and `PretrainedConfig` type-checking regression are different subsystems and symptoms." }, { - "left": "issue:43671", - "right": "issue:44121", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Qwen3-TTS support is unrelated to sparse transformer support." + "reason": "CLI/env command breakage is unrelated to importing `Qwen2_5_VLForConditionalGeneration`." }, { - "left": "issue:43837", - "right": "issue:43909", + "left": "issue:43576", + "right": "issue:47059", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both speech-related, but they are different models and not the same code change." + "reason": "One is the `transformers env` command; the other is a huggingface_hub CLI compatibility break." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "ASR support and EUPE perception encoder support are different model integrations." + "reason": "Importing `is_offline_mode` from huggingface_hub is a dependency/API issue, not the broken `env` command." }, { - "left": "issue:43837", - "right": "issue:44121", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Speech recognition support and sparse-transformer support are unrelated changes." + "reason": "Both mention Qwen3 MoE, but one is a broad v5/Qwen3-VL-Moe bug and the other is missing `_tp_plan` for tensor parallelism." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model requests." + "reason": "Documentation confusion in `model.forward` is unrelated to the `layer_type_validation` import error." }, { - "left": "issue:43909", - "right": "issue:46645", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Audio model support and Granite SWA+sink option are different underlying changes." + "reason": "Tensor parallel training and pipeline docs mentioning `return_all_scores` are not the same bug." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Sparse-transformer request and EUPE encoder request are different code paths and models." + "reason": "Liger Kernel not applied in `model_init` and a DSA/ReLU discussion are unrelated." }, { - "left": "issue:43837", - "right": "issue:45027", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are distinct speech models, not one mergeable fix." + "reason": "Missing `fpn_position_embeddings` in SAM3 video output is unrelated to a cache FileNotFoundError for trust_remote_code." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "`HybridCache` import failure and cache FileNotFoundError are different loading/import problems." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated requests." + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight-conversion question." }, { - "left": "issue:45322", - "right": "issue:46133", + "left": "issue:45375", + "right": "issue:47110", "accept": false, - "reason": "Both are vision-language research model requests, but EUPE and TIPSv2 are different architectures and not the same underlying change." + "reason": "Missing config field in Qwen3_5MoeVisionConfig is not the same as a `special_tokens` list-vs-dict attribute error." }, { - "left": "issue:42503", - "right": "issue:46653", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "ModernVBERT support is unrelated to the closed name-only issue." + "reason": "Qwen3.5 chat crash is model-specific; \"since 5.0 breaks too many models\" is a broad version complaint, not the same defect." }, { - "left": "issue:45027", - "right": "issue:46653", + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "`model_init`/Liger Kernel application and FP8 inference on B200 are different issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion has no clear overlap with the unrelated 'racoon' report." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder 'racoon' issue does not match the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config is unrelated to a `special_tokens` structure error." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to a typo in cache strategies." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention 2.0 support and 'racoon' are not the same underlying bug." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict sorting load error and `special_tokens` key access error are different failure modes." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading bug and TensorFlow backend error from tensorboard-only install are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE discussion and SmolVLM `num_frames` semantics are different model-specific problems." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files is not the same as an uninformative generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe `sys.modules` access in modeling_utils are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Wrong `vision_position_ids` for Qwen2.5-VL video input is different from `num_frames` meaning in SmolVLM." + }, + { + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Voxtral TTS support is unrelated to the closed name-only issue." + "reason": "Removing `import *` from models and missing GenerationMixin cache are separate refactors/bugs." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_id` in one config is not the same as a broad v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D box output issues are unrelated to `PretrainedConfig` type-checking in v5.4.0." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box output problems and infinite looping on a specific image are different Qwen3_5-VL symptoms." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to a generic \"v5 breaks too many models\" report." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Inconsistent `lm_head.weight` serialization and inability to reload older checkpoints may be related broadly, but they are not clearly the same concrete bug." } ] }, @@ -19005,385 +19033,2778 @@ }, { "label": "issue", - 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}, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, + "split": true, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding, the other requests DeepSeek v3.2 support. 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"issue:44393", + "accept": false, + "reason": "Python version incompatibility vs a Qwen3-VL bounding-box output issue." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness vs scheduler keyword handling." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Unsupported Flash Attention 2 for Nemotron vs a Qwen3-VL hallucination/output bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific position_ids buffer behavior vs a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch on save vs a generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + 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are different processor bugs." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application issue vs flash_attention_3 training degeneration." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to shell operator allowlist bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss double-shift are different model bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Both are in the import/loading area, but they describe different problems and are too broad to treat as duplicates." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained failure; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version support and tar/zip-slip RCE are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and deepseek-v4 weight conversion are different requests/issues." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp calculation and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation discussion does not match a tar/zip-slip security bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading concerns and scheduler kwargs handling are not the same failure." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp logic and scheduler keyword propagation are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-argument documentation confusion is unrelated to a Llama 3.2 model-loading breakage." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "The env command regression is not the same as a missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak in multi-threaded dataloading are different bugs." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights key handling and special_tokens list/dict handling are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio encoding are different model-specific issues." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad version regressions and a tar/zip-slip security issue are not duplicates." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad model breakage and shell-operator allowlist bypass are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and a multi-threading VRAM leak are different issues." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Unsupported Flash Attention 2 and tar/zip-slip arbitrary file write are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43519", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44263", + "issue:44351", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:46218", + "issue:47059", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "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": "ee42b15e819865b73a2410567f878b87fd9bbbf9983d8d902783ea9eca53e39d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 37, + "serialized_chars": 34501, + "estimated_input_tokens": 8626, + "estimated_eval_tokens": 17508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; most pairs share only broad subsystem wording (tokenizers, cache, Flash Attention, imports) but not the same concrete bug or change. No soft edge looks like a safe duplicate merge.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45250 is the broadest umbrella-style issue in the set (Flash Attention 2.0) and best matches the recurring support-request theme, though the overall cluster is still mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the most general and reusable issue here; it can subsume model-specific Flash Attention 2.0 support requests better than the narrower bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device-mismatch CI bug and Gemma4AudioRelPositionalEncoding are unrelated failures." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a general behavior difference and the other is a specific decoder-type mismatch." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad 'v5 breaks models' complaint and a specific Qwen3_5 import error are not the same underlying bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL Processor is unrelated to missing files from processor.save_pretrained." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in a MoE indexer is unrelated to Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key handling and a CLI completion attribute error touch different code paths." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to a testing_utils bug." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention support for Nemotron and an import failure for Qwen3_5ForCausalLM are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakage points." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific GPT2 Flash Attention support is not the same as a broad Flash Attention topic issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crashes and chat-template tool-call crashes are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated titled issue have no common bug." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment is clearly unrelated to a shell command-substitution allowlist bypass." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment is unrelated to a command allowlist bypass vulnerability." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unemployment are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to missing save_pretrained files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different support gaps." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment bug is unrelated to unemployment." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to an import error for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a from_pretrained error in transformers>=5.4.0 are different failures." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to from_pretrained performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow loading and documentation confusion about input_ids/past_key_values are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 support for Qwen3-VL/Qwen3.5 MoE are different feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint for norm_eps is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value and loss-function kwargs plumbing are different issues." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding is unrelated to RoFormer attention interface implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "These concern different subsystems: Mask2former loss config vs tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2former bug and a typo in orig_conversion.quantization_operation do not match." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and a typo fix are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a ModernBERT type-hint issue are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A possible RMSNorm question for Llama4Text and a norm_eps type hint bug are not the same issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "a48db8c6d76d22d5ca6f2ab35679b082c9ec12ee0a8f3cb6ac691e437aaaa152", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three closed issues are about unrelated topics: truncation behavior in tokenization, a ReduceLROnPlateau-like scheduler feature, and Wav2Vec2 word time offsets. This does not look like a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the issues describe different feature requests/problems and are not duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is heterogeneous; none of the issues subsumes the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: tokenizer truncation-from-beginning vs. Wav2Vec2 word offset timings." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: truncation strategy vs. ReduceLROnPlateau-like scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; one is a learning-rate scheduler request, the other is Wav2Vec2 word boundary timing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "e0092989f8b27f9450f713bf14e3a66e4d3c5cf3772a0e5af99ec995e3e2aa5b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is weakly related by model-loading/tokenization topics, but 13244 is clearly separate. The only plausible duplicate candidate is 15980 vs 16618, yet the former is specifically about private-model auth/error messaging while the latter is a generic failure to load bert-base-uncased, so I would not merge them.", + "confidence": 0.59, + "canonical_issue_reason": "issue 16618 is the broadest and most central-sounding report in the cluster, with the highest discussion activity and a generic model-loading failure title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 16618 best represents the cluster because it is the most general user-facing failure report; 13244 is unrelated and 15980 is a narrower auth-specific error case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "These appear unrelated: tokenization differences in TAPAS vs TensorFlow code do not match a generic 'can't load bert-base-uncased' model-loading failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve loading models, but the underlying problems differ: one is a private-model login/auth error message, the other is a general inability to load a public model. They do not look like 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": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "a6280e4e2d178b9be6c0e9a735fe7aa7331b64ffb1dcfe470c4131c2a5228164", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different community-contribution feature requests in the same broad format, but they target unrelated capabilities: Flash Attention 2 support vs GGUF support. The soft similarity is title-pattern only, not a duplicate bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the better representative only by triage weight (older and more discussion), but it should not be treated as a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths; shared wording about 'more architectures' is too generic to indicate 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": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "6bf8b733e13dd32c0dcb40832d6fad18512032d3fbcfb930045cadcf2d494b61", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are mostly i18n doc-translation issue templates in different languages, plus several noisy/spam-like titles. They are not duplicates of one another just because they share the same template wording.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43834 is the cleanest canonical representative: it is the generic placeholder form of the i18n translation issue, matching the repeated template seen across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 best represents the cluster because it is the standardized template version and avoids language-specific or spammy outliers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language targets; same template only, not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language targets; these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is a concrete Turkish translation request, the other is a generic template placeholder." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Different content and no evidence they refer to the same translation task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language targets; distinct translation issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "A concrete Spanish request is not the same as the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request/language; template similarity is insufficient." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request/language; not a duplicate bug/change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Different issue instances of the translation template, not one underlying problem." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder; not the same artifact." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Romanian translation request is not the same as the template placeholder." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "No clear shared underlying task beyond broad i18n wording." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "These look like unrelated noisy titles, not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-style issues, but they are separate instances rather than one duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same template family, but not the same concrete request." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "The latter is noisy/spam-like and does not match the placeholder template as the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Noisy title versus template placeholder; no evidence of the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different noisy content; not a duplicate of the template issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Two separate placeholder-template issues; same pattern, not same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Template placeholder and noisy title are not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No shared concrete bug/change, only superficial similarity." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no evidence of a shared task." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Template placeholder versus noisy title; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Same broad i18n theme is too weak to merge these." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "No evidence they describe the same underlying change." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both are noisy/nonstandard titles, but not clearly the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template translation issue and noisy Thai title do not describe the same task." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No shared concrete issue beyond superficial i18n similarity." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation template and unrelated Thai text are not duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Different noisy titles with no clear shared underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Distinct noisy titles; not the same bug or change." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "No clear evidence of a single underlying issue." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Different noisy titles; no basis to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "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:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "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:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "51bc33a2b180b2fe555cd145d74f1164216f3a11b8fb917f2f80c38a4813c006", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a broad false-positive grouping of unrelated model-request issues: keypoint matchers, BERT variants, audio/TTS/ASR models, vision-language models, and other architecture additions. I did not find any pair that looks like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits: the items span different models and modalities, so there is no shared underlying request to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a safe global representative; the cluster is too heterogeneous for a meaningful duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Different model requests: RoMa keypoint matcher vs LoMa detector+matcher." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Unrelated domains: keypoint matching vs MiniCPM3 model support." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models and tasks: EuroBert config vs DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Distinct model additions: EuroBert config vs RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "Model config request vs an unrelated personal-name-titled issue." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model vs LFM2.5 Audio request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR detector request vs weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model addition and Qwen3-ASR support are different changes." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT model request vs Qwen3-ASR support." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different model families: NeoBERT vs weight-sparse transformer." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different code paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct architectures." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 request vs a weight-sparse transformer request." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS are different model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models/tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT request is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE discussion vs Voxtral TTS support, not the same change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are different requests." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE issue vs unrelated personal-name issue." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE request and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo vs Mirko Privitera: no shared underlying request." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but different support paths and not the same change." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs weight-sparse transformer request." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are audio-related, but Qwen3-TTS and Voxtral TTS are separate models and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support vs Granite SWA+sink option are different requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio models and fixes." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT request vs Voxtral-4B-TTS support." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT request and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "e2ac2f85cee0af65b23e9dd13d86595be33f33056d772809670805e381ddc774", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "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 documentation request about adding `pruna` as an optimization framework, while the other is a Vision RoPE refactor. No duplicate relationship is supported.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the stronger canonical issue because it is the more concrete technical refactor topic; #38740 is a standalone docs request and not a duplicate of it.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 best represents the cluster only because it is the more substantive engineering task, but the cluster itself does not contain duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and problem domains: a docs/framework listing 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": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "8ed98a360bc4ea0488be348d2cc67d7940a5e4a1cdab4f5477de5499d4404f44", + "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 about different things: one is a vague decoding-related request, the other is a specific DeepSeek v3.2 support request. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No canonical issue: 41084 and 43037 describe different underlying requests and do not appear to be duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the more specific and self-contained issue, but it should not be treated as a duplicate of 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: the titles and available metadata point to different topics (block decoding vs DeepSeek v3.2 support), with no shared targets or evidence of 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": "issue", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "3deaca26e6425d788ae2dcf8f989d15fd567c0822d9a15dac05c176c75696e4b", + "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 are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other proposes integrating TiledMLP for lower memory use. They concern different components and different changes.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request (a specific `from_pretrained()` flag for FLCE/TiledFusedLogitsLoss).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative if one issue must be chosen because it states a precise, actionable feature request with a clear API surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: FLCE `from_pretrained()` flag support vs. TiledMLP integration for memory reduction. They share only a broad optimization theme, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "67cee4d1cab101ed8eb274789c0456bd08883fdd36f3090d924b0003d0bb19da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Trainer customizability concerns, but they target different behaviors: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They are not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43598 is the cleaner representative of the cluster because it states a concrete Trainer customization problem; issue 43600 is a separate FLOPS-estimation topic.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the better anchor issue for this cluster since it is more specific and directly about changing Trainer behavior for custom use cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Same broad Trainer customizability theme, but different underlying problems: unused-column removal vs FLOPS estimation for custom trainers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "403d174d1ea0dd3c96197a92481fc310c1e0b7435489e89ab2579d4c913f9348", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (Qwen model Auto* support), but they request different concrete capabilities for different model families and task heads, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader request and names a specific missing registration path for Qwen3-Omni across AutoModel and AutoModelForConditionalGeneration.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better representative because it is the more general model-registration request and is less narrowly tied to one classification head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: 43684 asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Same ecosystem, but not the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "36641ebc77a7eeb1565672d2e13324441a9498acd64823f812b8a82f1c0dc10e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Four closed issues, but only three share the same placeholder title 'huggingface '. There is no body detail, target, or linkage evidence to prove they are true duplicates, so I would not merge any pair on title similarity alone. 'Fett' looks unrelated.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical 'huggingface ' issues and is the cleanest representative of that apparent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best cluster representative because it is earliest among the matching-title issues and has the least ambiguous metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface '), and there is no body or target evidence that they describe the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface '), with no concrete evidence of a shared underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface '), and the metadata does not show the same bug/change." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same placeholder title, but there is no body, explicit target, or other detail confirming they are the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same placeholder title, but the record contains no substantive description to prove duplication." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same placeholder title, but no concrete problem statement or target evidence is available to confirm 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": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "7409df4c14c667450d03ddfd48e3cf93862a86240b8e4e818d796c6af8c69420", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by low-information spammy issues and generic titles; there is no clear shared underlying bug or change, so none of the soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative is needed, issue 47036 is the most substantive/non-spam title, but there is not enough evidence that these issues describe the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47036 is the best available representative because it has the clearest, non-spam subject line; however, it still does not form a true duplicate set with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are empty spam-like reports with no shared concrete bug or change description." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are empty spam-like reports with no shared concrete bug or change description." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam title versus generic documentation request; no evidence they refer to the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "One is spam-like and the other is a vague benchmark tip; no shared underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like title versus a vague named-entity reference; no concrete duplicate signal." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement and spam title are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement and spam title are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no substantive description tying them to the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; too little evidence of a shared concrete problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus named-entity title; no matching code-path or issue target." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; too little evidence of a shared concrete problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus named-entity title; no matching code-path or issue target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "0e6e880a9c3754df387ce9b29f05302569c00d4698cfa0ad1319764b88d6c012", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are strong near-duplicates: they share the exact title and have very similar body lengths, but there is no body text or explicit linkage here to confirm they are the same issue. The safest reading is that #45145 is a likely duplicate of #45151, not a proven one.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #45145 is a reasonable tentative canonical issue because it is the earlier of two very similar issues with the same title, though the available evidence only supports a likely-duplicate classification rather than a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative among this likely-duplicate pair because it appeared first, but the match is based only on title and rough size similarity, not on confirmed shared content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match exactly and the body lengths are close, which suggests a likely duplicate, but there is no body content or explicit linkage here to prove they describe the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet only supports a soft similarity match: the issues share the same title and similar body length, but there is no body content or explicit linkage proving they are the same issue. The verdict and reasons are too strong in calling this a clear duplicate / same proposal. Please soften to \"likely duplicate\" or similar and avoid asserting identical body content without evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "72505c9ba8cec3dd4efc46c0d68b8ad9f490a3533fcc14da10ab58419efdaa44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are empty and appear unrelated: they are just different personal-name/date strings with no body or shared technical context, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only soft textual similarity; the titles name different people and dates, with no shared bug, subsystem, or discussion context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "1bc3ce6e9055947c2d08745977347f02d57c072b13820894b0273837aa8b7ead", + "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 only name/date-like titles and no body or technical detail do not indicate the same underlying bug or change; they look unrelated.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: both items are empty, non-technical issue reports with unrelated titles and no evidence of duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative for a technical cluster because there is no substantive problem statement, shared code path, or duplicate signal beyond weak similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different personal-name/date strings with no shared bug report, code path, or explicit linkage; this is not a credible duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "7085f2df62922b3012283955187c556f6032650a2a588e6f3224640463276e9d", + "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 two issues are not duplicates: one asks for a new Qwen3_5 token-classification model head for value modeling, while the other is a broad request for FP8 training support. They do not describe the same underlying bug or 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:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests and different scopes: a model-class feature addition vs FP8 training support. No shared code-path or concrete change target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "f5fa20ad25d3cc174ab5def8c6e70fadd7c3ad4349c63812cb5986497e7e5e5c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-advertisement item and does not match the example issues.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is the oldest exact-duplicate representative of the \"Example: Financial time series prediction with DataForge\" pair, so it is a reasonable canonical issue within this set.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the clearest representative of one duplicate issue pair, but it should not be used to cover the unrelated dataset item or the separate 45872/45873 issue pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different issue types: a financial dataset listing versus a DataForge example request. Same broad domain, but not the same underlying bug/change." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different issue types: a financial dataset listing versus a DataForge example request. Same broad domain, but not the same underlying bug/change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate title and matching body length; these appear to be the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping-service component; they are not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping-service component; they are not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same as above: the example request and the scraping-service issue are related only by domain, not identical in scope or fix." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as above: the example request and the scraping-service issue are related only by domain, not identical in scope or fix." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate title and matching body length; these appear to be the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet: 45870/45871 share the same title and body length, as do 45872/45873, while 45869 is clearly a different dataset listing. The non-duplicate verdicts are conservative, and the canonical choice of the older issue in each pair is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-44371-6", + "cluster_id": "cluster-46439-2", "nodes": [ - "issue:44371", - "issue:44418", - "issue:44572", - "issue:44573", - "issue:44937", - "issue:47036" + "issue:46439", + "issue:46441" ], "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" + "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "7d7d0218c835f4dd283c9b7ea2a348826cb522afcfcc1bdace8ca97aa9cf0dac", + "prepared_review_unit_hash": "9538d2ef784c5258a24a2a0ca61d304ffcf3f566713aa189565ea5d63dde81cf", "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "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": null, + "analyst_result": { + "summary": "Both issues involve static cache and linear-attention, but the reported failures differ enough that I would not auto-merge them as duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 46439 is the better canonical tracker because it describes the likely underlying static-cache/early-initialization bug in linear-attention handling, whereas 46441 reads as a narrower model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is broader and closer to a root-cause report; it is the better place to centralize follow-up on the static-cache linear-attention regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "They share the same subsystem, but the symptoms differ materially: one is shape corruption leading to RuntimeError, the other is a KeyError for 'linear_attention' on Qwen3.5. That is not enough evidence to treat them as the same underlying bug." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -19393,7 +21814,7 @@ }, { "label": "issue", - "component_index": 14, + "component_index": 21, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, @@ -19402,54 +21823,54 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45145-2", + "cluster_id": "cluster-46551-2", "nodes": [ - "issue:45145", - "issue:45151" + "issue:46551", + "issue:46552" ], "soft_pairs": [ - "issue:45145|issue:45151" + "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "21c22ba33a240af23e3099c82ded58beefbe5ed9e54c9d8ed14cd460c5e6a0fd", + "prepared_review_unit_hash": "e803520d89a575e07441f1650dd088ce522fd9da9639294fab4af0b2152cce68", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and very similar body lengths, with no distinguishing targets or filenames, so they are very likely duplicates of the same underlying energy-efficiency proposal.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #45145 is a strong canonical choice because it has the same title as #45151 and slightly more inbound reference signal, suggesting it is the more established copy of the duplicate pair.", + "summary": "These two issues are duplicates of the same Wav2Vec2CTCTokenizer v5 special-token bug; the open issue with inbound references is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is open, has inbound references, and appears to be the active tracking item for the same exact report.", "canonical_pr_reason": null, - "best_issue_reason": "Either issue could serve as the representative, but #45145 is marginally better due to higher inbound references and being the earlier opened/seen item in the pair.", + "best_issue_reason": "Issue #46552 is the strongest issue candidate: identical title/body to #46551, but with more discussion/references and still open for tracking.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45145", - "right": "issue:45151", + "left": "issue:46551", + "right": "issue:46552", "accept": true, - "reason": "Same exact title, highly similar body size, and no evidence of different scope or targets; these look like duplicate reports of the same issue." + "reason": "Same title and same underlying tokenizer bug report; no meaningful distinction in scope or content." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: the issues have identical titles, very similar body lengths, and no conflicting targets or filenames. The representative choice for #45145 is also supported by its earlier creation time and slightly higher inbound references. The soft-edge acceptance is conservative enough here." + "feedback": "The duplicate-issue conclusion is well grounded: the two issues have identical titles and bodies, and the open issue has inbound references, making it a reasonable canonical tracker. The soft-edge accept is conservative given the 1.0 similarity and no scope differences visible in the packet." }, "evaluator_used": true, "retried": false, @@ -19459,50 +21880,59 @@ }, { "label": "issue", - "component_index": 15, + "component_index": 22, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45295-2", + "cluster_id": "cluster-46657-2", "nodes": [ - "issue:45295", - "issue:45373" + "issue:46657", + "issue:46692" ], - "soft_pairs": [], - "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "20ea24b536ad3d5848c1603df437e1a90c59162c3fe27e7cece384d9e80e205e", "component_budget": { "node_count": 2, "item_count": 2, - "soft_pair_count": 0, - "serialized_chars": 1286, - "estimated_input_tokens": 322, - "estimated_eval_tokens": 900 + "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": 0, - "serialized_chars": 1286, - "estimated_input_tokens": 322, - "estimated_eval_tokens": 900 + "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 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.", + "summary": "These two issues are both about training-time failures in object detection models, but they describe different problems: a tensor-size mismatch versus an out-of-memory condition after several epochs. They do not look like duplicates of the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46657 is the more concrete and narrowly defined report, with a specific tensor mismatch failure mode. #46692 describes a different symptom class (OOM) and is not a duplicate.", "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_issue_reason": "#46657 is the best representative for this cluster because it states a precise, actionable training error rather than a broad resource symptom.", "best_pr_reason": null, - "soft_edge_verdicts": [] + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: one is a tensor shape mismatch during object-detection training, the other is out-of-memory after some epochs. Shared training context is too broad to treat as the same bug." + } + ] }, "evaluator_result": null, "evaluator_used": false, @@ -19513,7 +21943,7 @@ }, { "label": "issue", - "component_index": 16, + "component_index": 23, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, @@ -19522,111 +21952,483 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45762-2", + "cluster_id": "cluster-46822-2", "nodes": [ - "issue:45762", - "issue:45763" + "issue:46822", + "issue:46823" ], "soft_pairs": [ - "issue:45762|issue:45763" + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "66ed85d3639a77ee36e606048b9872b27b75d43aacdedcae5eb09fea50251402", + "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 two unrelated load-time memory placement bugs: one in ZeRO-3 `zero.Init` partitioning for a composite multimodal submodule, and one in 4-bit `device_map='auto'` dispatch incorrectly choosing CPU despite sufficient memory. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46822 is the cleaner canonical issue for the cluster only because it is the earlier-created report and more specific about the failure mode, but the two issues are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global canonical for the other; 46822 is the more specific and technically scoped report, while 46823 describes a separate quantized loading/device_map bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different subsystems and symptoms: ZeRO-3 `zero.Init` not partitioning a submodule causing OOM versus 4-bit `device_map='auto'` sending modules to CPU and raising `ValueError`. They do not appear to be 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": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-17", + "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" + ], + "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:47102|issue:47120", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47227|issue:47265", + "issue:47120|issue:47227", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47102|issue:47279" ], - "prepared_review_unit_hash": "0e0746a52ba63dfba3acb05421107d157d8cbc283531d6f9518240decd136bf9", + "prepared_review_unit_hash": "ba3a0421c537954a81587b4be921858bb02d5de2a59ce297b78f76e102a4ceaf", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 52, + "serialized_chars": 28230, + "estimated_input_tokens": 7058, + "estimated_eval_tokens": 14372 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 52, + "serialized_chars": 28230, + "estimated_input_tokens": 7058, + "estimated_eval_tokens": 14372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear unrelated; they are just different personal-name/date entries with only weak text similarity.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are consecutive daily `serge` integration triage issues with highly similar boilerplate, but they appear to be separate tracking threads for different dates/runs rather than the same underlying bug. I\u2019d keep the latest open report as the representative thread and reject the soft duplicate links.", + "confidence": 0.94, + "canonical_issue_reason": "`issue:47279` is the newest open triage thread and the current active hub; the others are older closed daily reports with the same template.", "canonical_pr_reason": null, - "best_issue_reason": "No canonical issue candidate: the titles do not describe the same underlying bug or request.", + "best_issue_reason": "`issue:47279` is the best cluster representative because it is open, most recent, and already has the most inbound attention among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45762", - "right": "issue:45763", + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different daily reports/dates; no evidence they describe the same underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Boilerplate similarity only; these are separate dated triage threads, not one duplicate incident." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different day-specific integration triage entries; similarity is from the shared template." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "These look like distinct daily tracking issues, not the same bug report." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Shared title pattern, but each issue is a different date\u2019s triage thread." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Near-identical formatting, but separate dated triage reports with no concrete shared failure." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same monitoring/triage boilerplate, not enough to conclude duplicate underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Different daily triage instances; no sign they are the same defect." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Similar structure only; these are distinct date-stamped reports." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Both are daily triage notes, but nothing indicates the same concrete failure." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Template match only; separate triage threads for different days." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No shared incident details, just the same recurring triage format." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "These are consecutive triage reports, but not the same underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same subsystem and title pattern, but each issue is a distinct daily report." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Boilerplate similarity is high, but the issues are separate dated triage threads." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Different daily failure triage items; no evidence of one concrete duplicate." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Shared wording only; these appear to track different days\u2019 integration failures." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same generic triage title, but not the same incident or code-path problem." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Separate date-specific integration triage reports, not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Similarity comes from the repeated template; underlying failures are not shown to match." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Consecutive daily reports, but not enough detail to treat as one bug." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same triage-series boilerplate, but no shared concrete failure details." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "High textual similarity, but these are distinct daily triage threads." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Different dates/runs; no evidence they refer to the same root cause." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring report format, not the same underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Adjacent daily triage issues, but still separate reports." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "No concrete shared failure beyond the common template." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "These look like separate daily integration-failure summaries." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Similar title boilerplate only; no sign of one duplicate incident." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Different date-stamped triage reports, not the same bug." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Recurring triage template, but distinct daily tracking issues." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No shared code-path problem is identified; these are separate triage entries." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same broad subsystem and format, but not the same underlying failure." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Different daily reports; similarity is superficial." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "These are consecutive daily triage threads, but not enough to merge as duplicates." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same reporting pattern, yet each issue corresponds to a different day\u2019s triage." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Boilerplate similarity only; no evidence of the same underlying bug." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "These appear to be separate daily integration-failure reports." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Different dated triage issues with shared template text." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same triage series, but not the same concrete failure." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Daily reports only; no matching underlying bug shown." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Similar wording, but these are distinct triage threads." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "No shared failure details beyond the recurring report format." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Separate date-specific triage entries, not mergeable duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Same template and subsystem, but different daily triage reports." + }, + { + "left": "issue:47227", + "right": "issue:47265", "accept": false, - "reason": "Only superficial similarity in names/dates; they do not appear to report the same problem or request." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 17, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45764-2", - "nodes": [ - "issue:45764", - "issue:45765" - ], - "soft_pairs": [ - "issue:45764|issue:45765" - ], - "prepared_review_unit_hash": "a4694939589e0a206438141ee4c89c3d469b6f2e7f52fb85d4173fbe8615e88d", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two issues are not duplicates; they are just separate closed issues with unrelated title content and no shared evidence beyond a weak lexical similarity.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "No evidence they refer to the same defect or fix." + }, { - "left": "issue:45764", - "right": "issue:45765", + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "The issues are similar in text but are different daily triage threads." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "High textual similarity, but still separate dated reports." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "These are distinct triage issues; similarity is due to the shared template." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Different day/runs and no explicit shared failure details." + }, + { + "left": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "The titles are different personal-name/date strings with no shared problem description, no body text, and no linking evidence. They do not appear to report the same underlying bug or task." + "reason": "Adjacent triage reports, but not the same underlying bug or change." + }, + { + "left": "issue:47102", + "right": "issue:47279", + "accept": false, + "reason": "Same family of daily triage issues, but not a true duplicate pair." } ] }, @@ -19639,161 +22441,7 @@ }, { "label": "issue", - "component_index": 18, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", - "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": "875534bc6caa679134f0e746610381444022bb233ad0ca2e40bf0203664ad649", - "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": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 19, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", - "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": "2e1a4ce84853165b53c6aa4a0fe154807ebeffb1f36beed76edde73b1bf46ed1", - "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 - }, - "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, - "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": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", - "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": "0ade62ac0135ff945240eadefd5ccebdcdedd3e679e317989c8b3c717c616817", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 21, + "component_index": 25, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, @@ -19802,52 +22450,55 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46551-2", + "cluster_id": "cluster-46983-2", "nodes": [ - "issue:46551", - "issue:46552" + "issue:46983", + "issue:46984" ], "soft_pairs": [ - "issue:46551|issue:46552" + "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "cbf110bae4d4971991337dc8b2981fbe0eaabd499996140d51936e7027db58b9", + "prepared_review_unit_hash": "e7bbca1678b47cf134267ffaf9ad6275a51fdaf5db4a3df59ea08dc74858a9c4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues describe the exact same Wav2Vec2CTCTokenizer v5 bug with identical titles/body; they are clear duplicates. The open issue is the better canonical representative.", + "summary": "These are near-exact duplicate issues requesting the same RWKV7 model support, so they should be clustered together. No pull requests are present in this cluster.", "confidence": 0.99, - "canonical_issue_reason": "Issue 46552 is open and has inbound references, while 46551 is a duplicate closed copy of the same report.", + "canonical_issue_reason": "Issue #46984 is slightly better as the canonical issue because it has a bit more discussion activity, suggesting more context and follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46552 is the strongest issue to keep: it is the live report, fully matches the duplicate, and is already the one other references point to.", + "best_issue_reason": "Issue #46984 is the best issue to keep as the representative since it is the same request and has the most engagement among the duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46551", - "right": "issue:46552", + "left": "issue:46983", + "right": "issue:46984", "accept": true, - "reason": "Identical title and apparent report content; same underlying tokenizer bug, so these are duplicates." + "reason": "Same title, same requested feature, and highly similar body content indicate the same underlying issue." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: both items share the same title and the only pair evidence is soft_similarity with a high Jaccard score. The canonical/best issue choice is also supported by the slightly higher discussion activity on issue:46984. No PR-related claims are made. The soft-edge verdict is reasonably conservative." + }, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -19856,45 +22507,60 @@ }, { "label": "issue", - "component_index": 22, + "component_index": 26, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46657-2", + "cluster_id": "cluster-47007-2", "nodes": [ - "issue:46657", - "issue:46692" + "issue:47007", + "issue:47015" ], "soft_pairs": [ - "issue:46657|issue:46692" + "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "bd0075c5c8cd9589db1a81b221d4bf4f3b6af07abbe7cb11b4e187a7bd158bbc", + "prepared_review_unit_hash": "72faa511322e93910746a3cb92488d26bdc0f25b15155a484bc8303b9e9a8813", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1624, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1624, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not describe the same underlying bug, change, or actionable request. I would not deduplicate them.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical duplicate: one is a lessons-learned post about using advanced LLMs, the other is a broader proposal for a transformer-based vulnerability discovery system.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the more concrete and system-oriented title, so it is the better representative if one must be chosen, but it is not a true duplicate of 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Broad topical overlap only; the titles point to different framing and intent rather than the same underlying issue/change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -19904,7 +22570,7 @@ }, { "label": "issue", - "component_index": 23, + "component_index": 27, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, @@ -19913,803 +22579,1011 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46822-2", + "cluster_id": "cluster-47138-2", "nodes": [ - "issue:46822", - "issue:46823" + "issue:47138", + "issue:47139" ], "soft_pairs": [ - "issue:46822|issue:46823" + "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "bc8d4fd5fc2f8c9a22a0fa779bd3596898b3e0c0bd3097b9cd53344bc22a32da", + "prepared_review_unit_hash": "1119a4c9488a3d43e60f30fece1823715c7343b07927e9b8851bea3b36a06e32", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "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 two issues are not duplicates: one is about ZeRO-3/zero.Init failing to partition a composite multimodal submodule and causing OOM, while the other is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU. They concern different loading stacks and failure modes.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "Issues 47138 and 47139 are highly similar and likely duplicate reports: they share the same title and matching high-level metadata, with 47138 being the earlier submission.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 47138 is the better canonical issue because it was opened first and there is no evidence of a meaningful distinction from 47139 beyond the duplicate-looking metadata.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits this cluster because the issues describe different bugs in different code paths.", + "best_issue_reason": "47138 is the strongest representative issue: it is the earliest report among two apparently duplicate submissions with the same title and no distinguishing signals in the packet.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46822", - "right": "issue:46823", - "accept": false, - "reason": "Different underlying problems: ZeRO-3 partitioning of a nested model submodule vs quantized model dispatch with device_map/max_memory. Shared 'model loading' theme is too broad to treat as the same bug." + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "The two issues have identical titles and matching body-length/metadata signals, with no evidence of a separate scope. The packet does not show the body text itself, so the safest read is that they appear to be duplicate reports rather than proven textually identical ones." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is plausible, but the writeup overstates the evidence. The packet shows identical titles and matching body length/metadata, not the issue text itself, so claims like \"textually identical\" or \"describes the same bug\" are stronger than the evidence supports. A more conservative phrasing would be that they appear highly similar and likely duplicate reports based on title and metadata alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { - "label": "issue", - "component_index": 24, - "component_count": 27, + "label": "pull_request", + "component_index": 1, + "component_count": 34, "review_unit_index": 1, - "review_unit_count": 1, + "review_unit_count": 4, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-17", + "cluster_id": "cluster-40546-77", "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" + "pull_request:43251", + "pull_request:43254", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47158", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47253", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47295", + "pull_request:47301", + "pull_request:47302", + "pull_request:47304", + "pull_request:47305", + "pull_request:47307", + "pull_request:47308" ], "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:47102|issue:47120", - "issue:47182|issue:47256", - "issue:47182|issue:47265", - "issue:47182|issue:47279", - "issue:47182|issue:47227", - "issue:47227|issue:47256", - "issue:47227|issue:47279", - "issue:47227|issue:47265", - "issue:47120|issue:47227", - "issue:47256|issue:47265", - "issue:47256|issue:47279", - "issue:47102|issue:47256", - "issue:47265|issue:47279", - "issue:47102|issue:47279" + "pull_request:47158|pull_request:47308", + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:46376|pull_request:47308", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:44775|pull_request:47305", + "pull_request:46376|pull_request:47202", + "pull_request:47166|pull_request:47173", + "pull_request:47077|pull_request:47275", + "pull_request:44517|pull_request:47082", + "pull_request:46990|pull_request:47253", + "pull_request:44775|pull_request:47275", + "pull_request:47275|pull_request:47305", + "pull_request:47275|pull_request:47301", + "pull_request:47202|pull_request:47307", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47179", + "pull_request:47163|pull_request:47284", + "pull_request:46912|pull_request:47284", + "pull_request:46395|pull_request:47181", + "pull_request:47003|pull_request:47204", + "pull_request:47093|pull_request:47275", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:47163|pull_request:47173", + "pull_request:44775|pull_request:47301", + "pull_request:46196|pull_request:46995", + "pull_request:47204|pull_request:47295", + "pull_request:47302|pull_request:47304", + "pull_request:47077|pull_request:47305", + "pull_request:47077|pull_request:47301", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:46995|pull_request:47181" ], - "prepared_review_unit_hash": "a1a6155ff799ef0a471dd6a89f1be1ab4c5240e1e84b107aaf61d0572527d8b7", + "prepared_review_unit_hash": "2f6e17da6c01a3d7982db1fa529b0d6b156e65a5560a093a355877206a1dbd55", "component_budget": { - "node_count": 17, - "item_count": 17, - "soft_pair_count": 52, - "serialized_chars": 28219, - "estimated_input_tokens": 7055, - "estimated_eval_tokens": 14366 + "node_count": 77, + "item_count": 77, + "soft_pair_count": 221, + "serialized_chars": 268713, + "estimated_input_tokens": 67179, + "estimated_eval_tokens": 134614 }, "budget": { - "node_count": 17, - "item_count": 17, - "soft_pair_count": 52, - "serialized_chars": 28219, - "estimated_input_tokens": 7055, - "estimated_eval_tokens": 14366 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 124678, + "estimated_input_tokens": 31170, + "estimated_eval_tokens": 62596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": false, + "split": true, "analyst_result": { - "summary": "These are recurring daily \"[serge] integration failure triage\" reports, but they appear to be separate day-specific investigations rather than duplicates of one underlying issue.", - "confidence": 0.91, - "canonical_issue_reason": "Pick issue:47279 as the canonical representative only if one is needed: it is the latest open triage report and has the strongest inbound reference activity, so it best reflects the current state of the recurring failure.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:47279 is the best global issue candidate because it is the most recent/open triage entry and appears to be the active place where follow-up is converging.", - "best_pr_reason": null, + "summary": "Most items are unrelated PRs. The only strong duplicate-style overlaps are the continuous-batching warning fix, the cross-entropy kwargs fix, and the CohereASR double-shift fixes; the rest should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "47090 is the cleanest representative of the overlapping CohereASR fix: focused scope, explicit issue link, and a direct correction to the same training-loss code path.", + "best_issue_reason": null, + "best_pr_reason": "47090 is the strongest standalone PR in this set for canonical use: it fixes a concrete bug in one code path with a minimal, testable change and clear problem statement.", "soft_edge_verdicts": [ { - "left": "issue:46906", - "right": "issue:46940", + "left": "pull_request:47158", + "right": "pull_request:47308", + "accept": true, + "reason": "Same warning-string fix in the same generation/utils.py code path with the same issue target; effectively the same PR change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch fixed_cross_entropy in loss_utils.py for the same issue and add the same missing cross-entropy kwargs support." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Both fix the CohereASR double-shift training-loss bug in the same forward path; 47090 is a refinement of the same underlying fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "They overlap on the same CohereASR training-loss double-shift bug and same model code path, even though the implementation differs." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different models and different bugs: CohereASR training loss vs Musicgen generate cache-length typo." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Both are test-fix PRs, but they target different models and failures; not the same underlying change." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", "accept": false, - "reason": "Same report template, but different dates and likely different integration snapshots; not enough to treat as the same underlying bug." + "reason": "Same model family, but unrelated fixes: Pytest fp32-module behavior vs training-loss double shift." }, { - "left": "issue:46906", - "right": "issue:46948", + "left": "pull_request:47173", + "right": "pull_request:47284", "accept": false, - "reason": "These are separate daily triage issues, not one bug report duplicated across days." + "reason": "Different failing tests for different models; no shared code-path bug." }, { - "left": "issue:46906", - "right": "issue:46969", + "left": "pull_request:47202", + "right": "pull_request:47204", "accept": false, - "reason": "Distinct date-stamped triage entries; no evidence they are the same underlying failure." + "reason": "Both touch docker/CI setup, but one removes a builder and the other adds exporter deps; not the same change." }, { - "left": "issue:46906", - "right": "issue:46985", + "left": "pull_request:47284", + "right": "pull_request:47292", "accept": false, - "reason": "Same broad theme, but each issue is a separate day\u2019s triage context." + "reason": "Separate model test failures; no evidence they fix the same bug." }, { - "left": "issue:46906", - "right": "issue:47037", + "left": "pull_request:47108", + "right": "pull_request:47202", "accept": false, - "reason": "Recurring triage template only; the reports are from different dates and are not the same issue." + "reason": "Unrelated maintenance changes: doc-builder pin comment vs docker image builder removal." }, { - "left": "issue:46940", - "right": "issue:46948", + "left": "pull_request:46376", + "right": "pull_request:47308", "accept": false, - "reason": "Daily triage reports with similar structure, but they represent different occurrences." + "reason": "Continuous batching multimodal support vs a warning-message typo are different changes." }, { - "left": "issue:46940", - "right": "issue:46969", + "left": "pull_request:47204", + "right": "pull_request:47243", "accept": false, - "reason": "No sign of a single shared bug instance; these are date-specific triage notes." + "reason": "Both are exporter-related, but one updates torch-light deps while the other fixes Executorch exporter internals." }, { - "left": "issue:46940", - "right": "issue:46985", + "left": "pull_request:47077", + "right": "pull_request:47078", "accept": false, - "reason": "Similar titles are just the triage series; the underlying reports are separate." + "reason": "Translation update vs wording cleanup; same locale, but not the same underlying bug or feature." }, { - "left": "issue:46940", - "right": "issue:46998", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Different daily integration-failure triage entries, not a duplicate pair." + "reason": "Modernizing Dino checkpoints/configs is unrelated to finegrained FP8 decode-kernel changes." }, { - "left": "issue:46948", - "right": "issue:46969", + "left": "pull_request:47077", + "right": "pull_request:47212", "accept": false, - "reason": "They share the same triage naming pattern, but each entry is for a different day." + "reason": "Different documentation areas and topics: DistilBERT JP docs vs quantized cache docs." }, { - "left": "issue:46948", - "right": "issue:46985", + "left": "pull_request:47173", + "right": "pull_request:47184", "accept": false, - "reason": "Separate dated reports; insufficient evidence of one fixed bug." + "reason": "Different test adjustments for different models; not mergeable as one fix." }, { - "left": "issue:46948", - "right": "issue:46998", + "left": "pull_request:44775", + "right": "pull_request:47305", "accept": false, - "reason": "These look like consecutive triage logs, not duplicate issue reports." + "reason": "Qwen3-TTS model support vs pipeline tutorial docs; unrelated scope." }, { - "left": "issue:46969", - "right": "issue:46985", + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching code vs CI/docker infrastructure; no shared bug." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test updates across different files/models; not the same issue." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Different docs/model areas; no underlying duplicate." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Separate new-model additions: Qwen3-TTS vs RoMa." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47253", + "accept": false, + "reason": "FSDP orchestration/loading changes are distinct from the tensor-parallel tp_plan validation work." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Qwen3-TTS support and EfficientViT-SAM support are unrelated model additions." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47305", + "accept": false, + "reason": "Model addition vs pipeline tutorial docs; not the same change." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "EfficientViT-SAM model support is unrelated to MTP assisted decoding docs." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47307", + "accept": false, + "reason": "Docker-builder cleanup vs AMD runner-group rename; different CI maintenance tasks." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors quantization changes are unrelated to the EfficientViT-SAM model PR." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA dispatch support and docker CI changes are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test improvements and Granite model support are different features." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "XPU paged-attention tests and Mimo model fixes are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "Different RoPE/model testing work; no shared underlying bug." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE and Cosmos3 Edge are separate model additions." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter support and torch-light dependency changes are different efforts." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 model support is unrelated to EfficientViT-SAM." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash-linear-attention availability and paged-attention XPU tests are different issues." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both involve SDPA, but one is model dispatch support and the other is packed-row varlen routing; different concrete changes." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Two different XPU test expansions for different models; not duplicates." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47301", + "accept": false, + "reason": "Qwen3-TTS model support and assisted-decoding docs are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "SDPA dispatch support vs flash-linear-attention availability; different integration fixes." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47295", + "accept": false, + "reason": "Executorch/ONNX dependency setup is unrelated to DiffusionGemma mask casting." + }, + { + "left": "pull_request:47302", + "right": "pull_request:47304", + "accept": false, + "reason": "Fast-tokenizers doc cleanup and MPS graph-cache docs are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47305", + "accept": false, + "reason": "DistilBERT Japanese docs and pipeline tutorial additions are different documentation updates." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47301", + "accept": false, + "reason": "Different docs topics: DistilBERT translation vs assisted decoding docs." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Qwen3-TTS model support and DistilBERT translation are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", "accept": false, - "reason": "Different dates and likely different log contents; not the same underlying issue." + "reason": "Continuous batching multimodal support and flash-linear-attention availability are separate features." }, { - "left": "issue:46969", - "right": "issue:47037", + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "MLU support for flash-linear-attention and Cosmos3 Edge model support are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-77", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47093", + "pull_request:47108", + "pull_request:47113", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47175", + "pull_request:47178", + "pull_request:47179", + "pull_request:47181", + "pull_request:47198", + "pull_request:47204", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47243", + "pull_request:47253", + "pull_request:47275", + 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"summary": "This cluster is a mixed bag of unrelated PRs: model additions, docs-only updates, CI/test adjustments, generation/runtime fixes, and backend feature work. I don\u2019t see any true duplicates or PRs that should be merged together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a good canonical representative because the set is not one underlying change; the overlap is mostly broad subsystem similarity or shared doc/test plumbing.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR is suitable here because the cluster is heterogeneous rather than one duplicated bug/fix. If forced, the most central-looking items are still just separate feature PRs, not a canonical duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46267", + "right": "pull_request:47181", "accept": false, - "reason": "Same recurring triage series, but not a single duplicate bug." + "reason": "Different changes: serve chat parsing vs a new model implementation. Only superficial repo overlap." }, { - "left": "issue:46969", - "right": "issue:47091", + "left": "pull_request:47093", + "right": "pull_request:47181", "accept": false, - "reason": "These are separate daily triage issues with similar wording only." + "reason": "Both add model support, but for different models and different code paths; not the same underlying change." }, { - "left": "issue:46985", - "right": "issue:46998", + "left": "pull_request:44517", + "right": "pull_request:46376", "accept": false, - "reason": "The matching title is just a template; the reports are distinct." + "reason": "Qwen3-TTS model support and multimodal continuous batching are unrelated features." }, { - "left": "issue:46985", - "right": "issue:47037", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "Daily triage entries for different dates, not the same defect." + "reason": "Different test updates for different subsystems/models; not one duplicate fix." }, { - "left": "issue:46985", - "right": "issue:47049", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "No concrete evidence they track one exact code-path failure; they are separate triage days." + "reason": "Separate model additions with no shared bug or implementation path." }, { - "left": "issue:46985", - "right": "issue:47091", + "left": "pull_request:46266", + "right": "pull_request:47301", "accept": false, - "reason": "Same subsystem and naming, but different day-specific reports." + "reason": "One is DINO conversion/model modernization; the other is MTP docs. No common underlying change." }, { - "left": "issue:46985", - "right": "issue:47102", + "left": "pull_request:44775", + "right": "pull_request:47181", "accept": false, - "reason": "The issues appear to be sequential triage logs rather than duplicates." + "reason": "Docs/navigation work vs model support; broad docs overlap is not enough." }, { - "left": "issue:46998", - "right": "issue:47037", + "left": "pull_request:46995", + "right": "pull_request:47143", "accept": false, - "reason": "Different date-stamped integration failure triage entries." + "reason": "Availability check for flash linear attention is unrelated to adding NeuCodec." }, { - "left": "issue:46998", - "right": "issue:47049", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "Recurring triage theme only; not enough to unify as one issue." + "reason": "Different model additions; only generic auto-mapping/doc scaffolding overlap." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "These are separate daily reports, not a merged duplicate." + "reason": "OpenPangu-V2 model support and XPU paged-attention tests are unrelated." }, { - "left": "issue:46998", - "right": "issue:47091", + "left": "pull_request:46376", + "right": "pull_request:47291", "accept": false, - "reason": "No shared concrete bug evidence beyond the same report series." + "reason": "Both touch continuous batching, but one adds multimodal support and the other deprecates config plumbing; not the same concrete fix." }, { - "left": "issue:47037", - "right": "issue:47049", + "left": "pull_request:47108", + "right": "pull_request:47301", "accept": false, - "reason": "Adjacent triage issues, but still separate daily snapshots." + "reason": "Doc-builder pin comment cleanup and assisted-decoding docs are unrelated." }, { - "left": "issue:47037", - "right": "issue:47053", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "Same template, different report day and likely different failure details." + "reason": "DINO conversion/model work and compressed-tensors FP8 are different features." }, { - "left": "issue:47037", - "right": "issue:47091", + "left": "pull_request:47082", + "right": "pull_request:47108", "accept": false, - "reason": "These are not the same underlying bug instance." + "reason": "Model/keypoint support versus documentation workflow comment cleanup; no shared change." }, { - "left": "issue:47037", - "right": "issue:47102", + "left": "pull_request:47069", + "right": "pull_request:47308", "accept": false, - "reason": "Separate daily triage issues; similarity is only in the title pattern." + "reason": "Config typing change and a warning-message tweak are unrelated." }, { - "left": "issue:47049", - "right": "issue:47053", + "left": "pull_request:47179", + "right": "pull_request:47210", "accept": false, - "reason": "Different date-specific triage logs, not duplicate bugs." + "reason": "Granite model support and packed SDPA varlen routing are separate changes." }, { - "left": "issue:47049", - "right": "issue:47091", + "left": "pull_request:46196", + "right": "pull_request:47179", "accept": false, - "reason": "No evidence of one shared failure; these are recurring reports." + "reason": "SDPA dispatch for wav2vec2-family audio models is unrelated to Granite model support." }, { - "left": "issue:47049", - "right": "issue:47102", + "left": "pull_request:46990", + "right": "pull_request:47181", "accept": false, - "reason": "Similar triage titles but distinct reports for different days." + "reason": "FSDP orchestration/loading work and Cosmos3 Edge model support are unrelated." }, { - "left": "issue:47053", - "right": "issue:47091", + "left": "pull_request:47078", + "right": "pull_request:47275", "accept": false, - "reason": "Same recurring report series, but not the same issue." + "reason": "Japanese wording/docs cleanup and EfficientVit-SAM model support are unrelated." }, { - "left": "issue:47053", - "right": "issue:47102", + "left": "pull_request:46912", + "right": "pull_request:46990", "accept": false, - "reason": "These likely capture different integration-failure runs, so reject as duplicates." + "reason": "RoPE test adjustments and FSDP orchestration are not the same fix." }, { - "left": "issue:47091", - "right": "issue:47102", + "left": "pull_request:47275", + "right": "pull_request:47302", "accept": false, - "reason": "Different daily triage entries; no concrete duplicate relationship." + "reason": "New model support and tokenizer backend docs fallback are unrelated." }, { - "left": "issue:47102", - "right": "issue:47120", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Both are serge triage reports, but they are separate date-stamped investigations." + "reason": "CI expectation updates for Olmo3 and Granite model support are unrelated." }, { - "left": "issue:47102", - "right": "issue:47256", + "left": "pull_request:47210", + "right": "pull_request:47302", "accept": false, - "reason": "Recurring triage issue series, not one underlying bug report." + "reason": "Packed SDPA routing and tokenizer docs cleanup are different code paths." }, { - "left": "issue:47102", - "right": "issue:47279", + "left": "pull_request:47077", + "right": "pull_request:47302", "accept": false, - "reason": "They are different daily reports; the shared title is too generic to merge." + "reason": "Japanese DistilBERT docs and tokenizer backend docs are different documentation changes." }, { - "left": "issue:47120", - "right": "issue:47182", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "Same triage naming pattern, but separate report days and likely separate logs." + "reason": "RoMa model support and packed SDPA attention routing are unrelated." }, { - "left": "issue:47120", - "right": "issue:47227", + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "Distinct dated triage issues, not a duplicate pair." + "reason": "XPU paged-attention tests and Granite model support are different changes." }, { - "left": "issue:47120", - "right": "issue:47256", + "left": "pull_request:47204", + "right": "pull_request:47307", "accept": false, - "reason": "These are day-by-day integration failure triage records, not one bug." + "reason": "Exporter/test dependency changes and AMD runner-group rename are unrelated infrastructure changes." }, { - "left": "issue:47120", - "right": "issue:47265", + "left": "pull_request:46990", + "right": "pull_request:47306", "accept": false, - "reason": "No evidence of the same concrete failure path; reject." + "reason": "FSDP orchestration and Neuron experiment scripts are unrelated." }, { - "left": "issue:47120", - "right": "issue:47279", + "left": "pull_request:47082", + "right": "pull_request:47301", "accept": false, - "reason": "Separate daily triage entries with the same template only." + "reason": "RoMa model support and MTP docs are unrelated." }, { - "left": "issue:47182", - "right": "issue:47227", + "left": "pull_request:47108", + "right": "pull_request:47216", "accept": false, - "reason": "Similar titles are expected for the recurring triage series; these are still different reports." + "reason": "Doc-builder comment cleanup and compressed-tensors fp8 support are unrelated." }, { - "left": "issue:47182", - "right": "issue:47256", + "left": "pull_request:46376", + "right": "pull_request:47218", "accept": false, - "reason": "Different days, likely different integration run outputs; not duplicates." + "reason": "Multimodal continuous batching and image-loading test refactors are not the same change." }, { - "left": "issue:47182", - "right": "issue:47265", + "left": "pull_request:46836", + "right": "pull_request:47218", "accept": false, - "reason": "Same recurring report family, but not the same underlying bug." + "reason": "Unlimited OCR model support and test image-loading refactors are unrelated." }, { - "left": "issue:47182", - "right": "issue:47279", + "left": "pull_request:47210", + "right": "pull_request:47304", "accept": false, - "reason": "These appear to be sequential triage issues rather than the same issue repeated." + "reason": "Packed SDPA routing and MPS docs cleanup are unrelated." }, { - "left": "issue:47227", - "right": "issue:47256", + "left": "pull_request:46957", + "right": "pull_request:47216", "accept": false, - "reason": "No concrete shared failure details beyond the generic triage title." + "reason": "Finegrained FP8 decode behavior and compressed-tensors quantization docs/code are different features." }, { - "left": "issue:47227", - "right": "issue:47265", + "left": "pull_request:47082", + "right": "pull_request:47181", "accept": false, - "reason": "Separate date-stamped reports, so do not merge as duplicates." + "reason": "RoMa keypoint matcher and Cosmos3 Edge model support are separate model additions." }, { - "left": "issue:47227", - "right": "issue:47279", + "left": "pull_request:43451", + "right": "pull_request:46990", "accept": false, - "reason": "Different daily triage issues; same broad subsystem is not enough." + "reason": "Molmo2 model support and FSDP orchestration/loading are unrelated." }, { - "left": "issue:47256", - "right": "issue:47265", + "left": "pull_request:47113", + "right": "pull_request:47304", "accept": false, - "reason": "Recurring integration-failure triage entries, not one bug report." + "reason": "Audio requirements fixes and MPS docs cleanup are unrelated." }, { - "left": "issue:47256", - "right": "issue:47279", + "left": "pull_request:47069", + "right": "pull_request:47082", "accept": false, - "reason": "The issues look like distinct daily snapshots, not the same underlying problem." + "reason": "Config property typing and model support are unrelated; only generic repo overlap." }, { - "left": "issue:47265", - "right": "issue:47279", - "accept": false, - "reason": "Same template and subsystem, but different triage dates and likely different evidence." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 25, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", - "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": "3e20443237b75f33f3cd771ca4aeb141972f1bec12986907d73e5baf7cfcc723", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1491, - "estimated_input_tokens": 373, - "estimated_eval_tokens": 1002 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1491, - "estimated_input_tokens": 373, - "estimated_eval_tokens": 1002 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, - "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": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47007-2", - "nodes": [ - "issue:47007", - "issue:47015" - ], - "soft_pairs": [ - "issue:47007|issue:47015" - ], - "prepared_review_unit_hash": "d38fc5bf382afe7e6d5af8592802b663de43a624d94301d0c0f2a46354ca2bd6", - "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": "The two issues are closely themed around AI/LLM-based vulnerability discovery, but there is no evidence they describe the same underlying bug or request. They read like separate conceptual/post-style issues rather than duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "No clear canonical duplicate emerges: 47007 is slightly more concrete and lesson-oriented, but the pair does not appear to be the same issue.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 47007 is the better representative only because its title is more specific and bounded; however, it is not a strong canonical match for 47015.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Molmo2 and Qwen3-TTS are different model additions." + }, { - "left": "issue:47007", - "right": "issue:47015", + "left": "pull_request:46912", + "right": "pull_request:47291", "accept": false, - "reason": "High topical overlap, but the titles suggest different framings/content rather than one shared bug or fix target; too little evidence to treat as the same issue." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 27, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47138-2", - "nodes": [ - "issue:47138", - "issue:47139" - ], - "soft_pairs": [ - "issue:47138|issue:47139" - ], - "prepared_review_unit_hash": "5570798101a7ffdb038fc61db56136b82c96cfa4adac769d1f6275c17a9867bf", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1591, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1591, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two open issues are very likely duplicates: they have identical titles, the same body length, and strong soft-similarity evidence. 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The packet shows identical titles and equal body length, plus soft-similarity evidence, but not that the bodies are verbatim identical or that the reports are unquestionably the same in full. Phrases like \"identical reports\" and \"both describe the same bug verbatim\" are stronger than the evidence supports. 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"summary": "This cluster is a grab bag of unrelated pull requests: model additions, docs-only edits, test updates, exporter/runtime fixes, and infra changes. 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"left": "pull_request:46990", - "right": "pull_request:47181", + "left": "pull_request:46957", + "right": "pull_request:47301", "accept": false, - "reason": "FSDP orchestration work and Cosmos3 Edge model support are unrelated." + "reason": "Finegrained FP8 kernel/export work vs MTP docs update; unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:46376", + "left": "pull_request:46895", + "right": "pull_request:47298", "accept": false, - "reason": "Qwen3 TTS support and multimodal continuous batching are different code paths." + "reason": "CohereASR loss fix vs MI450 image-loading/model-failure fixes; unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47181", + "left": "pull_request:47294", + "right": "pull_request:47306", "accept": false, - "reason": "Docs parallelism changes and Cosmos3 Edge model support are unrelated." + "reason": "Kernel-native causal_conv1d integration vs Neuron finetuning experiments; unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47210", + "left": "pull_request:47113", + "right": "pull_request:47175", "accept": false, - "reason": "Japanese docs wording edits and packed SDPA attention logic are unrelated." + "reason": "Audio feature/proc requirement fixes vs Olmo3 CI expectation updates; unrelated." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:47113", + "right": "pull_request:47243", "accept": false, - "reason": "Olmo3 CI test-data updates and Granite-swa model support are not the same change." + "reason": "Audio requirements fixes vs ExecuTorch exporter fixes; unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:46658", + "right": "pull_request:47302", "accept": false, - "reason": "OpenPangu-V2 and NeuCodec are different model additions." + "reason": "Step3.7 model scaffolding vs tokenizer docs fallback; unrelated." }, { - "left": "pull_request:47078", + "left": "pull_request:47113", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs wording changes and EfficientVit-SAM support are unrelated." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47163", - "accept": false, - "reason": "OpenPangu-V2 support and paged-attention XPU tests are unrelated." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47179", - "accept": false, - "reason": "Paged-attention test coverage and Granite-swa model support are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47216", - "accept": false, - "reason": "Dino modernization and compressed-tensors fp8 are separate subsystems." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47218", - "accept": false, - "reason": "Unlimited OCR model support and image-loading test refactors are unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47218", - "accept": false, - "reason": "Continuous batching multimodal support and test-image loading refactor are different changes." - }, - { - "left": "pull_request:44775", - "right": "pull_request:46836", - "accept": false, - "reason": "Docs parallelism updates and Unlimited OCR model support are unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47216", - "accept": false, - "reason": "Doc-builder comment cleanup and compressed-tensors fp8 do not share a code path." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47178", - "accept": false, - "reason": "Unlimited OCR support and SigLIP path fixes are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47078", - "accept": false, - "reason": "RoPE tests and Japanese docs wording changes are unrelated." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47113", - "accept": false, - "reason": "RoMa model support and audio requirements fixes are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47082", - "accept": false, - "reason": "RoPE test updates and RoMa model support are not the same underlying change." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47218", - "accept": false, - "reason": "Qwen3-next accelerator test updates and image-loading refactors are unrelated." - }, - { - "left": "pull_request:47243", - "right": "pull_request:47253", - "accept": false, - "reason": "Executorch exporter fixes and tensor-parallel head-plan plumbing address different problems." - }, - { - "left": "pull_request:44775", - "right": "pull_request:46376", - "accept": false, - "reason": "Docs-only N-D parallelism updates and multimodal continuous batching are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47294", - "accept": false, - "reason": "RoPE test coverage and kernel-native causal_conv1d support are unrelated." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47294", - "accept": false, - "reason": "Olmo3 CI adjustments and kernel-native causal_conv1d work are unrelated." + "reason": "Audio requirements fixes vs EfficientViTSam model add; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46376", + "left": "pull_request:46658", + "right": "pull_request:47275", "accept": false, - "reason": "SDPA dispatch support and multimodal continuous batching solve different issues." + "reason": "Step3.7 work vs EfficientViTSam model add; unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47204", + "left": "pull_request:47069", + "right": "pull_request:47175", "accept": false, - "reason": "Audio feature/processor requirements and torch-light container deps are unrelated." + "reason": "num_labels return-type fix vs Olmo3 CI expectation updates; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47178", + "left": "pull_request:47178", + "right": "pull_request:47298", "accept": false, - "reason": "OpenVINO exporter support and SigLIP path fixes are unrelated." + "reason": "SigLIP hardcoded-path fix vs MI450 image decode/model failures; unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47255", + "left": "pull_request:47184", + "right": "pull_request:47301", "accept": false, - "reason": "CohereASR loss shifting and Gemma4 docstring example updates are unrelated." + "reason": "XPU test expectation updates vs MTP docs; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47078", + "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 model support and Japanese docs wording are unrelated." + "reason": "Molmo2 model add vs Unlimited OCR model add; different models." }, { - "left": "pull_request:46895", - "right": "pull_request:47298", + "left": "pull_request:46957", + "right": "pull_request:47096", "accept": false, - "reason": "CohereASR training-loss fix and MI450 model-failure fixes are unrelated." + "reason": "Finegrained FP8 work vs Exportable Kimi work; different functionality and code paths." }, { - "left": "pull_request:47113", - "right": "pull_request:47175", + "left": "pull_request:41855", + "right": "pull_request:43424", "accept": false, - "reason": "Audio requirements fixes and Olmo3 CI updates are unrelated." + "reason": "Mistral tokenizer missing methods vs ExecuTorch dynamic-shape test; unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47181", + "left": "pull_request:41855", + "right": "pull_request:43823", "accept": false, - "reason": "Qwen3 TTS and Cosmos3 Edge are different model additions." + "reason": "Mistral tokenizer missing methods vs MobileLLM model add; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47198", + "left": "pull_request:42668", + "right": "pull_request:43823", "accept": false, - "reason": "Continuous batching support and GPTBigCode/GPTNeoX backend fixes are unrelated." + "reason": "Processor-from-pretrained robustness vs MobileLLM model add; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:43424", + "right": "pull_request:47301", "accept": false, - "reason": "Molmo2 and Qwen3 TTS are separate model-support PRs." + "reason": "ExecuTorch dynamic-shape test vs MTP docs; unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47175", + "left": "pull_request:43823", + "right": "pull_request:43995", "accept": false, - "reason": "num_labels typing fix and Olmo3 CI updates are unrelated." + "reason": "MobileLLM model add vs Falcon output-collection refactor; unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47143", + "left": "pull_request:44827", + "right": "pull_request:45170", "accept": false, - "reason": "Qwen3 TTS and NeuCodec are different model additions." + "reason": "Mistral4 test fix vs layrnorm-to-layernorm rename; different model families and issues." }, { - "left": "pull_request:47178", - "right": "pull_request:47298", + "left": "pull_request:43424", + "right": "pull_request:44827", "accept": false, - "reason": "SigLIP hardcoded path fixes and MI450 failure fixes are unrelated." + "reason": "ExecuTorch test addition vs Mistral4 test fix; unrelated." }, { - "left": "pull_request:47089", - "right": "pull_request:47255", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "AqlmConfig error-message cleanup and Gemma4 docstring edits are unrelated." + "reason": "MobileLLM model add vs model-creation skill; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:43251", + "right": "pull_request:43823", "accept": false, - "reason": "Molmo2 model support and Dino modern-standard work are unrelated." + "reason": "cross-entropy kwargs fix vs MobileLLM model add; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47096", + "left": "pull_request:44827", + "right": "pull_request:46048", "accept": false, - "reason": "Dino modernization and exportable kimi changes are unrelated." + "reason": "Mistral4 test fix vs TDT loss kernel addition; unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "num_labels typing fix and audio requirements fixes are unrelated." + "reason": "ExecuTorch dynamic-shape test vs MobileLLM model add; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46957", + "left": "pull_request:43251", + "right": "pull_request:44827", "accept": false, - "reason": "Molmo2 model support and finegrained FP8 v4 are unrelated." + "reason": "cross-entropy kwargs fix vs Mistral4 test fix; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47096", + "left": "pull_request:44827", + "right": "pull_request:45655", "accept": false, - "reason": "Finegrained FP8 v4 and exportable kimi are different exporter/runtime changes." + "reason": "Mistral4 test fix vs config-resolution order fix; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47003", + "left": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "Finegrained FP8 v4 and OpenVINO exporter support are unrelated." + "reason": "Falcon refactor vs model-creation skill; unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47243", + "left": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Audio requirements fixes and Executorch exporter fixes are unrelated." + "reason": "Mistral4 test fix vs model-creation skill; unrelated." }, { - "left": "pull_request:47105", - "right": "pull_request:47255", + "left": "pull_request:43995", + "right": "pull_request:44827", "accept": false, - "reason": "VITS test re-enablement and Gemma4 docstring example updates are unrelated." + "reason": "Falcon refactor vs Mistral4 test fix; unrelated." }, { - "left": "pull_request:47198", - "right": "pull_request:47253", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "vLLM backend fixes and tensor-parallel plan plumbing are unrelated." + "reason": "MobileLLM model add vs model-creation skill; unrelated." }, { - "left": "pull_request:47105", - "right": "pull_request:47253", - "accept": false, - "reason": "VITS test updates and tensor-parallel planning changes are unrelated." + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying CohereASR double-shift training-loss bug; both patch the same loss path." }, { - "left": "pull_request:47003", - "right": "pull_request:47216", - "accept": false, - "reason": "OpenVINO exporter work and compressed-tensors fp8 are unrelated." + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug and same model files; plausibly one PR." }, { - "left": "pull_request:46658", - "right": "pull_request:46895", - "accept": false, - "reason": "Step-3.7 flash scaffolding and CohereASR loss fixes are unrelated." + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR loss-shift issue; only implementation detail differs." }, { - "left": "pull_request:47077", - "right": "pull_request:47198", + "left": "pull_request:47173", + "right": "pull_request:47292", "accept": false, - "reason": "Japanese docs wording and GPT backend fixes are unrelated." + "reason": "Both are XPU test expectation fixes, but for different model test suites and different concrete failures." }, { - "left": "pull_request:46376", + "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Continuous batching support and qwen3-next test updates are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:44517", - "accept": false, - "reason": "Molmo2 and Qwen3 TTS are separate model-support PRs." + "reason": "Quantization test tweaks vs Qwen3-Next XPU test changes; different problems." }, { - "left": "pull_request:47089", - "right": "pull_request:47298", + "left": "pull_request:46912", + "right": "pull_request:47175", "accept": false, - "reason": "AqlmConfig message fixes and MI450 model-failure fixes are unrelated." + "reason": "RoPE test updates vs Olmo3 CI value changes; unrelated." }, { - "left": "pull_request:47108", - "right": "pull_request:47204", + "left": "pull_request:47301", + "right": "pull_request:47302", "accept": false, - "reason": "Doc-builder pin comments and torch-light exporter deps are unrelated." + "reason": "MTP docs vs tokenizer backend docs fallback; unrelated documentation changes." }, { - "left": "pull_request:47069", - "right": "pull_request:47181", + "left": "pull_request:47184", + "right": "pull_request:47292", "accept": false, - "reason": "num_labels typing fix and Cosmos3 Edge support are unrelated." + "reason": "Different model test expectation fixes for XPU; not the same bug." }, { - "left": "pull_request:47216", - "right": "pull_request:47294", + "left": "pull_request:47301", + "right": "pull_request:47304", "accept": false, - "reason": "Compressed-tensors fp8 and kernel-native causal_conv1d are unrelated." + "reason": "Different documentation topics: MTP support vs MPS graph cache." }, { - "left": "pull_request:47105", - "right": "pull_request:47216", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "VITS test re-enablement and compressed-tensors fp8 are unrelated." + "reason": "Step3.7 Flash model work vs Unlimited OCR model add; unrelated models." }, { - "left": "pull_request:47003", - "right": "pull_request:47178", + "left": "pull_request:47210", + "right": "pull_request:47301", "accept": false, - "reason": "OpenVINO exporter support and SigLIP path fixes are unrelated." + "reason": "Packed SDPA varlen attention vs MTP docs; unrelated." } ] }, @@ -21262,102 +24025,71 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, - "review_unit_index": 3, - "review_unit_count": 3, - "status": "error", + "component_count": 34, + "review_unit_index": 4, + "review_unit_count": 4, + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-61", + "cluster_id": "cluster-40546-77", "nodes": [ "pull_request:40546", "pull_request:43451", "pull_request:46196", - "pull_request:46376", "pull_request:46509", "pull_request:46658", "pull_request:46836", - "pull_request:46895", - "pull_request:46912", - "pull_request:46958", "pull_request:47003", - "pull_request:47089", - "pull_request:47090", "pull_request:47096", "pull_request:47143", "pull_request:47163", "pull_request:47166", - "pull_request:47173", "pull_request:47175", "pull_request:47181", - "pull_request:47184", "pull_request:47198", - "pull_request:47210", "pull_request:47243", - "pull_request:47255", + "pull_request:47253", "pull_request:47291", - "pull_request:47292", - "pull_request:47298" + "pull_request:47298", + "pull_request:47301", + "pull_request:47304", + "pull_request:47306", + "pull_request:47307" ], "soft_pairs": [ - "pull_request:47255|pull_request:47292", - "pull_request:43451|pull_request:47089", - "pull_request:46895|pull_request:47090", - "pull_request:46958|pull_request:47090", - "pull_request:46895|pull_request:46958", - "pull_request:47173|pull_request:47292", - "pull_request:47166|pull_request:47184", - "pull_request:46912|pull_request:47175", - "pull_request:47184|pull_request:47292", - "pull_request:46658|pull_request:46836", - "pull_request:47003|pull_request:47243", - "pull_request:46509|pull_request:47143", - "pull_request:47163|pull_request:47166", - "pull_request:47163|pull_request:47184", - "pull_request:46509|pull_request:47181", - "pull_request:46376|pull_request:46509", - "pull_request:46509|pull_request:47163", - "pull_request:47163|pull_request:47292", - "pull_request:46376|pull_request:47181", - "pull_request:43451|pull_request:46836", - "pull_request:46509|pull_request:46836", - "pull_request:47143|pull_request:47181", - "pull_request:46376|pull_request:47143", - "pull_request:46836|pull_request:47143", - "pull_request:43451|pull_request:46509", - "pull_request:47163|pull_request:47181", - "pull_request:46376|pull_request:47163", - "pull_request:46658|pull_request:47143", + "pull_request:47198|pull_request:47301", "pull_request:47143|pull_request:47163", "pull_request:46196|pull_request:47143", - "pull_request:47163|pull_request:47210", + "pull_request:47181|pull_request:47198", + "pull_request:47198|pull_request:47304", + "pull_request:46836|pull_request:47307", + "pull_request:43451|pull_request:47307", + "pull_request:47096|pull_request:47307", + "pull_request:47003|pull_request:47307", + "pull_request:47143|pull_request:47301", + "pull_request:47143|pull_request:47307", "pull_request:43451|pull_request:47243", "pull_request:43451|pull_request:47291", "pull_request:47096|pull_request:47291", - "pull_request:47143|pull_request:47210", - "pull_request:47291|pull_request:47298", - "pull_request:47181|pull_request:47198", + "pull_request:47253|pull_request:47306", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:47175", "pull_request:47096|pull_request:47175", "pull_request:43451|pull_request:46658", - "pull_request:46658|pull_request:47096", - "pull_request:46658|pull_request:47298", - "pull_request:47255|pull_request:47298", + "pull_request:47181|pull_request:47306", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", - "pull_request:47181|pull_request:47255", - "pull_request:47198|pull_request:47298", - "pull_request:43451|pull_request:47181", + "pull_request:43451|pull_request:46509", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", "pull_request:43451|pull_request:47298", "pull_request:47096|pull_request:47298", - "pull_request:43451|pull_request:47255", + "pull_request:43451|pull_request:47306", "pull_request:43451|pull_request:47166", + "pull_request:43451|pull_request:47181", "pull_request:47003|pull_request:47298", "pull_request:47096|pull_request:47143", "pull_request:47003|pull_request:47143", @@ -21365,28 +24097,235 @@ "pull_request:47143|pull_request:47298", "pull_request:47163|pull_request:47298" ], - "prepared_review_unit_hash": "58693070b78fcd1de1aac796a56a75599dca9923ab0e97b3e8368b65ba53bc42", + "prepared_review_unit_hash": "dca5c1b8032167a72364c2d32d42b1ca9455ba0a2a65912988f24ef7a287a48c", "component_budget": { - "node_count": 61, - "item_count": 61, - "soft_pair_count": 181, - "serialized_chars": 221640, - "estimated_input_tokens": 55410, - "estimated_eval_tokens": 111076 + "node_count": 77, + "item_count": 77, + "soft_pair_count": 221, + "serialized_chars": 268713, + "estimated_input_tokens": 67179, + "estimated_eval_tokens": 134614 }, "budget": { - "node_count": 28, - "item_count": 28, - "soft_pair_count": 62, - "serialized_chars": 89322, - "estimated_input_tokens": 22331, - "estimated_eval_tokens": 44918 + "node_count": 22, + "item_count": 22, + "soft_pair_count": 37, + "serialized_chars": 65068, + "estimated_input_tokens": 16267, + "estimated_eval_tokens": 32790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of unrelated open PRs: new model integrations, exporter work, CI/test updates, docs, and a few small infra fixes. I don\u2019t see any true duplicate pairs among the soft edges.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate anchor because the set is heterogeneous. If a representative must be picked, #43451 (Molmo2) is the broadest model-integration PR, but it is not a canonical duplicate for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduping: the PRs target different subsystems and changes. #43451 is only the largest representative by surface area, not a duplicate center.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47198", + "right": "pull_request:47301", + "accept": false, + "reason": "Different areas: backend compatibility fix vs docs for MTP; no shared code path or bug." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support vs paged-attention XPU test additions; unrelated changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47143", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-family audio models vs a new NeuCodec model PR." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47198", + "accept": false, + "reason": "Cosmos3 Edge model support vs GPT backend/vLLM compatibility fixes; different features." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47304", + "accept": false, + "reason": "Code-path fix for GPT model backend vs a docs-only MPS page update." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47307", + "accept": false, + "reason": "Unlimited OCR model integration vs AMD runner-group CI rename; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47307", + "accept": false, + "reason": "Molmo2 model addition vs CI runner-group config change; no overlap." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47307", + "accept": false, + "reason": "Kimi exportability fixes vs CI runner-group rename; different code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47307", + "accept": false, + "reason": "OpenVINO exporter work vs CI runner-group rename; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47301", + "accept": false, + "reason": "NeuCodec model support vs MTP docs; not the same change." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47307", + "accept": false, + "reason": "Model integration vs CI config rename; no shared underlying bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model addition vs Executorch exporter fixes; different subsystems and purposes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "New model support vs deprecating continuous-batching config; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 integration vs Olmo3 CI expectation updates; not the same issue." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model support vs Step-3.7 flash build/conversion work; unrelated model families." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47306", + "accept": false, + "reason": "Cosmos3 Edge model support vs standalone Neuron experimentation scripts; no shared code path." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are separate model integrations; shared docs/auto-registry patterns are too broad to duplicate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 vs NeuCodec: separate model additions with different components and tests." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 model integration vs Nemotron Omni model integration; different models and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 addition vs Kimi exportability fix; not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support vs OpenVINO exporter implementation; unrelated subsystems." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter implementation vs Kimi exportability fix; both exporter-related but distinct problems and not mergeable as one PR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model integration vs image decoding fallback for MI450; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability fix vs OLMo3 CI expectation tweak; different goals." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 integration vs quantization test extension; not the same bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 and Cosmos3 Edge are different model integrations; only broad registry/docs overlap." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", + "accept": false, + "reason": "Kimi exporter support vs image-loading fallback for ROCm/MI450; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are separate model additions; shared infra changes are incidental." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 integration vs Trainium/Neuron experiment scripts; no common fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are unrelated model-support PRs." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter PR vs NeuCodec model support PR; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47298", + "accept": false, + "reason": "NeuCodec model support vs MI450 image-decoding fallback; different code paths and symptoms." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47298", + "accept": false, + "reason": "Paged-attention XPU test updates vs image-loading fallback fix; unrelated test vs runtime issue." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -21397,10 +24336,10 @@ { "label": "pull_request", "component_index": 2, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -21413,7 +24352,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "8c20032c57a6cf7bffaaca2d7c7ee68fd3e1f5e7a4760397f15e286bfdfef181", + "prepared_review_unit_hash": "9a1caf90238628d62d428f38e51fa64a4b1c051017eb80f591c16f5d338e0839", "component_budget": { "node_count": 2, "item_count": 2, @@ -21434,7 +24373,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two open pull requests, but they address unrelated features: TimesFM covariate forecasting vs. DINOv3 image classification support. There is no duplicate/change-equivalence signal between them.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No PR is a good cluster canonical because the two PRs fix/add different functionality in different model families and are not mergeable into one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different feature goals; this is only a weak topical similarity, not the same underlying change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -21445,7 +24399,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21478,252 +24432,37 @@ "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-41855-14", - "nodes": [ - "pull_request:41855", - "pull_request:42668", - "pull_request:43251", - "pull_request:43254", - "pull_request:43424", - "pull_request:43823", - "pull_request:43995", - "pull_request:44827", - "pull_request:45170", - "pull_request:45213", - "pull_request:45655", - "pull_request:46048", - "pull_request:47301", - "pull_request:47302" - ], - "soft_pairs": [ - "pull_request:41855|pull_request:43424", - "pull_request:41855|pull_request:43823", - "pull_request:42668|pull_request:43823", - "pull_request:43251|pull_request:43823", - "pull_request:43251|pull_request:44827", - "pull_request:43424|pull_request:47301", - "pull_request:43424|pull_request:44827", - "pull_request:43424|pull_request:43823", - "pull_request:43823|pull_request:45655", - "pull_request:43823|pull_request:43995", - "pull_request:43995|pull_request:45213", - "pull_request:43995|pull_request:44827", - "pull_request:44827|pull_request:47301", - "pull_request:44827|pull_request:45170", - "pull_request:44827|pull_request:46048", - "pull_request:44827|pull_request:45655", - "pull_request:44827|pull_request:45213", - "pull_request:43823|pull_request:45213", - "pull_request:47301|pull_request:47302", - "pull_request:43823|pull_request:47301", - "pull_request:43251|pull_request:43254" - ], - "prepared_review_unit_hash": "f68a8bb2473518c1901527a43ebe5b81d4e8534387b88adad12c0ffeb2e32d93", - "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 21, - "serialized_chars": 36792, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 - }, - "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 21, - "serialized_chars": 36792, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Most of the cluster is a set of unrelated pull requests that only share broad lexical similarity. The only true duplicate pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which both address the same `cross_entropy` kwargs bug.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "Pick #43251 as the canonical PR for the `fixed_cross_entropy` kwargs fix: it is explicitly linked to issue #43240 and appears to be the more established version of the same change.", - "best_issue_reason": null, - "best_pr_reason": "Best PR for dedupe purposes is #43251, since it directly targets the tracked issue and represents the same concrete fix as #43254.", - "soft_edge_verdicts": [ - { - "left": "pull_request:41855", - "right": "pull_request:43424", - "accept": false, - "reason": "Different bugs/features: Mistral tokenizer missing methods vs. Executorch dynamic-shape export test." - }, - { - "left": "pull_request:41855", - "right": "pull_request:43823", - "accept": false, - "reason": "Unrelated model/tokenizer work: Mistral tokenizer methods vs. adding MobileLLM." - }, - { - "left": "pull_request:42668", - "right": "pull_request:43823", - "accept": false, - "reason": "Different areas: processor auto-loading robustness vs. adding a new model." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43823", - "accept": false, - "reason": "Cross-entropy kwargs fix is unrelated to adding MobileLLM." - }, - { - "left": "pull_request:43251", - "right": "pull_request:44827", - "accept": false, - "reason": "Same file path is not enough; this is loss utility kwargs support vs. Mistral4 test/model fixes." - }, - { - "left": "pull_request:43424", - "right": "pull_request:47301", - "accept": false, - "reason": "Executorch export tests and MTP docs are different concerns." - }, - { - "left": "pull_request:43424", - "right": "pull_request:44827", - "accept": false, - "reason": "Different concrete changes: dynamic export testing vs. Mistral4 test/model adjustments." - }, - { - "left": "pull_request:43424", - "right": "pull_request:43823", - "accept": false, - "reason": "Executorch dynamic-shape export test is unrelated to MobileLLM addition." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "Adding a model and fixing config resolution order are unrelated changes." - }, - { - "left": "pull_request:43823", - "right": "pull_request:43995", - "accept": false, - "reason": "MobileLLM addition is unrelated to Falcon output-collection refactoring." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon refactor and model-creation skill are unrelated." - }, - { - "left": "pull_request:43995", - "right": "pull_request:44827", - "accept": false, - "reason": "Different code paths: Falcon output interface refactor vs. Mistral4 tests." - }, - { - "left": "pull_request:44827", - "right": "pull_request:47301", - "accept": false, - "reason": "Mistral4 test fixes and MTP docs do not describe the same change." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45170", - "accept": false, - "reason": "Mistral4 tests are unrelated to the `layrnorm` rename/conversion mapping fix." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "reason": "Different subsystems: Mistral4 fixes vs. TDT loss kernel integration." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Mistral4 test/model work is unrelated to config-resolution ordering." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45213", - "accept": false, - "reason": "Model test fixes are not the same as adding the model-creation skill." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "Adding MobileLLM is unrelated to the model-creation skill docs/tooling PR." - }, - { - "left": "pull_request:47301", - "right": "pull_request:47302", - "accept": false, - "reason": "Both are docs-only, but they cover different topics: MTP support vs. TokenizersBackend fallback." - }, + "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:43823", - "right": "pull_request:47301", + "left": "pull_request:41356", + "right": "pull_request:44339", "accept": false, - "reason": "New model addition and MTP documentation are unrelated." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Same underlying bug and same code path: both update `fixed_cross_entropy` to pass supported kwargs to `nn.functional.cross_entropy` for issue #43240; they could plausibly be merged into one PR." + "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": true, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 5, - "component_count": 33, + "component_index": 4, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21739,7 +24478,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "948abcbb116022ca93e03c977d9b567878b3ca1d552f3a776caadcd88f636c5f", + "prepared_review_unit_hash": "426b322dc940fbc02ceac4558809f77954b08906fa5be504efb7d3a3d650c3d3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21761,18 +24500,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both CI/workflow dependency upgrade PRs, but they target different action families and different maintenance goals, so they are not duplicates.", - "confidence": 0.94, + "summary": "These are related GitHub Actions maintenance PRs, but they address different underlying upgrades: one is for Node 24 compatibility of core workflow actions, the other bumps docker/build-push-action to newer versions. They should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the clearer umbrella workflow-upgrade PR focused on GitHub Actions Node 24 compatibility across many workflows.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has a clear, specific goal\u2014upgrading workflow actions for Node 24 compatibility\u2014and updates a broad set of workflows consistently around that requirement.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest representative of the cluster because its scope and title are more descriptive, while 42976 is a narrower Docker action version bump.", + "best_pr_reason": "PR 42975 is the strongest representative of the cluster because its scope and intent are explicit and cohesive, whereas PR 42976 is a separate action-version bump for docker build workflows.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: 42975 upgrades GitHub Actions used by workflow steps for Node 24 compatibility, while 42976 bumps docker/build-push-action and related workflow actions. They touch overlapping workflows but not the same concrete fix and would not naturally merge into one PR." + "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action from v5 to v6. Shared workflow files alone are not enough to treat them as the same fix." } ] }, @@ -21785,11 +24524,11 @@ }, { "label": "pull_request", - "component_index": 6, - "component_count": 33, + "component_index": 5, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -21807,12 +24546,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "67b6e78b3c3ac7a8857da043f8ee12a1fbed8456ce511273366e852d58f9e512", + "prepared_review_unit_hash": "6a2a0e734141873ce214da2bca571e6bba55d9bf14fb1fd511df5be1cc90c783", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -21820,7 +24559,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -21828,7 +24567,40 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "All four PRs are independent model-addition changes that only share broad Transformers plumbing (docs, auto mappings, tests). They do not look like duplicates or the same underlying code-path fix/change, so no soft edge should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a good canonical representative here: each adds a different model family (ViT NEPA, Molmo, CTSM, Step3p7) with separate configs, modeling files, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No PR is globally best for a duplicate cluster because the set is heterogeneous and not actually duplicative; picking one would be arbitrary.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Both add new models, but they are different model families with different implementation and test surfaces; shared docs/auto-registry edits are too broad to indicate the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions. Overlap in transformers auto-registration and docs is incidental, not evidence of one underlying bug or change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model integrations touching different code paths and filenames beyond generic model scaffolding; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model-addition PRs. They share broad auto-mapping/docs changes, but not the same concrete feature or bug fix." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -21838,8 +24610,8 @@ }, { "label": "pull_request", - "component_index": 7, - "component_count": 33, + "component_index": 6, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21874,12 +24646,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "50c1df7e5927a964b057e62e84657e47fc46fb8ea630ff7a8f400526849d3e98", + "prepared_review_unit_hash": "e05077cdf45c8f4783b50768a2d8244c95929457a93d09b91f51ff866e97692f", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19603, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -21887,7 +24659,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19603, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -21896,106 +24668,109 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs are unrelated despite vague titles or shared broad themes. The only clear duplicate pair is the two YOLOS fixes, which target the same device-mapping mismatch in the same file and share the same issue target.", - "confidence": 0.96, + "summary": "Most items are unrelated PRs touching different subsystems. The only likely duplicate pair is the two YOLOS fixes, which both address the same device-mismatch problem in `src/transformers/models/yolos/modeling_yolos.py` and could plausibly be merged into one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the strongest representative because it directly fixes the YOLOS forward-path device mismatch and also includes the related module-splitting adjustment, making it the most complete single change for that bug.", + "canonical_pr_reason": "`pull_request:46922` is the best canonical PR candidate: it addresses the concrete YOLOS device-mismatch path directly in the forward pass and also includes the `no_split_modules` adjustment, so it reads like the more complete fix for the same bug.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 is the best overall PR in this cluster because it has the clearest concrete bug fix, an explicit issue target, and the most direct runtime correction among the candidates.", + "best_pr_reason": "`pull_request:46922` is the strongest overall PR in the cluster because it fixes the actual runtime device mismatch in addition to the model-splitting safeguard, making it the most complete representation of the YOLOS bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different changes: Whisper tokenization/test adjustments versus unrelated CLIP/ViT test edits." + "reason": "Both are test-oriented patches, but they target different models and different failures; no shared code path or underlying bug is evident." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/tests vs FP8 dequant/loading changes; no shared code path or concrete bug." + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequantization and model-loading changes in the other PR." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Unrelated areas: Whisper tokenization/tests versus generation-watermarking and assorted model test updates." + "reason": "These touch different features: Whisper decoding/tests versus generation watermarking validation and broad test updates." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Different subsystems and bugs: Whisper decoding/tests versus YOLOS device placement." + "reason": "Whisper decoding fixes and YOLOS device-mismatch fixes are unrelated changes in different model code paths." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test-only edits are unrelated to Phimoe CI/environment changes." + "reason": "A failing-test placeholder PR is not the same underlying issue as CI memory/device-map adjustments for Phimoe integration tests." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different change sets in unrelated subsystems; no shared concrete defect." + "reason": "Different models and different problem types; the shared word 'fix' is not enough to indicate the same bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Unrelated model test hacks versus generation/config/runtime fixes; not the same bug." + "reason": "Test placeholders for CLIP/ViT do not correspond to the generation/watermarking validation change set." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "No overlap beyond being test or model-related; CLIP/ViT test edits are not the YOLOS device bug." + "reason": "No shared code path or bug: CLIP/ViT test edits versus YOLOS runtime device placement." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes are unrelated to Phimoe CI memory/device-map handling." + "reason": "FP8 dequantization/model-loading work is unrelated to CI runner memory handling and Phimoe test setup." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Broad transformer runtime changes, but different concrete problems and different code paths." + "reason": "Both are broad framework changes, but they fix different issues in different subsystems and do not share a concrete bug." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different failure modes: FP8 dequantization versus YOLOS device mismatch." + "reason": "FP8 quantization/dequantization fixes are not the same underlying problem as YOLOS device mismatch." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation/watermarking validation changes are unrelated to Phimoe integration-test CI fixes." + "reason": "Generation-config watermarking validation and CI/device-map memory capping are separate concerns." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different code paths and bugs: generation config validation versus YOLOS device placement." + "reason": "These affect different modules and different failure modes; they should not be merged as duplicates." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI/device-map infrastructure changes are unrelated to the YOLOS model-specific mismatch." + "reason": "CI environment memory handling for Phimoe tests is unrelated to YOLOS model runtime device placement." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Same YOLOS device_mismatch bug in the same file, same explicit issue target, and both aim to fix device_map='auto' behavior; they could plausibly be merged into one PR." + "reason": "Both PRs target the same YOLOS device-mismatch bug under `device_map=\"auto\"`, touch the same model file, and can plausibly be combined into one fix." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted pair is a conservative match: both YOLOS PRs target the same issue target and the same file, and the later PR adds the runtime device fix plus the no-split safeguard. The non-YOLOS pairs are correctly treated as unrelated." + }, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -22004,8 +24779,8 @@ }, { "label": "pull_request", - "component_index": 8, - "component_count": 33, + "component_index": 7, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22024,52 +24799,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "c7e24cfff952b72a7eba2b17fc95cec8044a66cb1058a4dcee27c425e31348dd", + "prepared_review_unit_hash": "2c91daa963a79bb19fa92d28396dd9a0e59ca45a234b86ff93c322b995e45dd7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are unrelated '[don't merge]' test PRs touching different code paths (setup/dependency versioning, CI/workflow plumbing, and security-gate workflow behavior). They are not true duplicates despite superficial similarity.", - "confidence": 0.9, + "summary": "These three pull requests are not duplicates of one another. They target different areas: packaging/versioning, diff-display/testing workflow plumbing, and a security-gate workflow change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46747 is the narrowest concrete change, but there is no real duplicate cluster here; the PRs target different workflow/setup behaviors.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46747 is the cleanest representative if one must be chosen, because it is a single-file workflow tweak with the least extra surface area.", + "best_pr_reason": "No single canonical PR stands out because the PRs address different code paths and CI concerns rather than the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 alters setup/dependency/version files and test scaffolding, while 46747 changes a CI security-gate workflow trigger. Same 'don't merge' framing is not enough to make them the same bug/change." + "reason": "One changes setup/version/dependency/test metadata; the other changes a workflow trigger for the security gate. Different subsystems and different problems." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about setup/versioning and dependency tables; 43532 is a broader workflow/diff-display PR with several CI/test files. They do not fix the same concrete code-path problem." + "reason": "The first is a repo-bot/setup/versioning tweak, while the second rewires comment-based CI and related test utilities. They do not fix the same bug or change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "43532 touches multiple CI/test/notification files for diff display, while 46747 only switches a workflow trigger for the security gate. These are different changes in different subsystems." + "reason": "Both touch workflows, but one is about self-comment CI and diff visibility; the other switches the security-gate workflow trigger. They are not the same concrete change." } ] }, @@ -22082,11 +24857,11 @@ }, { "label": "pull_request", - "component_index": 9, - "component_count": 33, + "component_index": 8, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -22099,12 +24874,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "d5803bb0fdede4ca042c81442dea38818d0c9a8c119da0cc84003074d7fe743d", + "prepared_review_unit_hash": "274cbaf0222b2d9b08d16b4a14ed10ad4f40817ea99d42fb252d0e3507cd65a6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -22112,7 +24887,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -22120,7 +24895,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are two separate PRs for different promptable segmentation features. They share some docs/pipeline scaffolding, but the underlying tasks, model integrations, and test sets are different enough that they should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete changes: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model coverage and tests. Shared infrastructure and similar docs are not enough to merge as one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -22130,8 +24920,8 @@ }, { "label": "pull_request", - "component_index": 10, - "component_count": 33, + "component_index": 9, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22147,40 +24937,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "cf1ed5ed15526a969d8a141e39af48c4a0e37f5539696f5529a881d000043882", + "prepared_review_unit_hash": "b69ff46b98aaf19ce67042218857e34154f687e41cbbcdef342972d9ece3dc5e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are independent trainer.py refactors/extensions: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for PEFT/custom trainers. They share a file and subsystem, but not the same underlying bug or change, so they should not be clustered as duplicates.", + "summary": "Two open PRs touch the same file but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling in training_step, the other extracts signature-column filtering for custom trainers. They are not duplicates and should not be merged together.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR here; if forced to pick a representative, PR #43651 is the more self-contained trainer behavior change and reads as the stronger standalone fix.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43651 is the best representative of the cluster because it targets a concrete training bug/behavior change in the main training path, whereas PR #43663 is a separate refactor/override hook for data column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different concrete changes and code paths in Trainer: loss scaling for gradient accumulation vs. signature-column extraction for dataset filtering. Same file/subsystem is not enough to treat them as the same PR." + "reason": "Different underlying changes: #43651 alters loss scaling during gradient accumulation in training_step, while #43663 adds a hook for signature-column filtering. Shared file alone is not enough to treat them as the same fix." } ] }, @@ -22193,11 +24983,11 @@ }, { "label": "pull_request", - "component_index": 11, - "component_count": 33, + "component_index": 10, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -22210,12 +25000,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "75327fa1d2e4d4a6ad6665ebe57d1bef6cdec65869ce5c71fce4ac3246268659", + "prepared_review_unit_hash": "19ccd8b9ab8f598f3510353119687294bf96abbdae9384986a76146f24b804b2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22223,7 +25013,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22231,18 +25021,36 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "Both PRs target the same cli/serve.py TypeAdapter annotation NameError in the Transformers CLI; the second PR is a narrower, more explicit fix for the pydantic-not-installed case, while the first includes broader typing cleanup in the same code path.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the cleaner canonical PR: it directly addresses the TypeAdapter NameError in the CLI with a minimal TYPE_CHECKING import/annotation fix, and its title/body match the concrete failure mode more explicitly.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because it focuses on the specific runtime NameError scenario without extra unrelated typing refactors, making it the most precise match for triage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs fix the same underlying TypeAdapter NameError in src/transformers/cli/serve.py; the changes differ mainly in scope and wording, but they target the same concrete code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs modify src/transformers/cli/serve.py and address the same TypeAdapter annotation NameError class of bug. PR #43656 is the broader fix via `from __future__ import annotations` and related typing cleanup, while PR #43842 is the narrower `TYPE_CHECKING`/quoted-annotation variant for the pydantic-not-installed case. The soft-edge acceptance is conservative enough here because they look like alternative implementations of the same bugfix rather than unrelated changes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 12, - "component_count": 33, + "component_index": 11, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22307,8 +25115,8 @@ }, { "label": "pull_request", - "component_index": 13, - "component_count": 33, + "component_index": 12, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -22388,8 +25196,8 @@ "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -22421,7 +25229,7 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "90c575de89cba5a4e95471cf0d7ed2169c517e839c6f1992c099d8f8857ccab1", + "prepared_review_unit_hash": "8052d2ce7c6a253a5592554175ccae26a5f6fcf11fbd95e3848ef70139efa05b", "component_budget": { "node_count": 28, "item_count": 28, @@ -22434,7 +25242,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76939, + "serialized_chars": 76938, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -22443,514 +25251,427 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly many separate model-by-model migrations to standardized output tracing. The only clear duplicates are the repeated GPT-Neo and GPT-J/CodeGen variants; the rest are similar refactors, but not the same concrete change.", - "confidence": 0.89, + "summary": "This cluster is mostly a pile of model-specific output-tracing refactors. Only a few pairs are true duplicates within the same concrete code path (notably GPT-J/CodeGen and GPT-Neo; possibly the ResNet/Flaubert-style subsets are still distinct enough to reject unless they touch the same exact file and change).", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44722 is the broadest/latest version of the shared GPT-J/CodeGen output-tracing refactor and best represents the true duplicate subset.", + "canonical_pr_reason": "44722 is the strongest representative of the main duplicate subcluster: it covers the same GPT-J/CodeGen output-tracing refactor with the same issue target and is broader than the narrower GPT-J-only variants.", "best_issue_reason": null, - "best_pr_reason": "PR #44722 is the strongest single representative: it covers the same GPT-J/CodeGen output-tracing change with the most complete later implementation.", + "best_pr_reason": "44722 is the best single PR to anchor the cluster because it most completely captures the repeated GPT-J/CodeGen change pattern and subsumes narrower variants in the same files.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models; same tracking theme, not the same concrete change." + "reason": "Different model families and code paths; only the generic output-tracing theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model refactors with no shared code path." + "reason": "Different model backends and unrelated forward paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor; one appears to be a narrower variant of the same change." + "reason": "Same GPT-J output-tracing refactor in the same file; one is just a narrower variant of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models and different concrete implementations." + "reason": "Different model families; same subsystem theme is not enough for duplication." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model migrations; only the output-tracing pattern is shared." + "reason": "Different backbones and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models, so not the same underlying bug/change." + "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa; shared refactor style only." + "reason": "Different model files and different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models and unrelated code paths." + "reason": "GPT-J versus MGP-STR; only the refactor pattern is similar." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; not the same change." + "reason": "GPT-J/CodeGen versus MPT; same refactor theme, different implementation." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model/file family." + "reason": "Same GPT-Neo file and same output-tracing migration; these look like variants of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Different models; similar refactor pattern only." + "reason": "Different model families and different files." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; not a duplicate." + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same code path." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; different concrete work." + "reason": "ResNet versus GPT-J/CodeGen; unrelated concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different models and different code paths." + "reason": "Different model files and behavior." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same theme, different artifact." + "reason": "ResNet versus GPT-J; only the generic tracing refactor overlaps." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Different model refactors." + "reason": "Different models and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different models and implementation details." + "reason": "ResNet versus MPT; not a duplicate fix." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; not the same change." + "reason": "GPT-Neo versus GPT-J/CodeGen; related theme but different implementation." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; different concrete refactors." + "reason": "GPT-Neo versus Flaubert; different concrete code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "Different models and code paths." + "reason": "GPT-Neo versus Flaubert; not the same underlying bug/change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; not a duplicate." + "reason": "MPT versus GPT-J/CodeGen; different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; same general pattern only." + "reason": "GPT-Neo versus GPT-J; not the same code path." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "Different models and implementations." + "reason": "GPT-Neo versus MGP-STR; only the tracing pattern is shared." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same change." + "reason": "Different model families and files." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; different model work." + "reason": "GPT2 versus MGP-STR; unrelated model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "Different model families; not the same bug/change." + "reason": "ViLT versus Flaubert/XLM; same general refactor theme but not the same code path." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen; unrelated concrete changes." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "Segformer vs LongT5; different model-specific refactors." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Different models; only the refactor pattern matches." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "Segformer vs GPT-J/CodeGen; not the same underlying change." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo vs MPT; different code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet vs VisualBert; unrelated concrete changes." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", - "accept": false, - "reason": "SqueezeBert vs MPT; same pattern, different model." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert vs VisualBert; not a duplicate." + "reason": "GPT2 versus GPT-J/CodeGen; different model code." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:44071", + "right": "pull_request:44098", "accept": false, - "reason": "Segformer vs GPT-Neo; different model migrations." + "reason": "MPT versus ViLT; unrelated concrete changes." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert vs LongT5; different concrete changes." + "reason": "VisualBert versus LongT5; different models and implementations." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert vs Flaubert/XLM; not the same change." + "reason": "VisualBert versus Flaubert/XLM; not the same underlying change." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 vs MPT; unrelated code paths." + "reason": "GPT2 versus MPT; different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "MPNet vs Flaubert/XLM; different model-specific work." + "reason": "GPT-Neo versus GPT2; same theme, different model." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet vs GPT-Neo; different refactors." + "reason": "MPNet versus Flaubert/XLM; not the same concrete fix." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44066", "accept": false, - "reason": "RegNet vs LongT5; not the same artifact." + "reason": "GPT2 versus GPT-J/CodeGen; different model-specific work." }, { - "left": "pull_request:44074", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5; different model changes." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44018", - "accept": false, - "reason": "MPNet vs GPT-Neo; same theme only." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT vs ImageGPT; unrelated concrete refactors." + "reason": "Flaubert/XLM versus LongT5; unrelated model code." }, { "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet vs TextNet; different model-specific work." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBert vs DeBERTa; not the same change." + "reason": "RegNet versus SegFormer; only the refactor pattern overlaps." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "DeBERTa vs TextNet; different code paths." + "reason": "RegNet versus MPNet; different code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa vs SpeechT5; unrelated refactors." + "reason": "MPT versus ImageGPT; not the same underlying change." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa vs Vits; different model changes." + "reason": "TextNet versus Flaubert/XLM; different model implementations." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "FocalNet vs ImageGPT; same output-tracing motif only." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing refactor; 44722 looks like the later fuller version." + "reason": "MPNet versus LongT5; unrelated concrete changes." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-J vs SpeechT5; not the same underlying work." + "reason": "RegNet versus GPT-Neo; different models and files." }, { - "left": "pull_request:44024", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "FocalNet vs MPT; different concrete changes." + "reason": "RegNet versus LongT5; same broad theme, different code paths." }, { - "left": "pull_request:44098", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "ViLT vs LongT5; different model-specific refactors." + "reason": "TextNet versus LongT5; not the same fix." }, { - "left": "pull_request:44073", - "right": "pull_request:44076", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBert vs ImageGPT; not a duplicate." + "reason": "GPT-Neo versus LongT5; different model-specific changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44076", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 vs ImageGPT; unrelated code paths." + "reason": "SqueezeBert versus MPT; different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet vs MGP-STR; different model changes." + "reason": "GPT-Neo versus SpeechT5; unrelated concrete changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs MPT; not the same artifact." + "reason": "SqueezeBert versus VisualBert; not the same underlying bug/change." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "TextNet vs Flaubert/XLM; different concrete changes." + "reason": "RegNet versus TextNet; different models." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert vs GPT-Neo; different models." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44161", - "accept": false, - "reason": "FocalNet vs LongT5; unrelated refactors." + "reason": "SqueezeBert versus GPT-Neo; only the refactor style overlaps." }, { - "left": "pull_request:43996", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet vs LongT5; different model-specific work." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet vs Segformer; same pattern only." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44076", - "accept": false, - "reason": "SqueezeBert vs ImageGPT; different changes." + "reason": "TextNet versus LongT5; different model families." }, { "left": "pull_request:44059", - "right": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 vs GPT-Neo; not the same underlying change." + "reason": "GPT2 versus MPT; different implementations." }, { "left": "pull_request:44018", - "right": "pull_request:44073", - "accept": false, - "reason": "GPT-Neo vs VisualBert; different model refactors." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44068", + "right": "pull_request:44059", "accept": false, - "reason": "SqueezeBert vs GPT-Neo; different concrete work." + "reason": "GPT-Neo versus GPT2; not a duplicate change." }, { - "left": "pull_request:44010", - "right": "pull_request:44056", + "left": "pull_request:44059", + "right": "pull_request:44066", "accept": false, - "reason": "SqueezeBert vs MPNet; not a duplicate." + "reason": "GPT2 versus GPT-J/CodeGen; different concrete code paths." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM vs LongT5; different model changes." + "reason": "Flaubert/XLM versus LongT5; unrelated model-specific work." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs MPNet; unrelated concrete changes." + "reason": "RegNet versus GPT-Neo; different files and behavior." }, { - "left": "pull_request:44017", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs TextNet; different model-specific work." + "reason": "RegNet versus LongT5; only broad refactor similarity." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPT vs SpeechT5; not the same change." + "reason": "TextNet versus LongT5; different concrete changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44010", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs SqueezeBert; different artifacts." + "reason": "SqueezeBert versus DeBERTa; not the same code path." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo vs MPT; different code paths." + "reason": "DeBERTa versus TextNet; unrelated implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44059", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "MPNet vs GPT-2; different model refactors." + "reason": "FocalNet versus ImageGPT; similar refactor theme, different model code." }, { - "left": "pull_request:44013", - "right": "pull_request:44073", - "accept": false, - "reason": "MobileNetV2 vs VisualBert; unrelated concrete changes." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; 44722 is the broader later version." }, { - "left": "pull_request:44019", - "right": "pull_request:44076", - "accept": false, - "reason": "ResNet vs ImageGPT; not the same bug/change." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J file-level refactor; 44722 subsumes the GPT-J-only variant." }, { - "left": "pull_request:44024", - "right": "pull_request:44073", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "FocalNet vs VisualBert; different model-specific refactors." + "reason": "GPT-J versus SpeechT5; different model and change." }, { - "left": "pull_request:44017", - "right": "pull_request:44056", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "Segformer vs MPNet; same pattern only." + "reason": "CVT/FNet versus ResNet/RegNet/RT-DETR; not the same underlying change." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet vs Segformer; different concrete work." + "reason": "CVT/FNet versus SpeechT5; unrelated model code." }, { - "left": "pull_request:44066", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-J/CodeGen vs LongT5; not the same underlying change." + "reason": "DeBERTa versus SpeechT5; different code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "GPT-Neo vs SpeechT5; different model changes." + "reason": "DeBERTa versus ViTS; only the output-tracing theme overlaps." }, { - "left": "pull_request:44073", - "right": "pull_request:44129", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "VisualBert vs SpeechT5; different code paths." + "reason": "FocalNet versus ImageGPT; not the same concrete bug/change." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is supported by the packet. The accepted duplicate pairs are the ones that clearly share the same concrete file-level refactor path (GPT-J/CodeGen and GPT-Neo variants), and the rejected pairs are appropriately treated as model-specific or only theme-level similarities. I don\u2019t see an overstatement of evidence or a non-mergeable PR-pair acceptance." + }, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -22959,8 +25680,8 @@ }, { "label": "pull_request", - "component_index": 13, - "component_count": 33, + "component_index": 12, + "component_count": 34, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22984,7 +25705,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "e458455789d16c7608b263ff1fe0341041d9c7918426518c544527912778980f", + "prepared_review_unit_hash": "ff771c4e00a6fafe1d9cc4a438b7389b8536bd3aacdf7bcec1874654fccea647", "component_budget": { "node_count": 28, "item_count": 28, @@ -22997,51 +25718,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all follow the same broad pattern\u2014migrating model forward passes to standardized output capture\u2014but they are model-specific refactors across different architectures, not duplicates of the same underlying change.", + "summary": "All items are pull requests for model-specific refactors to standardized output capture/tracing, but they target different model implementations and code paths rather than the same underlying bug or change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster theme: it directly implements standardized output capture in a single model file with explicit _can_record_outputs wiring and a clear refactor title.", + "canonical_pr_reason": "44129 is the strongest representative because it has an explicit issue link, a clear standardized output-capture refactor, and a concrete model-specific implementation change in SpeechT5.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best overall representative because its scope and title most clearly express the shared output-tracing refactor pattern without being tied to extra unrelated changes.", + "best_pr_reason": "44129 is the best single PR to anchor the cluster: it is clearly scoped, explicitly tracked to issue 43979, and fits the shared output-tracing migration theme.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor family, but different models (VisualBert vs TextNet) and different code paths. Not a single mergeable PR." + "reason": "Both are output-tracing refactors, but they modify different models (VisualBert vs TextNet) and different forward/model wiring; they are related migration work, not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both update output tracing, but MPNet and VisualBert are separate implementations with no shared concrete bug or change target." + "reason": "Same general capture_outputs migration theme, but MPNet and VisualBert are separate model implementations with distinct output-recording mappings and code paths." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same broad decorator migration theme, but MPNet and TextNet are distinct model files and separate refactors." + "reason": "These are independent model-level refactors for different architectures; they share the same refactor pattern but not the same underlying bug or patch." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; the similarity is only the standardized output-tracing pattern." + "reason": "RegNet and SqueezeBert are unrelated model files with similar standardized-output refactors, but there is no sign they fix the same issue or could be one merged PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different architectures with different forward semantics; these are not the same underlying fix." + "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 are distinct model-specific changes; the shared theme is too broad to treat as one duplicate change." } ] }, @@ -23054,8 +25775,8 @@ }, { "label": "pull_request", - "component_index": 14, - "component_count": 33, + "component_index": 13, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23121,268 +25842,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "0947d13f2fc7b8a7c52c77a860030784b603ab94e77408620c2d4917398ff5dc", + "prepared_review_unit_hash": "05fe276064742b113d5d8732a6471595a055dd72921f17d59333a3e4bfb50782", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40182, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40182, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "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": "A cluster of separate model-specific PRs that all modernize output tracing/tuple-return behavior, but they target different codepaths and should not be treated as duplicates. The similarity is mostly architectural/theme-level, not the same underlying fix.", - "confidence": 0.97, + "summary": "This cluster is a set of similarly named but model-specific output-tracing refactors across unrelated Transformers architectures. They share a theme, not a single underlying bug or change, so the soft matches are mostly false positives for duplicate triage.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative in this set: it spans two closely related model files and includes the clearest output-capturing/tracing refactor. It best exemplifies the cluster\u2019s pattern, even though the PRs are not duplicates of each other.", + "canonical_pr_reason": "No true canonical duplicate here; if one PR must represent the cluster, pull_request:44003 is the strongest exemplar because it makes the most substantial tracing/infrastructure changes and spans closely related Mamba/Falcon-Mamba codepaths.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 has the most substantial and representative refactor among the group, with the strongest evidence of the new output-tracing pattern across related classes.", + "best_pr_reason": "pull_request:44003 is the best representative PR for the cluster theme: it is the most substantial refactor, adds output-capture plumbing, and covers a closely related pair of model implementations rather than a narrow one-off tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files; only the refactor pattern overlaps." + "reason": "Different model families and files (timm_backbone vs upernet); same refactor theme, but not the same concrete code change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different codepaths in different models; same high-level refactor only." + "reason": "Both are output-tracing refactors, but they affect unrelated models (timm_backbone vs vision_text_dual_encoder) and would not merge into one PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementation, not the same underlying bug or change." + "reason": "Unrelated model implementations (timm_backbone vs univnet); shared wording is not enough for duplicate status." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and separate forward paths; not mergeable as one duplicate fix." + "reason": "Different architectures and codepaths (timm_backbone vs mamba/falcon_mamba); same refactor pattern, not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different architecture and codepath; shared theme is too broad." + "reason": "timm_backbone and codegen are unrelated subsystems; they only share the generic output-tracing refactor goal." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementation; output-tracing refactor is only thematic." + "reason": "Different model codepaths (timm_backbone vs rwkv); no shared concrete bug or patch." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models and output behaviors; not the same fix." + "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor label does not make them duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different codepath and model class; only the refactor style overlaps." + "reason": "MobileNetV1 vs UperNet touches different forward implementations and outputs; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; same output-refactor idea but not one change." + "reason": "Different model families (MobileNetV1 vs Depth Anything variants); no shared concrete codepath problem." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder-decoder wrapper vs. MobileNetV1; not duplicate work." + "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated architectures; only the generic tracing refactor theme overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model codepaths; same subsystem theme is insufficient." + "reason": "MobileNetV1 vs SpeechEncoderDecoder are distinct model codepaths, so these are not mergeable duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models and tensor outputs; not the same underlying change." + "reason": "VisionTextDualEncoder and UnivNet are unrelated models; the PRs share a pattern, not a concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; too broad to merge as duplicates." + "reason": "Different architectures and outputs (vision-text dual encoder vs UperNet); not the same bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different families and files; overlapping refactor pattern only." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model codepaths; same generic output-tracing motif." + "reason": "VisionTextDualEncoder and Mamba/Falcon-Mamba target different codepaths and cannot plausibly be one merged fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and outputs; not the same concrete bug/change." + "reason": "VisionTextDualEncoder vs Depth Anything are unrelated model implementations; same refactor wording is coincidental." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model classes and forward methods; only similar refactor mechanics." + "reason": "UnivNet and UperNet are separate model families; no shared concrete implementation issue." }, { "left": "pull_request:44001", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "Related language-model family, but distinct implementations and fixes." + "reason": "UnivNet and Depth Anything are unrelated codepaths, so this is only thematic similarity." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model architecture and output contract; not one PR." + "reason": "UnivNet and CodeGen are different model stacks with no common patchable bug." }, { - "left": "pull_request:44001", - "right": "pull_request:44025", + "left": "pull_request:44002", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families and codepaths; not a duplicate change." + "reason": "UperNet and RWKV are unrelated forward paths; the similarity is only that both refactor output handling." }, { - "left": "pull_request:44002", - "right": "pull_request:44003", + "left": "pull_request:44003", + "right": "pull_request:44028", "accept": false, - "reason": "Different model families and separate forward paths; only theme overlaps." + "reason": "Mamba/Falcon-Mamba vs SuperPoint are unrelated subsystems; no single underlying bug or unified PR." }, { - "left": "pull_request:44002", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different codepaths in different models; not the same fix." + "reason": "Mamba/Falcon-Mamba and CodeGen have distinct implementations and output semantics; not a duplicate change." }, { - "left": "pull_request:44003", - "right": "pull_request:44028", + "left": "pull_request:43998", + "right": "pull_request:44004", "accept": false, - "reason": "Different model families and files; output tracing is only a shared pattern." + "reason": "TimmBackbone and CodeGen are unrelated model codepaths; generic refactor wording does not imply duplication." }, { - "left": "pull_request:44003", + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different model families with different output contracts." + }, + { + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different concrete codepaths; same broad refactor theme is too weak." + "reason": "UperNet and CodeGen are unrelated; no shared code fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model wrappers and modules; not one underlying bug or change." + "reason": "Depth Anything and VisionEncoderDecoder are separate model families; they do not fix the same underlying issue." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder families; not duplicate fixes." + "reason": "Depth Anything and SpeechEncoderDecoder are different codepaths; only the refactor theme is shared." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model codepaths and classes; only similar refactor work." + "reason": "Depth Anything and SuperPoint are unrelated models; not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and outputs; not the same concrete change." + "reason": "Depth Anything and RWKV touch different model implementations and cannot be merged as one fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models and behavior; shared refactor style only." + "reason": "Depth Anything and DPR are unrelated architectures; same high-level refactor theme only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper models and forward paths; not one fix." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrapper models with different forward paths; not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and codepaths; too broad to merge." + "reason": "VisionEncoderDecoder and SuperPoint are unrelated codepaths; same pattern, different changes." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different implementations; output tracing similarity is thematic only." + "reason": "VisionEncoderDecoder and RWKV are distinct model families; no shared concrete bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different codepaths and model classes; not duplicates." + "reason": "VisionEncoderDecoder and DPR are unrelated implementations; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and forward logic; not the same underlying change." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; the overlap is only stylistic." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and outputs; only the refactor pattern overlaps." + "reason": "SpeechEncoderDecoder and RWKV target different codepaths and output behavior." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models and codepaths; not mergeable as one PR." + "reason": "SpeechEncoderDecoder and DPR are unrelated; no common fix to consolidate." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models and behavior; same generic output-tracing theme only." + "reason": "SuperPoint and RWKV are different model families with distinct output mechanics." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations; not the same bug or change." + "reason": "SuperPoint and DPR are unrelated implementations; not the same underlying change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and forward paths; only superficial similarity." + "reason": "RWKV and DPR are different model codepaths; same refactor label, different changes." } ] }, @@ -23395,8 +26116,8 @@ }, { "label": "pull_request", - "component_index": 15, - "component_count": 33, + "component_index": 14, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23412,12 +26133,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "134d5d3df86d3950efa46378d027cbb285c4920ad516c9e5a65947e476abd9b7", + "prepared_review_unit_hash": "40bc2dc6903c011ab92ed52e7d3a967a38bcf38459348b084955f85f19dc5c60", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23425,7 +26146,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23434,18 +26155,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both new model integrations, but for different models and different code paths: PenguinVL vision-language support vs Voxtral TTS support. They share some Transformers boilerplate files, but they are not the same change.", + "summary": "These are two unrelated model-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. They overlap only on generic Transformers plumbing and docs scaffolding, not on the same underlying code change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the better representative of the cluster because it is narrowly scoped, explicitly linked to issue 45027, and focuses on a single TTS integration.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the strongest standalone PR in this cluster: it has an explicit issue target and a clear, self-contained scope for one model integration.", + "best_pr_reason": "Neither PR is a good canonical representative for the other. If forced, 45401 is more self-contained because it targets a specific issue and a single model family, but it is still unrelated to 44662.", "soft_edge_verdicts": [ { - "left": "pull_request:44662 [model] Add PenguinVL implementation", - "right": "pull_request:45401 Add support for Voxtral-4B-TTS-2603 to transformers", + "left": "pull_request:44662", + "right": "pull_request:45401", "accept": false, - "reason": "Different underlying models and functionality. The overlap is limited to shared Transformers scaffolding and docs/auto-registration patterns, not the same bug or change." + "reason": "Reject: they add different models with different implementations and test/docs sets. Shared auto-registration and docs files are generic boilerplate, not evidence of the same bug or change." } ] }, @@ -23458,11 +26179,11 @@ }, { "label": "pull_request", - "component_index": 16, - "component_count": 33, + "component_index": 15, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -23475,7 +26196,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "25eae86763e0c5083f4f76ae70bdcd2d9080a454d42eb5e7386eb8b4c1e876d1", + "prepared_review_unit_hash": "9b1d3e55555b635f939b928424e16df08509c2cc0338d5ad601f53e9038fdc52", "component_budget": { "node_count": 2, "item_count": 2, @@ -23496,7 +26217,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both PRs are about module/kernel fusion in Transformers, but they are not duplicates: #44979 introduces a low-level Module Fusion API, while #45363 adds user-facing n-to-1 kernel fusion via KernelConfig and touches additional integration points. They look complementary rather than mergeable into one PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the stronger canonical PR because it is broader and more directly user-facing, implementing the KernelConfig-based fusion path across core integration files rather than just the standalone API layer.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best PR candidate for the cluster since it appears to deliver the actual end-user feature and spans the concrete fusion code path, whereas #44979 is mainly the foundational API work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but different scope and code paths: #44979 adds the Module Fusion API scaffolding, while #45363 implements KernelConfig-driven fusion integration. They are complementary, not the same change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -23506,8 +26242,8 @@ }, { "label": "pull_request", - "component_index": 17, - "component_count": 33, + "component_index": 16, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23523,7 +26259,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "74229afa5e99b70c7d7b06978724905dbe479afeda74b651f6e7e46d7b3f10fb", + "prepared_review_unit_hash": "1e27bc81667e988efce0a7d30b8e3be6460f1190eac95461e65c43497eddcc86", "component_budget": { "node_count": 2, "item_count": 2, @@ -23545,18 +26281,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex AttributeError in `tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR appears to be the same fix with added test coverage.", - "confidence": 0.96, + "summary": "Both pull requests fix the same concrete AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds test coverage and looks like the better canonical representative.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it has the clearer title and includes the same code fix plus a test file, making it the more complete representative of this bugfix.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it targets the same issue, contains the same core fix, and also includes test coverage plus more review activity.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall representative of the cluster: it addresses the same concrete bug and adds validation coverage, so it is the most complete candidate.", + "best_pr_reason": "PR 45317 is the best overall representative because it fixes the bug with added tests, making it the most complete and merge-ready version of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same code path; the second PR is essentially the same change with test coverage, so they could plausibly be merged into one PR." + "reason": "Same underlying AttributeError fix in the same code path; the diffs are substantively identical and could plausibly be merged as one PR." } ] }, @@ -23569,11 +26305,11 @@ }, { "label": "pull_request", - "component_index": 18, - "component_count": 33, + "component_index": 17, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -23586,7 +26322,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "1bc3637acd93e467aee4e73da96133c04a9f317af34086bb2078ce2fb75ee0e7", + "prepared_review_unit_hash": "d2fb5c7f0d10051789b7480a08666d465317fb68e412e2f321137405f39cb6ee", "component_budget": { "node_count": 2, "item_count": 2, @@ -23607,7 +26343,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two NemotronH-related PRs overlap on core model files, but they address different changes: one is a conversion/mapping refactor, the other is a broader split into NemotronH dense/sparse model families with docs/tests. They are related, not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more complete implementation of the NemotronH model-family change and includes the visible end-user surface (docs, auto-mapping, tests, and new dense/sparse packages).", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative because it appears to be the main functional change, whereas PR 45115 is a narrower internal refactor around conversion naming and inheritance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap in NemotronH internals, but 45115 is a conversion/refactor PR while 45569 introduces the actual dense/sparse model split and documentation. Different concrete changes, not one mergeable duplicate." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -23617,8 +26368,8 @@ }, { "label": "pull_request", - "component_index": 19, - "component_count": 33, + "component_index": 18, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23634,7 +26385,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "53738d9875f11fc4d6a34e73be82803e9b7c77ed3f1e14b499bd6a5a11ef33d4", + "prepared_review_unit_hash": "940303624cc8396a20dbc338a3826cbe7d80d06f0162a05aeb7654f42ca4180c", "component_budget": { "node_count": 2, "item_count": 2, @@ -23656,18 +26407,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they address different changes: one broadly enables stricter type checking across many files, while the other adds specific typing protocols/aliases and model-utils support. Shared filenames and subsystem overlap are not enough to make them duplicates.", - "confidence": 0.92, + "summary": "These are two different typing-related pull requests in the same code area, but they do not appear to fix the same underlying change. One is a broad type-checking sweep across many files; the other adds typing abstractions and compatibility helpers for modeling_utils/PEFT-related code.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing infrastructure change; it looks like the better representative of this cluster than the broad type-checking sweep in 45415.", + "canonical_pr_reason": "PR 45425 is the more coherent, focused change: it introduces/adjusts typing protocols and helpers in _typing.py and related runtime/type-checking code, rather than a broad repository-wide type annotation sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best standalone PR in this cluster because it fixes a specific typing compatibility gap with clear code-path impact, rather than a repository-wide type-checking enablement pass.", + "best_pr_reason": "PR 45425 is the better representative PR for the cluster because its scope is narrower and more self-contained, centered on typing infrastructure changes instead of many-file cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Not the same underlying change: 45415 is a broad type-checking cleanup/enforcement PR, while 45425 adds specific typing protocols and model-related stubs. They could coexist, but they are not mergeable as one duplicate fix." + "reason": "Both are typing-related and share a few files, but they target different work: 45415 is a broad type-checking pass across many transformers modules, while 45425 adds specific typing protocols/helpers for modeling_utils and PEFT integration. They are not the same concrete change and would not plausibly merge as one PR." } ] }, @@ -23680,11 +26431,11 @@ }, { "label": "pull_request", - "component_index": 20, - "component_count": 33, + "component_index": 19, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -23697,7 +26448,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "21c1e202a82d74c08f4ffe11193c5ad512594254d49d3451229178bb964470f5", + "prepared_review_unit_hash": "0191b87c932eb3921eb1ca519937c9d69a80bdf15a355c0c661ec08dc936d662", "component_budget": { "node_count": 2, "item_count": 2, @@ -23718,7 +26469,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two open PRs overlap on expert-parallel loading internals, but they address different bugs and code paths: one targets EP + DeepSpeed ZeRO-3 loading via accelerate launch, while the other fixes expert weights being overwritten by rank-0 broadcast under FSDP2. The similarity is only topical, not a true duplicate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative because it covers a concrete expert-parallel loading corruption path and has the broader set of code changes around the loading pipeline.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR in this cluster: it addresses a specific, user-facing EP weight overwrite bug with direct loader fixes. PR #45548 is narrower and focused on serialization/flag plumbing for a different loading scenario.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share expert-parallel context, but #45548 fixes config serialization and EP detection for ZeRO-3/accelerate launch, while #45662 fixes rank-0 broadcast overwriting experts under FSDP2. Different underlying bugs and not mergeable as one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -23728,8 +26494,8 @@ }, { "label": "pull_request", - "component_index": 21, - "component_count": 33, + "component_index": 20, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23745,7 +26511,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "cb7840c85222e779b08e6a637a03eb75240dbfab9ef566661a0edd88e57263b3", + "prepared_review_unit_hash": "cceca99c094ff11badcecdc697b96bb2bcf73bfae98852068262764e365dddf3", "component_budget": { "node_count": 2, "item_count": 2, @@ -23767,18 +26533,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem and share the same target issue, but 45645 is the more complete end-to-end fix because it updates both the log writer and the CI consumer.", - "confidence": 0.91, - "canonical_issue_reason": "No issue artifact is present in the cluster; both PRs reference external issue 45561.", - "canonical_pr_reason": "PR 45645 is the best canonical PR because it covers the full captured_info xdist handling path, including the workflow change needed to read multiple per-worker files.", - "best_issue_reason": "No in-cluster issue to select.", - "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it fixes the producer/consumer mismatch for captured_info artifacts, not just the writer side.", + "summary": "Both PRs target the same xdist-related captured_info handling bug in testing_utils, and the second PR is a broader superset that also updates CI log collection. They look mergeable into one change set.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file fix plus the CI workflow update to preserve and aggregate multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it covers the same underlying bug and the downstream CI artifact handling needed to make the fix usable.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist-safe captured_info bug/change: both modify testing_utils for per-worker logging, and 45645 adds the CI-side aggregation needed for the same fix." + "reason": "Both PRs fix the same concrete captured_info xdist collision in src/transformers/testing_utils.py; 45645 is a superset that adds workflow log collection, so they could plausibly be merged into one PR." } ] }, @@ -23791,8 +26557,8 @@ }, { "label": "pull_request", - "component_index": 22, - "component_count": 33, + "component_index": 21, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23857,8 +26623,8 @@ }, { "label": "pull_request", - "component_index": 23, - "component_count": 33, + "component_index": 22, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23874,12 +26640,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "63cec6a4b3d4bd3cff480fa259d3b1c6a6d7131da81e53363df8d3572b86866d", + "prepared_review_unit_hash": "9b6786e2d99586ddd9fa70f7041e6f194b5b981c0052955bddae2d5c11840e15", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23887,7 +26653,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23896,18 +26662,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap on distributed/MoE files, but they are not the same underlying change. PR 46126 is a focused EP + Trainer integration patch, while PR 46269 is a broad distributed branch-base PR spanning many unrelated areas.", - "confidence": 0.91, + "summary": "These PRs are related by shared distributed files, but they are not duplicates. PR 46126 is a focused EP + Trainer integration change, while PR 46269 is a broad distributed branch-base PR that spans many unrelated subsystems and CI setup.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more canonical representative: it has a specific feature goal and targeted file set, whereas PR 46269 is a broad umbrella/base branch change.", + "canonical_pr_reason": "PR 46126 is the most canonical representative of the cluster because it targets one concrete feature/change (EP + Trainer integration) with a narrow, specific scope. PR 46269 is much broader and looks like a base branch or umbrella integration PR rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best PR to represent the cluster because it is narrowly scoped and clearly describes the concrete EP + Trainer integration work.", + "best_pr_reason": "PR 46126 is the best single PR to represent this cluster because it is the specific, user-facing EP/Trainer work; 46269 is too broad and includes many additional distributed and CI changes.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here; 46269 is a broad branch-base PR and does not appear to fix the same concrete code-path problem as 46126." + "reason": "Do not merge: the overlap is only in some distributed filenames, but the PRs have different scopes and purposes. 46126 is a focused EP/Trainer integration change; 46269 is a wide branch-base PR touching many other modules, CI, and distributed infrastructure. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." } ] }, @@ -23920,11 +26686,11 @@ }, { "label": "pull_request", - "component_index": 24, - "component_count": 33, + "component_index": 23, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -23975,28 +26741,235 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "4aab984314a3fc9a5a1cbe34dba64a08299b831c9a1a69e2c93eae307183a87a", + "prepared_review_unit_hash": "88a8f695cb6d84b2b6502d3d8abcfa40ca5e76e0849028a166c61e54b85f2502", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26673, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26684, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26673, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26684, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated CI/workflow maintenance PRs that happen to share a broad \"chore: update *.yml\" pattern. The only closer grouping is the pr-ci-security-gate edits, but they are still separate fixes rather than one duplicate change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the closest representative of the cluster because it contains the substantive security-gate behavior change; the other PRs are separate workflow tweaks or follow-up adjustments, not the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest standalone change: it adds concrete security checks and a checkout step in the PR CI gate, making it the most meaningful and merge-worthy PR among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and bugs: self-comment-ci stdin handling vs PR CI security-gate file checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and behavior: self-comment-ci message piping vs security-gate permissions/approval logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated changes; one updates self-comment-ci command invocation, the other only annotates the security-gate reusable workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes in different workflows: self-comment-ci stdin usage vs removing inherited secrets in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch shell quoting, but in different workflows and code paths; not the same underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and purposes: SSH runner hardening vs benchmark workflow trigger expansion." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Unrelated workflow updates: SSH runner secret cleanup vs anti-slop permission scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different code paths: SSH runner changes vs assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner hardening is unrelated to the PR CI security-gate logic changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner changes are unrelated to a comment-only security-gate update." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow concerns: SSH runner token handling vs security-gate secrets configuration." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permission change and benchmark trigger change are separate workflow edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and changes: anti-slop permissions vs assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci-docker-images shell quoting are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files, different concerns; anti-slop write permission is not the same as PR CI security gating." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers base-ref checkout and benchmark workflow trigger changes are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow fixes: reviewer assignment checkout vs build-ci-docker-images command safety." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared bug or code path; assign-reviewers workflow vs PR CI security gate." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark_v2 dispatch support and build-ci-docker-images quoting are different workflow behaviors." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and code paths; benchmark trigger logic is not the same as security-gate checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are shell-related workflow edits, but they fix different commands in different workflows." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and fixes; build-ci-docker-images quoting vs security-gate permissions." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different fixes: 46554 adds runtime security checks; 46558 changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one changes behavior and the other only adds explanatory comments." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but 46554 adds checks while 46716 changes secrets inheritance; separate issues." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval logic and comment-only clarification are not the same underlying change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate fixes: permissions/approval flow vs removing inherited secrets." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments-only update and secrets configuration change are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different change types; quoting fix vs explanatory note." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to a security-gate comment update." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different problems; command quoting vs secrets handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner secret cleanup and security-gate secrets removal are separate fixes in separate workflows." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24006,8 +26979,8 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 33, + "component_index": 24, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24069,8 +27042,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 33, + "component_index": 25, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24086,7 +27059,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "1e61835930e17aead951980fb51e6369847c351b3ba55e9fc4d271c9d575d37a", + "prepared_review_unit_hash": "1241a81830ceb1b791f537cd00a6ba0a454818842cf27b811a20613303bc8183", "component_budget": { "node_count": 2, "item_count": 2, @@ -24108,18 +27081,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same off-by-one bug in `sliding_window_mask_function` for MoonshineStreaming\u2019s right window boundary (`<` -> `<=`). PR #47162 is the stronger canonical candidate because it includes the MoonshineStreaming fix plus test coverage and a related Gemma4 patch, while PR #46310 is the narrower precursor.", - "confidence": 0.95, + "summary": "Two open PRs fix the same off-by-one in the sliding window right-mask logic for MoonshineStreaming; one PR is a narrower Moonshine-only version, the other is a broader follow-up that includes the same Moonshine change plus related Gemma4/test updates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47162 is the better canonical representative: it fixes the same MoonshineStreaming right-window off-by-one bug as #46310, adds tests, and appears to be the more complete implementation of the change.", + "canonical_pr_reason": "Prefer PR #47162 as the canonical representative because it contains the same MoonshineStreaming fix as #46310 but adds the corresponding test coverage and a related Gemma4 adjustment, making it the more complete patch set.", "best_issue_reason": null, - "best_pr_reason": "PR #47162 is the best overall PR for this cluster because it covers the same concrete bug in the same code path and includes validation, making it the most complete and useful representative.", + "best_pr_reason": "PR #47162 is the best representative of the cluster because it addresses the same concrete bug as #46310 and includes the more complete implementation and validation.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same underlying MoonshineStreaming sliding-window right-boundary off-by-one fix in the same code path; #47162 is a broader but compatible superset, so these are effectively the same change family." + "reason": "Both PRs fix the same MoonshineStreaming off-by-one in right_window masking (`-dist <= right_window_size`); the overlap is on the same code path and same explicit issue target, so they are duplicate-level close enough to cluster." } ] }, @@ -24132,8 +27105,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 33, + "component_index": 26, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24149,7 +27122,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "bba166997494e8bbb8a43db615d24a5ea9ba26a4c88dd72f048fd333104fd379", + "prepared_review_unit_hash": "19d206b1c9ccc75c3caad7e4c074b231b1c7c45721097518c9169533dd576261", "component_budget": { "node_count": 2, "item_count": 2, @@ -24171,18 +27144,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct pull requests: one fixes CodeLlama decode stripping of real leading spaces, and the other fixes tokenizer-class resolution for specific DeepSeek checkpoints. They do not look like the same underlying bug or mergeable change.", + "summary": "These are unrelated PRs: one fixes CodeLlama decode-space stripping, the other fixes DeepSeek checkpoint tokenizer-class selection. They should remain separate.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 46574 addresses a CodeLlama decode-path bug, while 46580 addresses incorrect tokenizer-class selection for DeepSeek checkpoints; different code paths and symptoms.", + "canonical_pr_reason": "No single canonical PR: 46574 fixes a CodeLlama decoder/space-stripping bug, while 46580 changes auto-tokenizer routing for DeepSeek checkpoints; they target different code paths.", "best_issue_reason": null, - "best_pr_reason": "46574 is the better representative if one must be chosen: it is a focused, self-contained bug fix with tests and a clear explicit issue target, whereas 46580 is a separate model-routing workaround for a different family.", + "best_pr_reason": "No best PR for deduping this cluster; both are standalone fixes for different underlying problems, so neither subsumes the other.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different problems and fixes: CodeLlama decoder stripping vs DeepSeek tokenizer-class mapping. They do not target the same underlying bug or code change." + "reason": "Different bugs and different fix surfaces: CodeLlama decode behavior vs. DeepSeek auto-tokenizer class selection. They are not mergeable as one PR." } ] }, @@ -24195,8 +27168,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 33, + "component_index": 27, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24212,12 +27185,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "aa9ef6bea8a80566f04b727098b013508250776304698140866f44a31813c807", + "prepared_review_unit_hash": "9d65aa26ac6cf91b415c1f2ed9b8b860f8341b04de9a5290206f2acb6c7c99a5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -24225,7 +27198,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -24234,18 +27207,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs target the same FA2 long-context performance issue, but they patch different parts of the code path: one fixes the tracing/kwargs scalar conversion logic, the other makes unpadding lengths eagerly materialize in eager mode and adds broader follow-up changes. They look related, but not duplicate enough to merge as one PR.", - "confidence": 0.79, + "summary": "Two open PRs address the same FlashAttention 2 long-context performance regression in `modeling_flash_attention_utils.py`; the later PR is broader and likely subsumes the earlier one.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "47215 is the better canonical PR because it is the more complete follow-up: it covers the main FA2 perf fix path, includes related adjustments in the same utility area, and adds tests/benchmark coverage. 46696 is narrower and looks like a partial precursor.", + "canonical_pr_reason": "PR #47215 is the more representative change: it targets the same FA2 long-context perf regression, includes the same core file, and expands the fix with related unpadding/benchmark/test updates rather than only the narrower tracing-condition correction in #46696.", "best_issue_reason": null, - "best_pr_reason": "47215 is the strongest representative of the cluster since it appears to address the broader end-user regression with supporting tests and ancillary cleanup, while 46696 is a smaller, more localized fix.", + "best_pr_reason": "PR #47215 is the best surviving candidate because it appears to fix the same underlying code-path problem more completely and with broader validation, making it the more mergeable single PR.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", - "accept": false, - "reason": "Related but not the same concrete change: 46696 fixes an inverted tracing condition in flash-attention kwargs handling, while 47215 changes unpadding/max-seqlen handling and surrounding FA2 utilities. They share the same issue target, but the code paths differ and they are not safely mergeable into one PR." + "accept": true, + "reason": "Both PRs target the same explicit issue and the same FA2 long-context decode/perf path in `modeling_flash_attention_utils.py`; the later PR looks like a broader version of the same fix, so this is a valid duplicate/merge candidate." } ] }, @@ -24258,11 +27231,11 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 33, + "component_index": 28, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -24275,7 +27248,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "fafbf0f56bdbe09f4171e05dcde0428197c19715e728d78340c0ca14cecb2b64", + "prepared_review_unit_hash": "6b61cb697cc269a6ea1c6ba4c7cd3afb4902a6964819a64d78aaf147b6d0008a", "component_budget": { "node_count": 2, "item_count": 2, @@ -24296,7 +27269,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two pull requests in the same broad area (padding-mask handling), but they fix different bugs: one addresses batch-size-1 masking in linear-attention model forwards, the other addresses recurrent-mask skipping on continued/chunked decode forwards. They are related, but not mergeable as a single duplicate PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47087 is the better canonical PR for this cluster because it is the more centralized masking-utils fix, has an explicit linked issue, and targets a specific recurrent-forward masking bug rather than scattered model-specific patches.", + "best_issue_reason": null, + "best_pr_reason": "PR #47087 is the strongest representative of the cluster: the change is narrowly scoped, well-described, and fixes a concrete masking-path regression in shared infrastructure. PR #46773 is also valid, but it is a different bug in different model forward paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding masks, but #46773 fixes batch-size-1 masking omission in linear-attention model implementations, while #47087 fixes recurrent-mask skipping on continued/chunked decode forwards. Different code paths, different failure modes, not one underlying change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24306,52 +27294,131 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 33, + "component_index": 29, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47032-5", + "cluster_id": "cluster-47074-3", "nodes": [ - "pull_request:47032", "pull_request:47074", "pull_request:47076", - "pull_request:47195", - "pull_request:47197" + "pull_request:47195" ], "soft_pairs": [ - "pull_request:47032|pull_request:47197", "pull_request:47074|pull_request:47076", - "pull_request:47074|pull_request:47197", - "pull_request:47074|pull_request:47195", - "pull_request:47195|pull_request:47197" + "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "63742b3e1e30920080ef5fdb497b29cf06b1b06e8f89477584ad0fbef5bcbc09", + "prepared_review_unit_hash": "e6128578c06128ece398b38001baf3971abc414dc821f0f6a43ead1c91188dfb", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 5, - "serialized_chars": 11591, - "estimated_input_tokens": 2898, - "estimated_eval_tokens": 6052 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 5, - "serialized_chars": 11591, - "estimated_input_tokens": 2898, - "estimated_eval_tokens": 6052 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate PR cluster here: the three pull requests address different code paths (AnyToAnyPipeline input key normalization, Gemma4 audio placeholder validation, and generation length capping).", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47074 is the broadest and most self-contained change, with a clear API-level fix in AnyToAnyPipeline plus matching tests. The other PRs target unrelated subsystems and should not be treated as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the strongest standalone candidate because it fixes a concrete user-facing multimodal input normalization bug and includes test coverage. The other PRs are narrower and unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different bugs in different processors: 47074 normalizes input keys for AnyToAnyPipeline, while 47076 validates Gemma4 audio/text placeholder batching. They do not appear to fix the same underlying problem." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated functionality: 47074 changes multimodal pipeline input dict keys, whereas 47195 adjusts prompt lookup candidate length capping in generation. These are not the same code-path issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 34, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "7f6694e0a4dd5f7e1034d505a197bd5b5bba79a95a982365c96c8c1ffdcd20ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "The two pull requests are unrelated: one re-enables and updates a VITS model forward test, while the other fixes RT-DETR v2 weight conversion mappings. They touch different models and code paths, so this cluster should not be merged as a duplicate group.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR cleanly represents the cluster because the items are unrelated. If forced to pick one, 47105 is the more self-contained regression fix, but it is not a duplicate of 47129.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different artifacts and code paths: 47105 only updates a VITS test to re-enable forward assertions, while 47129 edits an RT-DETR v2 converter and key mappings. They do not appear to fix the same underlying bug or change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24362,10 +27429,10 @@ { "label": "pull_request", "component_index": 31, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -24387,7 +27454,7 @@ "pull_request:47122|pull_request:47123", "pull_request:47122|pull_request:47280", "pull_request:47122|pull_request:47224", - "pull_request:47122|pull_request:47266", + "pull_request:47122|pull_request:47150", "pull_request:47123|pull_request:47280", "pull_request:47123|pull_request:47266", "pull_request:47123|pull_request:47281", @@ -24399,7 +27466,6 @@ "pull_request:47150|pull_request:47280", "pull_request:47150|pull_request:47282", "pull_request:47150|pull_request:47281", - "pull_request:47122|pull_request:47150", "pull_request:47150|pull_request:47224", "pull_request:47266|pull_request:47280", "pull_request:47266|pull_request:47281", @@ -24408,28 +27474,175 @@ "pull_request:47281|pull_request:47282", "pull_request:47280|pull_request:47282" ], - "prepared_review_unit_hash": "32b4f457b58529356f0d214b62b3103d87b51913880898df7cd48cbdbf5d96d3", + "prepared_review_unit_hash": "58eb417b5ed75b0a71244622a901b82a26e230ae9eb05a8f4207e2082572b516", "component_budget": { "node_count": 9, "item_count": 9, - "soft_pair_count": 24, - "serialized_chars": 25775, - "estimated_input_tokens": 6444, - "estimated_eval_tokens": 13144 + "soft_pair_count": 23, + "serialized_chars": 25386, + "estimated_input_tokens": 6347, + "estimated_eval_tokens": 12950 }, "budget": { "node_count": 9, "item_count": 9, - "soft_pair_count": 24, - "serialized_chars": 25775, - "estimated_input_tokens": 6444, - "estimated_eval_tokens": 13144 + "soft_pair_count": 23, + "serialized_chars": 25386, + "estimated_input_tokens": 6347, + "estimated_eval_tokens": 12950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Mostly a heterogeneous set of serge-generated PRs for different model failures; only the two MiniMax-M3-VL load_error test patches look like the same underlying fix. The umbrella PR is the best cluster anchor, but it is not a duplicate of the single-model PRs.", + "confidence": 0.41, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broad umbrella fix and the best anchor for this noisy cluster, but most other PRs are model-specific and not duplicates of it.", + "best_issue_reason": null, + "best_pr_reason": "PR 47224 is the most representative member because it consolidates several concrete integration-test/code-path fixes across multiple files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different failures: EdgeTam original_sizes handling vs GLM4V input_id dtype conversion." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different model families and failure modes: EdgeTam backbone kwargs issue vs MiniMax-M3-VL load/offload test setup." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Same broad testing-bot pattern, but different model and unrelated load_error fix in MiniMax-M3-VL." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 is an umbrella PR with several unrelated fixes; it overlaps EdgeTam but is not the same single change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Different concrete bug: EdgeTam kwarg filtering vs Whisper generation length handling." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Both fix the same MiniMax-M3-VL load_error by supplying an offload folder for device_map=auto loading." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error-related but for different models and different load paths; not the same underlying bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL offload-folder fix is unrelated to GLM4V token dtype casting." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and failures: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch expectations." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different model/code path: Falcon-Mamba expected output updates vs Whisper max_length adjustment." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Unrelated models and failures: Falcon-Mamba output mismatch vs DeepSeekV3.2 load_error." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Falcon-Mamba test expectation changes are unrelated to GLM4V input dtype handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model and failure: Falcon-Mamba output mismatch vs Mamba2 OOM test adjustment." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Whisper generation max_length fix is unrelated to MiniMax-M3-VL load/offload handling." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model/code path: Whisper generation config vs Mamba2 OOM test tuning." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and bug class: Whisper generation logic vs GLM4V input dtype conversion." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 contains a Whisper hunk but is an umbrella multi-fix PR, not the same standalone PR/change." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and load failures: DeepSeekV3.2 vs MiniMax-M3-VL." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and fix type: DeepSeekV3.2 offload-folder setup vs GLM4V token dtype cast." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes: DeepSeekV3.2 load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated fixes: MiniMax-M3-VL load_error vs GLM4V dtype conversion." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure classes: MiniMax-M3-VL load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model/code path: GLM4V input dtype handling vs Mamba2 generation/OOM test adjustment." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24440,7 +27653,73 @@ { "label": "pull_request", "component_index": 32, - "component_count": 33, + "component_count": 34, + "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": "7d93742e9697845458e2a7bd6a96f0c451e712fe02dfcc5271dca3428827529f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + 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They look like neighboring fixes for the same subsystem rather than one clearly mergeable bugfix.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "#47303 is the better canonical PR because it has the clearer service-root routing fix and explicit linkage to issue #47138; #47140 is a narrower normalization of `/v1` base URLs tied to #47139.", + "best_issue_reason": null, + "best_pr_reason": "#47303 is the strongest representative of the cluster because it directly rewrites management calls to the service root and has the more general fix shape, but it should be treated as related rather than proven duplicate of #47140.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Reject: both address chat CLI management URL handling, but the packet shows different targets and different fixes (`/v1` base normalization vs. explicit service-root routing). That is related evidence, not enough to conclude the same underlying change or that they should be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence in the packet. The two PRs are similar and both touch chat CLI URL handling, but the packet only shows soft similarity plus shared files\u2014not enough to conclude they are the same bugfix or clearly mergeable. They also point to different issue targets (#47139 vs #47138) and use different fixes (#47140 normalizes the stored base URL; #47303 rewrites a specific management call to the service root). That makes the conservative read: related, but not proven to be one single PR-worthy change." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24456,40 +27735,40 @@ "soft_pairs": [ "pull_request:47165|pull_request:47289" ], - "prepared_review_unit_hash": "1e0ec0331c99b483187b0ce7f89ef2873bf592175bf2a0b0ccef87c54ddc1d6b", + "prepared_review_unit_hash": "0e2f186906b40e51a9244121be30f45dfbb85629326ef5f4fe3da72e54a3bc9b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5853, - "estimated_input_tokens": 1464, - "estimated_eval_tokens": 3184 + "serialized_chars": 5852, + "estimated_input_tokens": 1463, + "estimated_eval_tokens": 3182 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5853, - "estimated_input_tokens": 1464, - "estimated_eval_tokens": 3184 + "serialized_chars": 5852, + "estimated_input_tokens": 1463, + "estimated_eval_tokens": 3182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The only soft-linked pair is not a duplicate: one PR adds FSDP plans to many model classes, while the other adds pipeline-parallel native inference and related test markers/plumbing.", + "summary": "These are two unrelated open PRs: one adds FSDP plans across many model classes, while the other implements native pipeline-parallel inference and test/marker plumbing. They do not look like the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47289 is the more self-contained feature PR; 47165 is a broad cross-model metadata sweep for FSDP support.", + "canonical_pr_reason": "No canonical PR for a duplicate cluster: PR #47165 is a broad FSDP-plans rollout, while PR #47289 is a separate pipeline-parallel inference feature with different code paths and supporting tests.", "best_issue_reason": null, - "best_pr_reason": "If one PR must anchor the cluster, 47289 is the cleaner representative because it targets a single pipeline-parallel feature path rather than a wide model-wide FSDP pass.", + "best_pr_reason": "PR #47289 is the more self-contained feature PR, but it is not a duplicate of #47165; the two changes target different distributed-training/inference mechanisms.", "soft_edge_verdicts": [ { "left": "pull_request:47165", "right": "pull_request:47289", "accept": false, - "reason": "Reject: these change different distributed features and code paths. 47165 adds `_fsdp_plan` entries for model classes; 47289 adds pipeline-parallel inference support plus marker/test plumbing." + "reason": "Different features and code paths: #47165 adds _fsdp_plan entries to model implementations, while #47289 adds pipeline-parallel inference support, markers, and related loading/runtime changes. They would not plausibly merge into one PR." } ] }, @@ -24502,8 +27781,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 33, + "component_index": 34, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24519,12 +27798,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "8fd7d362a4ca1c54a1ba49647e5e1ea80ce5f3e121f879a84d8b0ef5cb86e2d2", + "prepared_review_unit_hash": "0b3de300fb03dffd50f7617859363f16d7b1dceb112db5d9f1d65daf48ffd24c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -24532,7 +27811,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -24541,18 +27820,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs target different parts of Transformers and fix unrelated bugs: training loss scaling vs generation token filtering. The soft similarity is superficial, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two PRs are unrelated: one fixes loss scaling during gradient accumulation with label smoothing, the other adds/respects `min_tokens_to_keep` in `TopHLogitsWarper`. They should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47261 is the stronger canonical representative because it has an explicit issue target, a narrowly defined training bug, and a concrete code-path fix in trainer/label smoothing.", + "canonical_pr_reason": "No canonical PR: these PRs address different code paths and different bugs, so there is no single underlying change to merge them into.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the best overall fit for the cluster because it is the most clearly scoped and well-grounded in a specific bug report, while PR 47262 is a separate generation change in a different subsystem.", + "best_pr_reason": "PR 47261 is the better representative only because it has an explicit issue target and a narrowly scoped bug fix; PR 47262 is a separate generation feature/bug fix and not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different underlying problems in different code paths: 47261 fixes gradient inflation in Trainer label smoothing during gradient accumulation, while 47262 adds min_tokens_to_keep handling for TopHLogitsWarper in generation. They are not the same change and would not be merged into one PR." + "reason": "Different subsystems and different problems: trainer label smoothing/gradient accumulation vs generation logits warping. They do not look like the same underlying bug or change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index fffd8f1fa8f6979bc6b2610380caf6780b21d77e..749b855a2ce0ea2297eba58cf5c61e9551bd2a72 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260713t180023z", + "analysis_id": "hybrid-model-20260714t000025z", "archived_artifacts": { - "hybrid": "snapshots/20260713T180023Z/analysis-runs/hybrid-model-20260713t180023z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260713T180023Z/analysis-runs/hybrid-model-20260713t180023z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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"issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "f95128fde9597d99369c9c4bfcdce2a94ca0f02fd3ca257b9eeb4f8e09fbf887", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46279, + "estimated_input_tokens": 11570, + "estimated_eval_tokens": 23396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated; only the ZeRO-3 \"index 0 is out of bounds\" reports and the torch 2.4.1 compatibility reports look like true duplicates. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43638 is the best canonical representative for the ZeRO-3 loading failure subgroup: it most clearly states the shared \"index 0 is out of bounds\" bug and matches the near-identical 43596/41762 reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43638 is the strongest issue to keep because it is the clearest, most specific description of the recurring ZeRO-3 empty-tensor indexing failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different problems: Qwen3.5 config attribute mismatch vs streaming chat/completions inference failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures on different backends/hardware: AMD GPU issue vs MPS histogram/int issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific bugs: image preprocessor/model dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/backend complaints, but they affect different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model/runtime failures; no shared underlying bug or fix path." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE/model issues; not the same code-path problem." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error are distinct failures." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export problems; no shared concrete bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error is unrelated to Qwen3 device-mapping cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs outdated RAG examples; one is runtime behavior, the other documentation." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export failure vs import error; unrelated code paths." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they reference different removed features and should not be merged just for being docs." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/model-loading problems with no common underlying bug." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume/trust-remote-code issue is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Zero-3 loading index error vs mask/tensor shape mismatch are different failure modes." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading bug is unrelated to resume-training remote-code behavior." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors: ZeRO-3 index error vs mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch is not the same as Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model-resume issue vs broken official example." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration bug and resume-training issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the reported failures and code paths are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-identical ZeRO-3 index-0-out-of-bounds loading failure with the same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save inconsistency are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA weight merge/save behavior." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral vs remote-code config_class attribute error are distinct issues." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the actual errors and affected paths differ." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model/backend issues; no shared fix candidate." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as a mask indexing error." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram/int backend failure is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model component, but the reported failures are different: CPU offload incompatibility vs uninitialized-memory materialization." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Training recompute mismatch and custom trainer signature change are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/device issues; no shared concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing error and image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are model/runtime errors, but they are different models and different failure mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Image dtype mismatch vs MPS histogram/int backend limitation are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE model bug vs MPS backend limitation." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3 NVFP4 runtime error is unrelated to TRL embedding unpacking." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL input-embedding unpacking bug is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call is unrelated to Qwen3.5 TRL SFT unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-index failure during model loading; Gemma3 is another manifestation of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups, but they target different removed APIs and should stay separate." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/model issues; no shared underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior and Phi-tiny-MoE autocast mismatch are different problems." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs trainer API signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU model failure vs documentation example issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call is unrelated to mask shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report, with nearly identical scope and root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge cases. The ZeRO-3 index-out-of-bounds cluster and the torch 2.4.1 pair are the only clear duplicate-like matches, and the rest are appropriately rejected as different bugs or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "372e3c4a385587a5d8a18c07535117e9f21fef729b75dec535aa8c94a14a8409", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39735, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated regression reports, with one strong duplicate pair around AutoTokenizer token IDs and one plausible ZeRO-3 loading duplicate. The rest differ by model, subsystem, or failure mode.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45812 is the clearest representative: it describes a concrete, broad v5 AutoTokenizer regression affecting multiple model families, and it has a direct duplicate in issue:45920.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best global issue candidate because it is broad, user-facing, and captures the shared tokenizer regression more cleanly than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch 2.4.1 vs transformers 5.8.0 incompatibility is a different problem from USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Both mention loading/breakage after a version change, but the affected code paths and symptoms differ." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Ovis2 checkpoint corruption and Sam3 text-encoder weights not loading are different model-loading bugs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "39290 is about Gemma3TextConfig missing sliding_window_pattern, while 41720 is Qwen3 auto device mapping with cudaErrorAssert on A800; the titles point to different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both are DeepSpeed ZeRO-3 loading failures with the same 'index 0 is out of bounds for dimension 0 with size 0' symptom, so they plausibly share the same underlying bug, though the model names differ." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are both docs-related, but one is about return_all_scores and the other is about the removed transformers run command." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS on AMD GPUs and table-question-answering crashes are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy behavior and Qwen3-vl video StopIteration are different issues." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen-family models and device/template behavior, but one is a device_map forward mismatch and the other is a video-feature/video-token mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are distinct bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are different failure classes." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is broader, but it is not the same concrete regression as USE_DISTRIBUTED=0 support loss." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 regression: wrong token IDs across multiple model families." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG documentation are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis2 checkpoint corruption and NemotronH loading failure are different model-specific bugs." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but 39290 is a Gemma3 config attribute error while 43531 is a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but the mask-shape mismatch and the size-0 dimension error do not look like the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 unit-test load failure and Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Sam3 bf16 compilation regression are different model/code-path issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic compatibility regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and chat/completions streaming failure are both chat-related but not the same underlying bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 index error and torch/transformers incompatibility are different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo tracing and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Gemma4 PLE device mismatch are different model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure and MPS histogram Int error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram Int error are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different model-specific runtime issues with no concrete shared code-path problem." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compilation error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights and checkpoint corruption are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are loading-time IndexErrors, but the symptom details and model contexts differ enough that this is not the same concrete bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn fallback gating and remote-code config_class handling are different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "One soft-edge reason is not grounded in the packet: issue:39290 vs issue:41720 says both mention sliding windows, but 41720\u2019s title is about Qwen3 auto device mapping and cudaErrorAssert, not sliding windows. More generally, the duplicate call on issue:41762 vs issue:43596 is a bit strong for title-only evidence and should be phrased more cautiously as a plausible duplicate rather than a firm match." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "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", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "7cde6745f9ffa9fd10e5894133d922d6e9a17ee7e07cfe032070abd129a3e72d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38033, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with a few plausible duplicate subgroups. I accepted only the pairs that appear to share the same concrete bug path: Qwen video input regression, validation error-message bug, and custom-module cache collision.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly covers the whole set; the best broad representative is 45183 because it captures the shared input-validation/XOR error-message path seen across models.", + "canonical_pr_reason": null, + "best_issue_reason": "45183 is the most reusable root-cause-style issue in the set; the other accepted pairs are narrower regressions in separate subpaths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Related config/version breakage, but different concrete failures and code paths." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Both are version/device issues, but one is a torch compatibility problem and the other is a Gemma4 device-mismatch bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load in vLLM vs gpt-oss GGUF architecture support." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init incompatibility is unrelated to the Sam3 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related, but one is a mask indexing error and the other is a TRL unpacking failure." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Different symptoms: image preprocessor dtype mismatch vs bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both mention failures, but the underlying Qwen streaming API bug is not the same as the Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized incompatibility is not the same as the pydantic PretrainedConfig field issue." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both involve v5 regressions, but int4 memory growth and tied-weights handling are separate problems." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic breakage." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "Multi-GPU device-map failure for YOLO is not the same as the Sam3 compilation regression." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is a different code-path than the bf16 compile regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 BertModel out-of-bounds error are distinct." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers incompatibility are too broad to merge as the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal failures: image-preprocessor dtype mismatch vs video feature/token mismatch." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen video-input regression: both describe video features/tokens/template mismatch in Qwen3.5-family models." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are about SigLIP2 quality, but one is a relative embedding-quality complaint and the other is a broader pipeline/AutoModel failure." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 initialization failure and resume-training/remote-code issue do not share the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrap logic and uninitialized rotary embedding memory are different Qwen3.5 bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "FlashAttention issue and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5/TRl embedding unpacking failure." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both are model-input failures, but image dtype mismatch and SFT unpacking are different root causes." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate changes." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression on gpt-oss and a GLM5 issue do not match on the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to remote-code/custom-module loading resolving the wrong module because the cache/keying is not unique enough." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn fallback blockage are different subsystems." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is not the same as the broader translation-model tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and docs mentioning a removed command are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied-weight handling are separate issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and docs referencing removed run command are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights regressions." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are the same validation-path class of bug: incorrect or misleading decoder/input validation error handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the soft-edge accepts are conservative. The accepted pairs share plausible concrete bug paths: Qwen video-input regression, custom-module/cache collision, and validation error-message handling. The summary also stays appropriately cautious about the cluster 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": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:43828|issue:44928", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:41553|issue:43883", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "fb2cf999bf39a6c9ac973f8ff595e2273719deb1ed3544dd1edfe662535a367c", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37014, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated, but a few soft-edge pairs do look like the same underlying regression: non-persistent buffer corruption, StaticCache.get_seq_length return-type breakage, and Gemma4 quantized embedder dtype casting. No pull requests were present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the clearest and most general representative of the shared v5 regression around non-persistent buffers being corrupted during loading/materialization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best standalone issue to represent the cluster because it states the bug, regression scope, and failure mode in a broadly reusable way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different model families and different bugs: load failure for NemotronH checkpoints vs tied-weights issues on translation models." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are model-specific failures, but they describe different code paths and symptoms; no evidence of the same underlying bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different output errors; too broad to treat as one bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 appears in both, but one is a broken docs example and the other is a quality/discrepancy report; not the same issue." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical regression: both report v5 filling non-persistent buffers with junk/corruption during loading." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Training API signature mismatch vs DeepSpeed ZeRO-3 model loading failure; unrelated bugs." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both concern Mamba2 recurrence, but 47246 is a NemotronH-specific propagation issue and 46032 is a broader use_cache correctness bug." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Both involve loading/configuration regressions, but one is remote-code config fields and the other is buffer corruption; different bugs." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different error mechanisms." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized audio/vision embedder dtype-casting bug; 46932 even says it is the same as another issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality vs tokenization changes are different phenomena." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN/SDPA fallback are distinct failures." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is embedding quality; not the same concrete bug." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same API contract breakage in cache.get_seq_length(): it returns a tensor instead of an int, causing downstream failures." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention broken non-persistent buffers, but 45902 is a specific Qwen3_5Moe materialization issue and not clearly the same loading regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 implementation concerns, but one is a performance/quality report and the other is a broader HF-vs-JAX discrepancy claim." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Same model family, but one is a flash-attention crash on 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model components and failure modes: FSDP2 shared_kv_states KeyError vs uninitialized inv_freq buffer." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA inefficiency is unrelated to int4 quantization OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model failing to load; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error vs early-stopping metric handling; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug vs AMD GPU model execution failure; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and do not indicate a shared concrete defect." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading error vs FineGrainedFP8Config failure; different model/runtime issues." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss may be related to remote_code regressions, but 45020 is too broad to safely equate with this specific AutoConfig bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both touch memory/training concerns, but they describe different model families and distinct inefficiency causes." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging vs missing tied-weights attribute; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import failure for a model class vs bitsandbytes Int8Params constructor incompatibility; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the conservative soft-edge calls are supported by the issue titles/descriptions. The accepted pairs have clear textual overlap or explicit same-bug signals (non-persistent buffer corruption, StaticCache.get_seq_length contract breakage, Gemma4 quantized embedder dtype casting). No PR mergeability concerns apply because the packet contains issues only." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45715|issue:46315", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43881|issue:43883", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "e6d66465b2864bee584bc98f0f406abcae2aef4f8030d766afc93f2e6d48c79a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "Mostly a heterogeneous cluster of transformers regressions and model-specific bugs. Only one soft pair looks like a true duplicate; the rest share broad themes but describe different models, code paths, or symptoms.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 44509 is the best canonical issue because it is the broader, more complete description of the v5 docs/pipeline-removal problem and subsumes the narrower 43827 report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best global representative of the remaining cluster because it is the broadest umbrella around recent v5/remote_code breakages, even though the cluster is not truly cohesive enough for a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both involve tokenizer/attention plumbing, but one is a Mistral regex crash and the other is a flash-attn fallback gate; different bugs and code paths." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram int error vs device_map auto forward device mismatch are unrelated failures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different symptoms and models: a weight_only load failure versus a generic GLM5 issue with no clear shared code-path." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are broad regressions, but one is remote_code compatibility and the other is a Gemma4 device placement bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping-name failure is not the same as the broader remote_code breakage in 45020." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Gemma4 device_map placement." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer loading error for Voxtral and a GLM-4V loading failure are different model-specific problems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regressions and Kimi-K2.5 tokenizer codec handling are different underlying issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/tie_word_embeddings, but one is a model usability regression and the other is a warning about config hygiene." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes parameter constructor incompatibility is not the same as YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs and have different triggers." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "AutoModel.from_config unwrap bug for composite Qwen multimodal configs is distinct from remote-code config_class errors." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "DeepSeek tokenizer breakage and DeepSeek-Coder incorrect output are related only broadly; not the same concrete bug." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Generic remote_code breakages do not make these the same issue; the latter is specifically about missing config_class on remote-code models." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same stale v5 docs problem: removed pipeline tasks/functions are still referenced in summarization/translation documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights and non-persistent buffer corruption are separate state-loading issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V loading failure and Molmo tied-weights attribute error are unrelated model-specific loader bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Same general double-shift pattern, but different models and training setups; not the same underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run and _torch_extract_fbank_features() are too vague to treat as the same concrete defect." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed and Qwen-family training, but one is MoE weight conversion and the other is gradient averaging with GAS." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer loss-signature incompatibility is unrelated to the mask/index shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and a missing supports_gradient_checkpointing flag are different LoRA/model-integration issues." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "ZeRO-3 all-missing weights and language_model weight-loading failure are both Qwen3.5 load issues but not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unit-test loading failure for GLM-4.7 Flash and NemotronH checkpoint loading are different model families and failure modes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight error and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are v5.3.0 multimodal regressions, but one is a video-input regression set and the other is a specific Qwen3-vl-embedding StopIteration error." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The titles are similar, but there is not enough evidence they are the same exact mask/index mismatch bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF gradient explosion from 3D position_ids is a different code path than the flash_attention sink-less s_aux crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and suitably conservative. The one accepted duplicate pair, 43827/44509, is well supported by the titles, and the rest of the soft-edge rejections mostly stick to different models, code paths, or failure modes rather than overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43531", + "issue:41553|issue:44991", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:41553|issue:44488", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:44683|issue:46515", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "3bbaf13f0f461a46349bbb7e46ea0bf0124853441f4d3e8b77765e9a46340d81", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37345, + "estimated_input_tokens": 9337, + "estimated_eval_tokens": 18930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers regression issues, with a few clear duplicate mini-clusters: custom model initialization, Siglip2 incorrect outputs, and strict config-validation load failures.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43646 is the broadest and most central regression report in the set, and it directly overlaps with 43645; it best serves as the anchor for the custom-model initialization duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best representative issue because it states the regression at the highest level and has the clearest direct duplicate candidate among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failure modes: Mistral-3 image preprocessor dtype mismatch vs a broken Nemotron example." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both mention model behavior, but these are unrelated bugs: GGUF support for gpt-oss vs a Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated code paths: Qwen3.5 PagedAttentionCache/linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading-related, but one is checkpoint loading and the other is text-encoder weights not being loaded; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF topics: model packaging support vs sliding-window handling in Qwen3-MoE." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer/model loading, but they affect different models and symptoms; no shared underlying bug is evident." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Deepspeed ZeRO-3/Bert index error is unrelated to a torch-version compatibility complaint." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position logic, but they are different models and different failures (wrong scaling vs uninitialized memory)." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No meaningful overlap beyond being model/runtime issues; GGUF support and missing Float8 storage are distinct." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different problem class: ZeRO-3 training crash vs generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same family (Gemma4) but different bugs: per-layer shared_kv_states rebuild vs device mismatch under device_map=auto." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes and subsystems: FineGrainedFP8Config failure vs meta-device loading regression." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated inference bugs: AudioFlamingo3 track leakage vs Whisper empty-transcription failure." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and failure modes: Mistral-3 image dtype mismatch vs Qwen3-vl video StopIteration." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing model class is not the same as meta-device loading breakage." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and long-OCR index error are unrelated regressions." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading complaints, but the model-specific failures and descriptions do not indicate the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No overlap: 3d_parallel.py execution failure vs GGUF architecture support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video inference bug and an MPS histogram implementation error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same custom-model initialization regression, with 43646 being the broader version and 43645 the notebook-specific manifestation." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Same general Qwen family, but different code paths and symptoms: video StopIteration vs TRL embedding unpacking." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/position handling, but one is a Qwen3.5 flash-attention crash and the other is a static-cache slice-arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but one is torch>=2.9 compiled flex_attention and the other is torch 2.4.1 incompatibility; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and mechanisms: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids crash." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both mention PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a specific ZeRO-3 CheckpointError; not the same underlying defect." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to a general torch version incompatibility claim." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping model addition failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different inference failures: Qwen3-vl video StopIteration vs a generic mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same symptom class: Siglip2 produces incorrect/meaningless outputs in both reports." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both point to the same strict config-validation regression blocking model/config loading." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/Bert initialization crash is unrelated to the add-new-model-like tokenizer mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures with no shared code path: empty-tensor index error under ZeRO-3 vs tokenizer-mapping registration logic." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice is reasonable, and the accepted soft-edge pairs are all supported by the issue titles/descriptions without overreaching. No PR-pair mergeability issues 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": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45488|issue:45812" + ], + "prepared_review_unit_hash": "f1542c0088f86f076f6546a61344e040f98532767b0d03f6d8f28f3a8eea6cec", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of distinct model- and regression-specific issues; only the two \"non-persistent buffers filled with junk\" reports look like a true duplicate pair.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the cleanest canonical for the only clear duplicate pair: it states the Transformers 5.0.0 non-persistent-buffer corruption plainly, and the matching issue (44534) is just a title variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best overall representative of the broader set because it describes a core Transformers v5 initialization regression with likely downstream impact on multiple loading/init bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 4-bit multimodal quantization bugs, but one is a torch.finfo uint8 TypeError in audio modules and the other is an unsafe dtype-cast issue in multimodal embedders; not the same failure path." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different subsystems and symptoms: tokenizer-mapping add-new-model-like failure vs a tensor mask shape IndexError." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading regressions, but they target different models/code paths: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Core Transformers v5 init-flag regression vs a Kosmos2.5 OCR long-input index error; unrelated bugs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload related, but one is quantized dequantized-model device_map loading and the other is mmap on Strix Halo OOM; no clear shared bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one reports zero probabilities during inference while the other is a docs example with model/processor mismatch and quantization failure." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both mention Qwen3/Qwen3Moe, but the failures are different: cudaErrorAssert on auto device mapping vs FineGrainedFP8Config incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying bug: Transformers v5 fills non-persistent buffers with junk. The titles are essentially the same regression reported twice." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE HF4/HF5 compatibility regression vs Gemma4 resize_token_embeddings not updating per-layer/output embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 vs Qwen3.5 flash-attention generation bug; different model families and symptoms." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures for different BERT repos, but the reports don\u2019t indicate the same concrete root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint-loading failure vs Qwen3.5 tensor-parallel plan omission causing OOM/shape errors; unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions in the same family: ZeRO-3 weight loading for language_model vs save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call vs broken Nemotron example; different models and bugs." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is AutoModelForCausalLM ignoring dtype on composite checkpoint load and the other is from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "The buffer-corruption regression is unrelated to the Jupyter custom-model initialization issue." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but they affect different models and likely different mechanisms." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one is a broken documentation example with mismatch/quantization errors and the other is nonsensical outputs from AutoModel/pipeline." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and failures: Qwen3 MoE weight conversion with accelerate+deepspeed vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "General memory issue during Qwen3 MoE training is not the same as quantization offloading not working." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and distinct loading failures: GLM-4.7-Flash unit tests vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Versioned Qwen3 MoE loading regression vs generic resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Same broad theme of loading/model changes, but this is a distinct Gemma/T5Gemma embedding-update bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is a Transformers 5.x int4 reserved-memory/OOM regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps miscalculation is unrelated to SGD optimizer args being ignored." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different persistence bugs: GLM5 vs quantized-by-sinq save/load breakage." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model serialization/loading, but extra_state handling and unexpected _is_hf_initialized argument are distinct issues." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different model families and different tokenizer behavior changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical duplicate pair 43644/44534 is well supported, and the other soft-edge calls stay conservative given the packet. Minor caveat: the best-issue rationale would be safer if it avoided implying proven downstream impact and simply said 43632 is the clearest Transformers v5 init-regression representative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43828", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:44402|issue:44488", + "issue:44910|issue:45588", + "issue:45663|issue:45759", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:36010|issue:39404", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43828|issue:43957", + "issue:43645|issue:44164" + ], + "prepared_review_unit_hash": "826ccf065c6be6d07292501ab586830ed08b7baaf92ee4ba8ddb72175bd6e22b", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct bug reports across different models/features; only the two resize_token_embeddings reports look like the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45276 is the better canonical issue: it states the core resize_token_embeddings propagation bug clearly and includes the affected Gemma4-specific details, while issue:45292 reads like a narrower generic variant of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest global representative because it is the most specific and complete description of the shared resize_token_embeddings bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same symptom pattern, but these are model-specific training-loss bugs in different architectures; not enough evidence of one shared root cause." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings, but the affected model paths are different and the reported failures are not the same code-path issue." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated crashes in different entrypoints/models; no shared underlying bug is apparent." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are compatibility/loading regressions, but they concern different mechanisms and code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to the mmap/OOM issue." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading problems, but the specific failure modes and likely causes differ." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash_attention, but one is a 3D position_ids misparse and the other is an s_aux=None attribute crash." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs in different model/config paths; too broad to treat as the same issue." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "A device-mapping CUDA assert is unrelated to the AudioFlamingo3 batch leakage bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they target different model families and there is no clear shared root cause." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "A documentation example error is not the same underlying problem as the GLM5 issue." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading memory regressions, but the symptoms and code paths differ." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing behavior and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model components and failure modes; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "A generic ModelOutput key-assignment bug is not the same as the VideoPrism output-field mixup." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve quantization, but one is NVFP4 loading and the other is MXFP4 fallback behavior." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and mmap OOM mitigation are distinct issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure mechanisms; no duplicate signal." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "A SwitchTransformers config edge case is unrelated to the Gemma4 FSDP2 attention bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: int4 reserved-memory growth vs mmap/OOM on a specific platform." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both mention Nemotron, but one is checkpoint loading and the other is an example breakage; not enough to merge." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression and strict config loading are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings propagation bug; 45276 is the more detailed Gemma4-specific report and 45292 is the generic variant." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 position_ids/SDPA bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the mmap/OOM issue." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and continue_final_message are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention attribute crash and Gemma4 FSDP2 shared_kv_states rebuild are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to meta-device loading failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice for the resize_token_embeddings pair is supported by the titles/details, and the remaining soft-edge verdicts avoid overclaiming shared root cause across clearly different models or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:43425|issue:47228", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44589|issue:44756", + "issue:46894|issue:46901", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:43425|issue:46869", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:43906|issue:44530", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081" + ], + "prepared_review_unit_hash": "57e4d0a55a99a4d036eccbb954b334932bd6a1d86d28212d3e2c68f3d786512d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers regressions around loading, tokenization, model init, and training. Only one soft pair looks like a true duplicate: the two resize_token_embeddings reports describe the same propagation bug.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45292 is the cleanest generic statement of the shared bug class: resize_token_embeddings updates one embedding path but not the other. The paired T5Gemma report is a narrower manifestation of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best umbrella issue for the duplicate cluster because it describes the underlying API defect without model-specific framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but they are different failures: file permission propagation vs loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Unrelated problems: torch 2.10 incompatibility versus a Sam3 bf16 compilation regression." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions with different symptoms and likely different code paths." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate the resized embeddings correctly to downstream/output embeddings, with T5Gemma as a model-specific instance." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: missing Float8 storage versus disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same broad pattern, but not enough to treat as the same concrete bug; they are separate model-specific double-shift reports." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model versus a broader failure to load a different model." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype/compatibility, but one is a torch version incompatibility and the other is an autocast mismatch on a specific model." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids versus a round-trip tokenization spacing bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs is a correctness regression, not the convert_tokens_to_ids slowdown." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility is unrelated to YOLO multi-GPU device_map behavior." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 model-loading regressions, but one is about base_model_prefix and the other about notebook-defined custom model initialization." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to the tokenization-behavior change." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue is unrelated to a Mistral-3 image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen models and an IndexError from mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage and non-template-node compilation are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they refer to different removed pipeline tasks and do not look like the same duplicate." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to AutoModelForCausalLM.from_config unwrapping text_config." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A model/pipeline correctness issue and a ModelOutput key assignment bug are not the same underlying problem." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict on T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/exportability with torch_compilable_check is unrelated to Perceiver interpolation failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction issue and a Qwen3.5 PagedAttentionCache crash are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Sinq quantization save/load corruption is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These describe different failures with no shared concrete code path." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and stem from different mechanisms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most pairs are clearly heterogeneous by title and issue type, and the only accepted duplicate pair, issue:45292 / issue:45335, is a conservative match on the same resize_token_embeddings propagation bug. The remaining soft-edge rejections are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45823", + "issue:45859", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050" + ], + "soft_pairs": [ + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:44488|issue:45081", + "issue:45479|issue:46897", + "issue:36032|issue:42915", + "issue:43299|issue:43931", + "issue:43611|issue:43644", + "issue:43716|issue:45084", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:39404|issue:44671", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:36032|issue:43645", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "ab58cad775116c0ce60723cd8229c30b3607f41d57e92ca03772d23e852985cf", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36773, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "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 and model-specific bugs. There is one plausible near-duplicate pair in the Qwen3-VL loading reports, but the rest are distinct issues across tokenizers, loading, quantization, and training paths.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative v5 regression report in the set; it captures the general custom-model initialization breakage better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best standalone issue here because it is clearly stated, broadly applicable, and more central than the highly specific downstream bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but they affect different models and symptoms; not the same underlying bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language handling and GPT-OSS quantization fallback are unrelated code paths." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 multimodal bugs, but one is a device-map forward mismatch and the other is a 4-bit dtype-cast issue in embedders." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Classification zero-loss behavior is not the same bug as CohereASR's training-loss double-shift issue." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different problems with different causes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated failures." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and different root causes." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized regression is unrelated to CanineModel ONNX export dtype mismatch." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json and Mistral regex patch crashes are different tokenizer bugs." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different training-loss symptoms; not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer attribute conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both reports point to Qwen3-VL MoE model loading failures, with one describing the generic break and the other the concrete shape-mismatch symptom in the same load path." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base-model-prefix loading regression and junk-filled non-persistent buffers are separate v5 regressions." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and template-node compilation failure are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3 are different bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer.json being ignored and DeepSeek-Coder's incorrect tokenizer output are not clearly the same issue." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3 text encoder weights not loading are different model-specific regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping generation failure and flex_attention compilation failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Dynamo grouped_mm tracing failure and template compilation error do not share a concrete code path." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "These are separate model-loading failures for different repositories and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are distinct issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache crashing on Qwen3.5." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload behavior, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding offload incompatibility are different bugs." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL iterable multi-image finetuning and mistral_common continue_final_message handling are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL multi-image dataset handling are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and notebook custom model initialization breakage are different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one concerns non-persistent buffers and the other custom model initialization." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are mostly conservative. The only positive duplicate judgment is the Qwen3-VL loading pair, which is well supported by the titles and remains within a reasonable conservative read." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:46178", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:44811|issue:45584", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43208|issue:47013", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:43262|issue:43377", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44008|issue:46899", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "f1d2fa8b1c0311112dd1d1195cdcb9f7aad37114bc6463402f4451c2dceec38d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35745, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of similarly worded but largely unrelated closed issues. The shared keywords are broad (Transformers v5, loading, tokenizer/model init, audio, xLSTM, GGUF), but I do not see any pair that clearly describes the same underlying bug or fixable change.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue: the items span many distinct subsystems and failure modes, so lexical similarity is not enough to treat any one issue as the duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the cluster; the set is heterogeneous enough that picking one would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend/package availability, but one is a missing TensorFlow backend in a torch extra and the other is an unsupported `tensorflow_text` backend mapping; different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction regressions, but one is an unsupported `center` argument in `LasrFeatureExtractor` and the other is a `_torch_extract_fbank_features()` issue; not the same root cause." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup `TypeError` and `_is_hf_initialized` regression are unrelated code paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 load failures, but they target different models and likely different loader regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoE invalid-method call are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a broad `gguf_file`/`from_pretrained` breakage and the other is a Qwen2.5-specific v5 failure; not enough evidence of one shared bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both concern Whisper token handling, but one is `batch_decode(skip_special_tokens=...)` being ignored and the other is empty-transcription failure after `align_special_tokens`; distinct symptoms." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "`device_map=auto` offload/dequantization failure is unrelated to GGUF model loading." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and `continue_final_message` for `mistral_common` tokenizers are different failures." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "The first is a multi-bug xLSTM meta-issue; the second is one specific train-mode unpacking crash. Same area, but not the same underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU `device_map=auto` failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in notebooks and remote-code `config_class` handling are different regressions." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and a Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor chat-template sample-rate defaulting and MIMI batch-padding-mask behavior are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage and non-persistent buffer junk filling are different code-path problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems: model loading failure versus Mistral regex patching." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both mention output mismatches, but one is missing padding-mask support in MIMI and the other is DAC `from_latents` vs forward pass/STE behavior; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL RoPE indexing bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "One is a Qwen3Moe FP8 config failure; the other is an `init_empty_weights`/`_is_hf_initialized` argument regression." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated Trainer bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch `lm_head.weight`, but one is a model-specific tie bug and the other is serialization inconsistency across devices; different issues." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer `add_special_tokens` conflict and MobileLLM key error are different load-time failures." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument collision and a model loading regression are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different failure modes; only broad loading semantics overlap." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are unrelated multimodal bugs." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 4-bit dtype-cast issues are different bugs despite both being multimodal/quantization related." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different FP8-related failures: one is config handling, the other is missing storage support for `Float8_e4m3fnStorage`." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:45923|issue:47254", + "issue:36032|issue:41720", + "issue:44464|issue:45987", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:43883|issue:44488", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43872|issue:44291", + "issue:45216|issue:45357", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43632|issue:44756", + "issue:40990|issue:44811", + "issue:43883|issue:44991", + "issue:42796|issue:46710", + "issue:35707|issue:40444" + ], + "prepared_review_unit_hash": "f0ed6a27b5f820a412cf2156066e1ceca698e06ae3e8269729584b5a9513cf9f", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36923, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster with only a small Transformers v5-loading/init subset. The clearest duplicates remain the `_is_hf_initialized` loading regression pair and the Qwen3.5 save_pretrained pair. For anchoring the broader v5 regression theme, issue:43611 is the better canonical issue because it is earlier and more general than issue:43632; 43632 is still relevant, but it is not the earliest or broadest report in the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43611 is the earliest and broader Transformers v5 loading regression here, covering model-loading breakage around `base_model_prefix`; issue:43632 is a related but more specific v5 init-flag failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to represent the cluster\u2019s v5 loading regression subset because it is the earliest, broadest report and sits at the center of the overlapping loading failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs granite_speech strict config loading." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a missing support flag and the other is a PEFT+DeepSpeed checkpointing error; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict vs Qwen3 auto device mapping cuda assert; unrelated code paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different issue from StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export + torch_compilable_check failure is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized regression is not the same as TimesFM window_size AttributeError." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal load/processing problems, but different models and different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen vision/video processing, but one is a broad video-input regression and the other is a specific still-image temporal-position scaling bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache-length type contract; not the same underlying problem." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility vs noisy load logging; no shared bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope/index scaling regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` keyword-argument regression: one breaks bitsandbytes Int8Params, the other init_empty_weights model loading." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained checkpoint-serialization bug, specifically incorrect visual encoder keys / incorrect saved checkpoint contents." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading failure and the other is non-persistent buffer corruption." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction issue vs compiled flex_attention torch>=2.9 failure; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow convert_tokens_to_ids performance regression; different bugs." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but the model families and the failing mechanisms differ." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise is not the same as tokenizer load failure." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a Granite token-id regression and the other is a CodeLlama leading-space round-trip issue." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs PEFT/local-checkpoint loading failure; not the same underlying issue." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is different from a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`_is_hf_initialized` arg handling is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper load failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and multi-image IterableDataset finetuning are different problems." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "v5 loading/init regression vs Strix Halo mmap OOM; different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute issue is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable-dataset finetuning." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge calls are mostly conservative, but the canonical/anchor rationale overstates the evidence: issue:43611 is earlier than issue:43632 and is also a Transformers v5 loading regression, so calling 43632 the \"broadest, earliest\" v5 compatibility report is not grounded. Please soften that claim or justify why 43632 is preferred over 43611." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:43296|issue:46821", + "issue:43482|issue:45538", + "issue:42175|issue:43296", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44291|issue:44877", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:40444|issue:47217", + "issue:42915|issue:43482", + "issue:43873|issue:45701", + "issue:43701|issue:45325" + ], + "prepared_review_unit_hash": "87a9f591d86a574ed6f086fe047fbd2963fe3a8fe7d6ec356f0e36746b408b5a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36968, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are only thematically similar, not the same concrete bug. I would not merge any of the proposed duplicates with the evidence provided; the closest subgroup is around Qwen2.5-VL position-id handling, but the titles still describe different failure modes.", + "confidence": 0.76, + "canonical_issue_reason": "45325 is the most concrete and code-path-specific report in the closest subgroup: it names the exact failing function (`get_rope_index`) and a clear regression condition, making it the best canonical representative if the Qwen2.5-VL position-id reports are collapsed.", + "canonical_pr_reason": null, + "best_issue_reason": "45325 is the strongest issue to anchor on because it is specific, reproducible, and tied to a clearly identified implementation path; the other nearby Qwen2.5-VL issues are broader symptom reports rather than the core bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding window vs init_empty_weights `_is_hf_initialized` argument." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model/loading problems: Qwen2.5-GGUF/v5 loading vs Llama4Config missing `pad_token_id`." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different code paths: Qwen3 auto device mapping CUDA assert vs Mistral regex patch crash." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is special-token insertion behavior." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Related to TensorFlow availability, but the symptoms and install scenarios are different enough to treat separately." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL loading vs TimesFM `window_size` attribute error." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model bugs: GGUF loading regression vs CLIPTokenizer max length constant." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "No shared underlying bug; packaging/backend issue vs model loading failure." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one ignores `tokenizer.json` and the other returns wrong Granite token IDs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different issues: ModelOutput key bookkeeping vs non-persistent buffer initialization." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different symptoms and scope: device_map/offload loading vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs issues, but they concern different pages and different examples." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is loading with `base_model_prefix` and the other is custom initialization behavior." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different model families and failure modes: MIMI padding-mask batching vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model components: Video-LLaVA visual tower issue vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated code paths: `torch.export`/`torch_compilable_check` vs bfloat16 dtype mismatches." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization bug is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Only broadly related through Qwen2.5-VL multimodal inputs; one is finetuning with multiple images, the other is video position IDs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL rope index scaling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different problems: missing temporal attention / shared weights vs incorrect visual encoder keys on save." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but not clearly the same bug: implementation discrepancy vs nonsensical outputs in pipeline usage." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Closely related topic, but the reports describe different failing scenarios (still-image temporal scaling vs video vision IDs)." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: unexpected constructor argument vs strict config loading failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention `lm_head.weight`, but one is untied weights causing bad generation and the other is serialization inconsistency." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different classification failures: flash-attention training degeneration vs zero-loss bug with `problem_type`/`num_labels=1`." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Different multimodal bugs: finetuning with multiple images per prompt vs image placeholder handling in user text." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model/config problems: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading regression." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Different domains: quantization/offloading behavior vs tokenization changes across versions." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Unrelated issues: resume-from-checkpoint key mismatch vs Qwen2.5-VL rope-index scaling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:40990|issue:45584", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:41553|issue:43582", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:43749|issue:44534", + "issue:36331|issue:42617", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43322|issue:46050", + "issue:41720|issue:44977" + ], + "prepared_review_unit_hash": "e515dac56bc0bc256d363152b20cab51b827ffe62b4dce7c86e51610a9cd810e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37644, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with one loose subtheme around loading/offload/quantization/device-map failures. None of the soft pairs look like true duplicates or the same fixable code path.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43873 is the broadest representative of the small offloading/quantization/device-mapping subset, but it is still only an umbrella-type bug report rather than a confirmed duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best overall representative for triage because it captures the common offload/quantization theme better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Both involve tokenizer/video-adjacent behavior, but one is a BPE-marker tokenizer bug and the other is a video position-id regression; different failures." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failure with torch_compilable_check are different code paths and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and bugs: a multimodal video-input regression versus a Gemma4 device-mismatch forward failure." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity quality issue vs empty-transcription generation failure; not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are separate problems." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset loading and inputs_embeds/past_key_values generation are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with past_key_values is not the same as auto device-mapping CUDA assert." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but the model, failure mode, and code path differ." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation is unrelated to torch.export failing on compilable checks." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch during offload is not the same as DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying and torch.compile SDPA failure are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+deepspeed MOE weight conversion and a missing gradient_checkpointing flag are not the same issue." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and FineGrainedFP8Config loading failure are different problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity is a model-quality symptom; gradient checkpointing ineffective with LoRA is a training/memory bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error-message quality and Apple Silicon TypeError are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different subsystems and failures." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and model families; not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tying lm_head weights and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI and OmDet processor resolution mismatch are different issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are separate regression classes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss kwarg incompatibility and a 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both are offload/loading related, but one is dequantized model loading with auto device map and the other is generic quantization offloading; not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight-tying bug and packed-weight unpacking during accelerate loading are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batch-vs-single padding-mask issue and Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in config and text_config unwrapping for multimodal configs are distinct config-loading bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "CUDA assert with auto device mapping and Llava Next segfault on load are not the same underlying problem." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "An off-by-one mask bug and a tokenizer performance regression are different issues." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading regression for est-roberta are different failures." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault and sinq quantized save/load breakage are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-mapping CUDA assert and Qwen3.5 flash-attention generation failure are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:36010|issue:42617", + "issue:46612|issue:46858", + "issue:43646|issue:46665", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43881|issue:44488", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:41720|issue:45161", + "issue:44610|issue:44898", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:44423|issue:45406", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "4090bc58a304fb28564f49714d7caa736c5a7a9fa0973420900137393b1eea7b", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35922, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs only share broad subsystem overlap (trainer, generation, loading, multimodal, quantization) and are not the same underlying defect. No PRs are present. The best single issue anchor is 43708 because it is the most concrete and well-scoped bug report in the set.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43708 is the strongest representative: it describes a specific, reproducible Trainer resume_from_checkpoint/max_steps bug and is more precise than the older related checkpoint report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory/resource problems, but one is int4 quantization OOM and the other is a T5/apex RMSNorm leak; different bugs and code paths." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss is a model/eval correctness issue; the other is a tokenization-version regression. Same broad area, not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and failure to run 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug and tokenization changes are different subsystems and failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve saving/loading Qwen3.5 artifacts, but one is tied lm_head serialization and the other is incorrect visual encoder keys; not the same concrete bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload issues and Strix Halo mmap OOM are different root causes despite both touching memory/offload behavior." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup are separate Trainer bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes with NER/padding and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram error in MoE models and TimesFM window_size AttributeError are distinct issues." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A regression around processor.tokenizer/images is not the same as tokenization differences across versions." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Loading specific BERT models and XLMRobertaTokenizer's Unigram init bug are different loading failures." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "One is a dummy Conv2d in Sam3PixelDecoder, the other missing Sam3Model text encoder weights; same family, different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel execution failure are unrelated." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder skipping and _prefill cache length device-tensor arithmetic are different generation/cache bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage and from_pretrained behavior inside classes are related only at a very high level, not the same code-path problem." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet accelerate loading are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer checkpoint resume max_steps are entirely different components." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and OmDet-Turbo processor image-size mismatch are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile SDPA and bark CPU-offload device mismatch are not the same failure." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two unrelated model-loading failures for different models and root causes." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are different quantization/offload problems." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert and GPT-OSS tensor-parallel failure are both parallelism issues but not the same defect." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution related, but they affect different models and different logic: processor output size vs interpolate_pos_encoding behavior." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 device mismatch under auto mapping are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are different Trainer/model-setup issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serve/multimodal paths, but one is a continuous-batching crash and the other is a Gemma4Processor missing _tokenizer attribute; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "BitNet packed-weight loading and kernels v0.15 import-time version requirements are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43653", + "issue:43716", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:36331|issue:41720", + "issue:44734|issue:46858", + "issue:44671|issue:44743", + "issue:44464|issue:46858", + "issue:44186|issue:44361", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:29159|issue:36032", + "issue:43881|issue:44991", + "issue:30064|issue:34634", + "issue:42915|issue:43322", + "issue:43452|issue:47020", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43526|issue:43883", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43257|issue:47254", + "issue:43550|issue:43653", + "issue:44492|issue:44509" + ], + "prepared_review_unit_hash": "f2123705129bf9017da7d958d34e64e06c1684470ddb18c57894d7ff7ac91880", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35393, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "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 unrelated Transformers bugs across tokenizers, training, cache/generation, multimodal loading, configs, and docs. All soft edges look like loose thematic similarity rather than the same underlying defect.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the apparent links are weak topic overlaps, not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the set mixes unrelated bug classes and would not be a reliable anchor for deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Both involve model/config details, but one is a Qwen3-MoE sliding-window/cache bug and the other is a StableLM config field regression; different underlying issues." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "A custom trainer signature mismatch is unrelated to Qwen3 auto device mapping and cuda assert failures." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/generation, but one is serve-time KV continuation indexing and the other is static-cache seq-length tensor arithmetic; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction drift and Qwen3 recurrent state reset are different model-specific problems." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and cache seq-length device tensor bugs are distinct code paths and fixes." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer errors, but one is NER/padding/truncation crashes and the other is an MLuke task AttributeError; not the same defect." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated filesystem issues." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated model/config failures." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation map processing are unrelated training vs image-processing bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is an API discrepancy in Gemma3 text config and the other is GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization behavior changes and FP8 weight_scale handling are different classes of regression." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5 add_special_tokens name conflict are separate tokenizer issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure and EMBEDDIA tokenizer loading regression are unrelated failures on different models." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map handling and BarkProcessor voice_preset behavior are different processor bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Llava Next segfault are both model-loading problems but not the same code-path issue." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading breaks in from_pretrained, while XLMRobertaTokenizer passes the wrong type to Unigram; unrelated bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A MacOS CLIP bus error and inputs_embeds/past_key_values progressive generation are unrelated issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and Molmo missing all_tied_weights_keys are separate model/processor failures." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3 multimodal issues, but one is video-input validation and the other is weight_only loading; different concrete failures." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3-family, but one is sliding_window cache behavior and the other is composite config text_config unwrapping; not the same bug." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and inconsistent from_pretrained inside Python classes are unrelated regressions." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral-3 preprocessor dtype mismatch are unrelated model-loading problems." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and PEFT+ZeRO-3 checkpoint errors are different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and documentation mentioning removed pipelines are unrelated; one is code, the other docs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "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:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:43531|issue:46821", + "issue:34567|issue:35707", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:41720|issue:45704", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:44368|issue:45357", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "88a366b67b51b69a54d6563ece9ed7ff189bb3d9f057c9770856418d469c938e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36433, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are thematically related but describe distinct bugs; the only clear duplicate is the two Qwen2_5_VLProcessor.apply_chat_template reports with identical failure mode on batched input when padding=False.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the cleanest canonical duplicate: it has the exact same title/failure mode as 44514, with clearer wording and slightly stronger reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue to anchor the cluster because it most precisely states the bug and appears to be the later, consolidated report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload device problems, but one is Bark CPU offload and the other is BitNet packed-weight unpacking; different code paths and fixes." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash local-path import warning is unrelated to the Qwen3 multimodal video token counting undefined-variable bug." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention a window argument, but one is Qwen3-MoE sliding-window behavior and the other is TimesFM window_size attribute handling; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation with inputs_embeds/past_key_values are separate training/runtime issues." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different processor/API failures." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated subsystem failures." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a float8 storage lookup TypeError during loading." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Both are CI/model loading bugs, but one is device mismatch in Bark offload and the other is a tokenizer special-token registration problem." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Mask2Former label gathering and SAM3 text+box behavior do not share the same failure mechanism." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Unwrapping text_config in from_config and CPU-offload rotary embedding compatibility are distinct multimodal config/runtime issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and cache.get_seq_length slice arithmetic on non-CUDA backends are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern checkpoint loading/saving in multimodal models, but one is incorrect visual encoder keys and the other missing text encoder weights." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk filling and from_pretrained behavior inside Python classes do not point to the same underlying defect." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-specific load failure for physical-intelligence/fast is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication and inability to load a specific model are different tokenizer/model-loading problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size interpolation and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated inference bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation for Qwen3.5 and degenerate zero loss for single-label classification are not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and T5 apex.FusedRMSNorm memory leak are separate problems." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT embedding unpacking and trainer.evaluate() after trainer.train() are different trainer bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc example mismatch/quantization errors and OmDet-Turbo processor output-size mismatch are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and abnormal gradient growth with ZeRO-3 are distinct training issues." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT-adapter local checkpoint loading and quantized save/load breakage are different persistence problems." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Offline tokenizer cache loading and unconditional model_info() in _patch_mistral_regex are related to offline mode but not the same concrete bug." + }, + { + "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:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same processor, same method, same crash condition, and effectively the same title; these are clear duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the lone accepted duplicate pair (issue:44514 / issue:44545) is well supported by identical titles and matching failure mode. The rejected soft-edge pairs are conservative and do not overstate equivalence. Canonical choice of issue:44545 is also reasonable given the later timestamp and slightly stronger reference activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44671", + "issue:44857", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:39692|issue:43873", + "issue:43421|issue:43653", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:44995|issue:46858", + "issue:46032|issue:46463", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:43526|issue:43881", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:44625|issue:47050", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:41720|issue:44991" + ], + "prepared_review_unit_hash": "f092dd67e81cc51d583543ede5edd5c608bff378b956f70cdffa677897c52019", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37639, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are distinct bugs across tokenizers, multimodal models, loading, and cache/offload paths. None of the proposed soft pairs look like the same underlying issue, so all soft edges are rejected. Issue 43873 is the broadest and most active candidate, but it still does not subsume the rest.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43873 is the broadest, most active item here (high discussion and inbound references) and sits closest to the general loading/offload/quantization theme, but it is still not a true duplicate umbrella for the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue in this set because it is the most central and active, but only as a loose thematic anchor rather than a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "One is runtime special-token/post-processor sync; the other is save/load loss of custom token IDs. Related tokenizer area, but different bugs." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding math vs a long-context FA2 performance regression; different code paths and symptoms." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config unwrapping in from_config vs a missing gradient_checkpointing flag; both Qwen-related but not the same defect." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT/local checkpoint loading failure vs offloading/quantization behavior; different failure modes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling vs an import error for GenerationMixin; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation example/model mismatch and quantization failure vs offloading during quantized loading; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime post-processor update bug vs BigBird mask token registration bug; both touch special tokens but are distinct." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different regressions: SigLIP2 pipeline/AutoModel behavior vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs ONNX export dtype mismatch; unrelated code paths." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Stale indexer cache on second forward vs device-tensor seq-length arithmetic in prefill; both cache-related but not the same issue." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba cache correctness bug vs a T5 decoder-input validation error; not the same defect." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both concern tokenizer regex handling, but one is an AttributeError in patching and the other is a regression in codec/warning behavior." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Float16 AMP crash in an image loss module vs ONNX attention dtype mismatch; different models and failure sites." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "One is from_pretrained weight_only loading failure; the other is wrong video vision_position_ids. Same family, different bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processing update vs LayoutLMv2 tokenizer crashes on NER/padding; not the same underlying issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression/warning issue vs a CI bug in list_repo_files revision forwarding; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT reduce_labels bug vs glm-4v loading failure; no shared code path." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "SigLIP2 docs/example issues vs Canine fp16 ONNX export dtype mismatch; different models and bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading/unpack issue vs DAC from_latents missing STE; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue; distinct subsystems." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression after v4.57.5 vs Kosmos2.5 OCR long-input index error; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError vs Qwen3.5 video chat-template token mismatch; related area, different concrete failures." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure vs DiaConfig save/load custom token IDs; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor keyword collision vs tokenizer loading failure for sleng-bert; different problems." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Mask token special-registration bug vs BitNet packed-weight loading; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "num_labels propagation bug in Qwen3.5 vs fp16 ONNX dtype mismatch in Canine; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs trust_remote_code AutoConfig field loss; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen video position-id bug vs FA2 long-context performance regression; different bug classes." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading failure for sleng-bert vs Unigram constructor expecting a Sequence; same broad area, not the same underlying issue." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism hidden_states output bug vs RT-DETR feature-level mismatch; distinct models and failures." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert vs tokenizer loading for EMBEDDIA/est-roberta; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43606", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46665", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:45987|issue:46829", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:44008|issue:46858", + "issue:34634|issue:36010", + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:44991|issue:47020", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:43618|issue:43697", + "issue:44561|issue:45020", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:44991|issue:46291", + "issue:44805|issue:44936", + "issue:43322|issue:45685", + "issue:43421|issue:44811", + "issue:43606|issue:45072" + ], + "prepared_review_unit_hash": "4861b91545edb188ab59179ff6f3cd0090753eca12baa44b561832c8cec33c3a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35127, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: the candidates mostly cover unrelated models, components, and failure modes. I rejected all soft edges; the set is too heterogeneous to form a single duplicate cluster.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best umbrella issue in the set because it captures a broad, recurring regression theme around recent-version breakage for remote_code models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failures: image segmentation map processing vs trainer compute_loss signature." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading, but one is a base_model_prefix regression and the other is from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer mapping generation issue." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated problems: AutoImageProcessor URL loading vs a template compilation TypeError." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but different concrete failures: offline hub call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Different output contracts in different code paths: cache sequence length vs video classifier output fields." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs image classification failure with interpolation; no shared bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration issue vs DAC latent conversion mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input processing error vs Gemma3n attribute collision in forward()." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n tensor-name collision vs cache length returning device tensor; different bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset issue is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific configuration bugs: sparse-layer creation vs RoPE layer dropping." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading regressions: missing fields from trust_remote_code vs strict config rejection for granite_speech." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they appear to affect different model/tokenizer implementations and failure modes." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Different cache/dtype topics; no shared underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors vs a long-input OCR index error; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different model outputs and different code paths; too broad to be the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "45020 is an umbrella remote_code regression report, but 44561 is a specific helper-removal breakage; not the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions with different outputs and tasks." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash vs AutoTokenizer loading failure for a different tokenizer." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression vs pipelines import failure from kernels dependency requirements." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError during tensor indexing vs trainer lifecycle failure after train()." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram dtype error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different backend-specific inference failures in different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:47276" + ], + "soft_pairs": [ + "issue:45183|issue:45479", + "issue:44479|issue:45834", + "issue:46294|issue:46463", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43644|issue:43749", + "issue:43716|issue:44008", + "issue:43782|issue:44977", + "issue:43582|issue:46512", + "issue:45563|issue:47276", + "issue:43825|issue:43994", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43388|issue:46032", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43645|issue:46665", + "issue:43749|issue:44291", + "issue:34634|issue:36331", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:46697|issue:46728", + "issue:43577|issue:43582", + "issue:43742|issue:45020", + "issue:43825|issue:43827", + "issue:43782|issue:45325" + ], + "prepared_review_unit_hash": "1836d69eba7c3754a24dab7cf35155645bc9492c4f48a6da66f08b672a160854", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35660, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is largely a collection of unrelated Transformers issues rather than one duplicate cluster. The soft pairs share broad themes in a few places, but none look like the same concrete bug or change closely enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, issue 45020 is the broadest umbrella regression report in the set, but it is still too general to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different bug classes: input validation error messaging vs degenerate zero-loss classification behavior." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: video-input regression vs OCR long-input index error." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and code paths: Qwen chat-template/video mismatch vs T5 decoder-input validation." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Both involve multimodal models, but one is a dtype-loading issue and the other is a Video-LLaVA architecture/weight-sharing bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different concrete problems: torch.compile/SDPA failure vs bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one is junk non-persistent buffers and the other is broken FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different root causes: image/model dtype mismatch vs a variable-name collision in Gemma3n forward." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and failures: weight_only load error vs flash-attention generation regression." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different initialization bugs: Apple Silicon TypeError in warmup vs stale config.dtype after from_config." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but they target different generation features and different messages." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs regression about pipeline support; the other is a model correctness problem in AutoModel/pipeline." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different failures: loading shape mismatch vs tensor-parallel plan omissions causing OOM/shape errors." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The latter is broader tokenizer inconsistency, but the former is a specific added-token spacing bug; not clearly the same defect." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different subsystems: distributed metrics gathering vs Mamba cache correctness." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues in Qwen-family models, but the symptoms and code paths differ materially." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different bug types: processor image-size mismatch vs dtype mismatch in inference." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model instantiation, but one is a notebook custom-model regression and the other is from_pretrained behavior inside classes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Related loading area, but distinct failures: FSDP CPU RAM-efficient loading vs unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated issues: BarkProcessor voice_preset vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different loading/inference paths and different symptom classes: packed-weight unpacking vs dtype mismatches." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Completely different areas: backend dependency installation vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization may be mentioned in both, but one is a CamemBERT MLM regression and the other is a broad version-to-version tokenization change report." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-preprocessing arithmetic bugs, but they affect different models and different calculations." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: model dtype loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A model-specific load failure is not the same concrete bug as the broad remote_code regression report." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to pipeline deprecations, but one is a runtime error message and the other is documentation drift." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a weight_only load error and the other is a rope-index temporal position bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45759", + "issue:45859", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46932", + "issue:47050", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:43262|issue:43819", + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45003|issue:46285", + "issue:36010|issue:43645", + "issue:45372|issue:46326", + "issue:36010|issue:36331", + "issue:43550|issue:44912", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:44060|issue:44368", + "issue:42175|issue:46291", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:43526|issue:43697", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:43819|issue:43927", + "issue:45084|issue:45538", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:45859|issue:47050", + "issue:42490|issue:43257", + "issue:43643|issue:45759" + ], + "prepared_review_unit_hash": "e4f53555294765989917b338c376f4ca298c1585f8e6258b611da7f3ed3a9bec", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36343, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the titles span unrelated import, tokenizer, multimodal, quantization, trainer, and platform-specific bugs. None of the soft pairs look like true duplicates, so all are rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative; the items do not share one underlying bug or code path, so picking a canonical issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures in different areas: FP8 storage lookup vs PIL image processors requiring torchvision." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio sampling-rate defaulting and VL image-placeholder handling are unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor template defaults vs DAC latent reconstruction mismatch are unrelated bugs." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both mention Gemma4 embedders, but one is a huge one-hot materialization and the other is a dtype-casting fix for quantized embedders." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration vs MXFP4 quantization fallback are different problems." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP image-loss crash are distinct platform/backend issues." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as CLIP text-model structural inconsistency." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different regressions." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error for ReasoningEffort and the other is continue_final_message behavior." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile with SDPA in Bamba and MXFP4 loading fallback are separate code paths." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO-3 empty-index error and trainer.evaluate() after train are different trainer/runtime bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings about tied embeddings, but they arise from different Qwen3/Qwen3.5 config situations and are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging backend inclusion and pipelines import dependency/version enforcement are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal video-token counting are different failures." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling in from_pretrained and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are different model/processor 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." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct processor-loading failures." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents STE mismatch and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length behavior are not the same issue." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT/local checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Loading a specific GLM-4.7-Flash model in tests and Qwen3.5 flash-attention generation problems are different model-specific bugs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU-offload compatibility for Qwen3_5MoeTextRotaryEmbedding and fp16 ONNX export dtype mismatch in CanineModel are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-path warning and Qwen3 MoE weight conversion are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code config-field loss and AutoModelForCausalLM.from_config not unwrapping text_config are both config-related but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43257|issue:43696", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:43262|issue:44811", + "issue:38175|issue:44610", + "issue:45200|issue:47254", + "issue:42915|issue:44821", + "issue:39692|issue:44912", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:44291|issue:45042", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:43650|issue:43906", + "issue:45859|issue:47254", + "issue:46421|issue:46424", + "issue:43749|issue:44756", + "issue:28282|issue:29870", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "f05fff01729a59e6038fbe81c936346c8190be93dcee96997471cefa26cc6ce5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "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 set is mostly a collection of unrelated closed issues; the only plausible duplicate-style match is the multimodal video-token-counting regression pair. I\u2019d anchor the cluster on the most concrete code-path bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43329 is the clearest, most code-specific bug here: it points to an undefined-variable failure in the video branch of `_get_num_multimodal_tokens`, which is actionable and representative of the multimodal/video subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the best overall issue candidate because it has the sharpest root cause and the most direct implementation target; the other items are either broader symptoms or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failures: Qwen3 MoE weight conversion/loading vs GPT-oss OOM." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated areas: multimodal video token counting vs auto-mapping references to removed configs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different subsystems and symptoms: BeitImageProcessor label reduction vs MPS attention correctness." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio/processor bugs, but the failures are unrelated: chat-template sampling rate vs Whisper batch_decode token skipping." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model/processor bugs: SigLIP2 zero probabilities vs OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Different problem classes: Gemma 4 mm token defaults vs checkpointing with PEFT/DeepSpeed." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors are not the same bug as MXFP4 quantization fallback on gpt-oss." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures for different models and causes." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same multimodal video-input regression path; 43329 identifies the undefined variables in the video branch, and 44479 reports the downstream regression on affected Qwen VL/MoE models." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different loading/compatibility issues: init_empty_weights argument mismatch vs PIL backend torchvision dependency regression." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video-related code, but one is undefined variables in multimodal token counting and the other is a batched-shape bug in video processors." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated: Trainer token accounting vs perplexity on gpt-oss-20b." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-family loading issues, but the causes differ: accelerate/deepspeed conversion vs weight-shape mismatch for a VL model." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the underlying causes and code paths are different." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer behavior inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Different quantization bugs: MXFP4 fallback vs FP8 frozen-checkpoint weight_scale omission." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are distinct bugs in different tensor/tokenizer code paths." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer construction failures with different root causes." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: model loading regression vs CLIPTokenizer max length constant." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Different areas: Llama4 config attribute mismatch vs importing pipelines with kernels dependency constraints." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as kernels import/version requirements." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No substantive overlap; one is an empty/invalid report, the other is a reproduction issue." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "Different training/offload problems with different failure modes." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length handling." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems: FSDP CPU RAM-efficient loading vs Strix Halo mmap OOM workaround." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "No overlap: missing PyTorch import error vs Bart generate() unbound local error." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different loading issues with different root causes and models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The anchor on issue:43329 is supported by the title\u2019s explicit undefined-variable bug in the video branch, and the one accepted soft pair (43329/44479) is a conservative same-path regression match. The other pair verdicts are appropriately cautious and do not overstate duplication based on title-level evidence alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254" + ], + "soft_pairs": [ + "issue:43540|issue:46701", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43404|issue:45127", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43697|issue:45357", + "issue:28282|issue:29127", + "issue:45137|issue:45405", + "issue:39379|issue:44554", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:43582|issue:47254", + "issue:44291|issue:44821", + "issue:44857|issue:46832", + "issue:45538|issue:46869", + "issue:24643|issue:29159", + "issue:44062|issue:44991", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43531|issue:44821", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:43577|issue:46512", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "88d10ca095847f4698eae689b88cfaab1531fd5fafb5d7f74a0665fa0c50209d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37010, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly a set of unrelated issues across loading, tokenizers, training, and model-specific regressions. The only near-overlap is the Qwen video-input area, but the evidence is not strong enough to treat Qwen3OmniMoe as clearly covered by the broader Qwen video regression report.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the best broad anchor for the small Qwen video-input regression subset, but its wording only clearly covers the broader Qwen VL family and does not conclusively subsume Qwen3OmniMoe specifically.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global issue anchor because it is the broadest report in the only plausible subcluster; however, its match to Qwen3OmniMoe should be treated as related but not proven duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both mention video inputs, but they are different model families and different failure modes, so they are not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both touch model weights/dtype, but one is lm_head tying in Mistral3 and the other is BLIP2 dtype propagation; different bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and mechanisms." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error loading CLIP and a trainer token-count update bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "One is missing TensorFlow in the torch extra backend, the other is a missing Qwen2.5-VL import; different problems." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but they affect different models and workflows." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different load-time errors with different causes." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate after train and TimesFM window_size AttributeError are different code paths and symptoms." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key corruption are distinct regressions." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "AutoModel missing PyTorch and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO-3 deque failure and a PEFT version bump issue have no shared underlying bug." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and an MPS attention correctness bug are different model/backend issues." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are multimodal-related, but one is a video-input regression and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and PEFT+ZeRO-3 checkpointing failure are separate problems." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "An init_empty_weights argument regression and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR-related, but one is an AMP loss crash and the other is a forward-path shape/feature-level mismatch." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length default and YOLO auto device-map failure are different subsystems." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension RuntimeError and slow/fast tokenizer inconsistency do not share the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken duplicate-argument error and tokenizer loading failure for EMBEDDIA/est-roberta are different tokenizer issues." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 config and FSDP CPU RAM efficient loading are separate training/runtime issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and an Apple Silicon TypeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and missing PyTorch import error are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Qwen3OmniMoe video-input ValueError are different failures." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but they are different model variants and different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install and failure to load a specific model are different problems." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "They are related by Qwen video-input behavior, but the evidence only supports a broad thematic overlap; 44479 does not clearly and explicitly cover the Qwen3OmniMoe-specific failure." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss API incompatibility are different trainer issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong: accepting issue:43540 \u2194 issue:44479 as a duplicate pair overstates the evidence. issue:44479 is indeed the broad Qwen video-input regression, but the packet does not clearly show that it covers Qwen3OmniMoe specifically, so this should stay conservative/uncertain rather than accepted. The rest of the false verdicts look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46899", + "issue:47276" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:44479|issue:45381", + "issue:44062|issue:45081", + "issue:44987|issue:45907", + "issue:45042|issue:45081", + "issue:38175|issue:44898", + "issue:43742|issue:44589", + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:46463|issue:47276", + "issue:45672|issue:45674", + "issue:43716|issue:46701", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:44625|issue:44877", + "issue:24643|issue:29870", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:28282|issue:32090", + "issue:43906|issue:46468", + "issue:46463|issue:46899", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "5c739b2e441678fd63e7b7057d2d7d4c36237ec0f7bcf08e1efbf93fc90f9689", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36417, + "estimated_input_tokens": 9105, + "estimated_eval_tokens": 18466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely heterogeneous and do not form a true duplicate cluster; I found no soft pair that confidently describes the same underlying bug/change. The closest-looking pairs are still too broad or model-specific to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the most representative bug report here: it describes a concrete v5.3.0 regression, names the affected Qwen model families, and is broader and clearer than the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest canonical-style issue in this set because it is a specific, user-facing regression with a clear version boundary and multiple affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: Qwen3.5 hidden-state handling vs version-dependent tokenization changes." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen VL video inputs, but one is a broad regression across several models while the other is a specific Qwen2.5-VL position-id bug; not enough to treat as the same defect." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken serialization bug vs a Mistral regex patch crash; distinct code paths and symptoms." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a specific repo/model failing is unrelated to forwarding the revision argument in list_repo_files." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression is unrelated to tokenizer backend_tokenizer attribute errors." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision model bugs: zero probabilities in SigLIP2 vs Perceiver image classification at non-default resolution." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM config/key loading failure is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal load failure are separate multimodal issues with different failure points." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate/deepspeed is not the same as Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different bugs: RoPE layer selection vs missing kernel registration decorator." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/position handling, but one is Smollm3 architecture behavior and the other is Qwen2.5-VL still-image temporal scaling." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Both are message-quality issues, but they target different warnings/errors and different code paths." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference problems, but one is Gemma4 uint8/audio dtype casting and the other is BitsAndBytes skip_modules handling." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal regressions: image-preprocessor dtype mismatch vs DiffusionGemma image-text-to-text pipeline breakage." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor allocation bug is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map forward mismatch is unrelated to T5 decoder validation errors." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version bump issue and removed-config reference issue are unrelated maintenance regressions." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "mDeBERTa special-token insertion bug is distinct from CodeLlama encode/decode whitespace regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but the affected models and failure modes differ substantially." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Num-label propagation in Qwen3.5 is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and BART decoder_attention_mask initialization error are different training/generation bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input value error is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loader breakage and a specific model load failure may be related broadly to loading, but they are not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Torch import missing vs trainer broadcast unsupported NoneType are unrelated failures." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as a broken Nemotron example." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 error-message wording and Gemma4 4-bit multimodal dtype casting are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet positional encoding device bug is unrelated to T5 decoder validation messaging." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Same broad quantization area, but different root causes and code paths; not mergeable as one fix." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both discuss tied weights in v5, but one is a serialization inconsistency and the other is translation-model tied-weight handling; too broad to call the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:43452|issue:44843", + "issue:41762|issue:44936", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:43720|issue:44898", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:43643|issue:45375", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:40444|issue:44811", + "issue:29159|issue:33357", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43688|issue:45704", + "issue:43525|issue:46701", + "issue:43688|issue:45701" + ], + "prepared_review_unit_hash": "61f30637b448dfb31a0e32ddeddf0c167ead855e9de7e944d0b686de22dde73a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of loosely related Transformers issues, mostly around tokenizers, config loading, model loading, and inference regressions. The proposed soft pairs are only superficially similar; none look like safe duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45920 is the strongest general reference point because it describes a broad, multi-model tokenizer regression with clear impact, but the cluster is too mixed to treat any issue as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different failures: Gemma-4 FSDP2 shared_kv_states rebuild vs Qwen3.5 TP-plan linear_attn omissions." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve config/rope settings, but one is rotary_pct not persisting on reload; the other is a JSON-list type error in rope validation." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch from_pretrained/tokenizer loading, but the root causes differ: gguf_file support vs unconditional model_info() in offline mode." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated symptoms and code paths: ZeRO-3 model load index error vs trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and bugs: RTDetrV2 output drift vs VideoPrism output field misassignment." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to flash_attention.py crashing on sink-less models with s_aux=None." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different components and failures: BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained checkpoint corruption are separate issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual-encoder key saving bug is not the same as a broad tokenizer-ID regression across many models." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading in BitNet and Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key regressions and quantized save/load corruption are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer task AttributeError do not share the same root cause." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different failures: task-time AttributeError vs AutoTokenizer loading failure." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities and processor.tokenizer regression are both vision-related, but not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but one is trust_remote_code loading behavior and the other is a Qwen3.5 field dropped by strict serialization." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and MobileLLM load key errors are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision model issues, but Siglip2 nonsense outputs and Perceiver resize/interpolation failure are different bugs." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError affect different APIs and code paths." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline hub regex patch issue and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multi-image IterableDataset fine-tuning and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as a MacOS bus error on a CLIP community model." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency issues are separate failures." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different RTDetr losses and different crashes: AMP/CUDA issue vs infeasible cost-matrix error." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to T5 silently using apex.FusedRMSNorm." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id and DiffusionGemmaGenerationOutput pipeline failure are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is not the same as version-dependent tokenization changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45356", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43756|issue:46402", + "issue:46832|issue:46932", + "issue:43761|issue:46829", + "issue:43761|issue:47013", + "issue:43653|issue:43927", + "issue:33666|issue:36010", + "issue:44479|issue:44625", + "issue:44464|issue:44743", + "issue:43452|issue:43577", + "issue:43550|issue:44361", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:43688|issue:45440", + "issue:43504|issue:43550", + "issue:44484|issue:44704", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43643|issue:44561", + "issue:45405|issue:47254", + "issue:44734|issue:46612" + ], + "prepared_review_unit_hash": "c46649a734a28f11b2562bd0f9d5be0931ab3b5136184b3dc61efe7f8bb91f49", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, model-loading, generation, training, and backend-specific bugs. I do not see any duplicate-level overlaps strong enough to merge either issues or PRs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated regressions. If forced, #43646 is the broadest umbrella-style report, but it is still not representative of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the closest thing to a global anchor only because it is broad and regression-oriented, but it is too general to serve as a true duplicate target for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend errors, but one is TensorFlow/tensorboard setup and the other is tensorflow_text backend registration; different failure modes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions in different model/tokenizer paths; no shared code-path bug is evident." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and symptoms, so they are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "One is RoPE layer dropping in Smollm3, the other is missing text encoder weights in Sam3Model; unrelated model-loading problems." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level handling and Gemma4 quantized dtype casting are different subsystems and bugs." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve hidden_states, but one returns None in CLIPVisionModel and the other stores the wrong tensor in VideoPrism; not the same fix." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVisionModel hidden-state output bug is unrelated to xLSTM's return_last_states unpacking crash." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom token IDs are distinct tokenizer/config persistence issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to a GenerationMixin import error." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation behavior, but one is chunked compiled forward inconsistency and the other is recurrent state reset in modular_qwen3_5; different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file/from_pretrained loading breakage is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A torch.compile+SDPA model issue and an MLukeTokenizer AttributeError are not the same underlying problem." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General clean_up_tokenization_spaces behavior change is not the same as CodeLlama's leading-space round-trip regression." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Qwen2-VL multi-GPU training are too broad and do not point to the same defect." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization inconsistency for tied lm_head weights is different from sinq quantization save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Device-mapping cudaErrorAssert in Qwen3 is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support and compute_loss signature mismatch are separate trainer-facing issues." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2/generation, but one is a Qwen3.5 correctness failure and the other is a long-context performance regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked compiled generation inconsistency is not the same as flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepseekV3MoE implementation divergence are related only by MoE theme, not by shared bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading failure in BeitForSemanticSegmentation is unrelated to Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size behavior is unrelated to AutoProcessor forwarding kwargs to cached_file." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval and MoE auxiliary-loss normalization are different classes of bugs." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "weight_only from_pretrained error and FA2 long-context performance regression are unrelated generation/load issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields with trust_remote_code config loading is different from the v5 removal of is_torch_fx_available." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "A version-pin issue for PEFT is unrelated to checkpoint errors with PEFT+DeepSpeed+gradient checkpointing." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug and beam-search cache reorder omission are both cache-related but occur in different paths and models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46846", + "issue:47276" + ], + "soft_pairs": [ + "issue:44625|issue:47276", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:39692|issue:43493", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:45823|issue:46050", + "issue:44977|issue:46209", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43334|issue:43572", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:44568|issue:45812", + "issue:43493|issue:43844", + "issue:43927|issue:44361", + "issue:46209|issue:46710", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "a6bd54f925b7db26454a050abf6afd97402737c480c2f6f72880f9ccfc0df90d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37958, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The apparent overlaps are mostly broad surface similarity (tokenizers, config loading, multimodal processors, NaNs), but the pairs describe different concrete failures and code paths. I would not merge any of these issues into duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical representative stands out: this set is heterogeneous, spanning unrelated bugs in tokenization, model loading, quantization, docs, and runtime behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster does not form one coherent duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Different subsystems and failures: config propagation for Qwen3.5 vs a misleading synced_gpus warning." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different models and bugs: Beit legacy-field loading vs BitNet packed-weight handling in accelerate." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different failure modes: unpacking packed weights vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig serialization/generation errors." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and the other is an implementation discrepancy with the JAX reference." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated model-loading bug vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation issue is not the same as the MPS attention correctness bug." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Custom-model base_model_prefix loading regression is unrelated to Qwen3.5 tensor-parallel plan entries." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they affect different configs and attributes; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading/unpacking is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but the triggering inputs and code paths differ materially." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to the pipeline translation-task error message regression." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and Mac bus error on CLIP are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is unrelated to sinq quantization persistence issues." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention padding issue and the other is a checkpoint/init classification-head issue." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import dependency conflict are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same as the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a model-specific load failure and the other is an offline-mode regression caused by an unconditional hub call." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs for Granite models is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id AttributeError and the other is from_config not unwrapping text_config." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different numerical/training issues: dtype drift between train/eval vs gradient growth under ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression is unrelated to inconsistent lm_head.weight serialization." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL is unrelated to missing pad_token_idx on StableLmConfig." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and tokenization behaviors; not the same concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: mdeberta special tokens vs Granite token IDs." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated SigLIP2 implementation discrepancy vs pipeline warning/message regression." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "The failures are model-specific and triggered by different tokenizer paths, so they should not be merged." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both mention inference/accuracy regressions after upgrades, but they are distinct models and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx regression is unrelated to init_empty_weights receiving an unexpected argument." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43504", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43575|issue:45405", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:43504|issue:43606", + "issue:44849|issue:46209", + "issue:44493|issue:46285", + "issue:44849|issue:45357", + "issue:45245|issue:46710", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:45072|issue:46832", + "issue:44464|issue:45584", + "issue:43873|issue:46050", + "issue:42490|issue:43696", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:44849|issue:47145", + "issue:42947|issue:43381", + "issue:46399|issue:46846", + "issue:47013|issue:47254", + "issue:29159|issue:32090", + "issue:45229|issue:45823", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:45200|issue:45229", + "issue:45588|issue:46050" + ], + "prepared_review_unit_hash": "5ced7ee4b6cb22ac9334296ca362344ab85263a8511f74d71da5970582a11046", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36408, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly link unrelated bugs across tokenizers, model loading, training, quantization, and hardware/runtime-specific failures. No pair looks like the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items do not form a single duplicate set, so there is no representative issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a good global representative because the reports span many unrelated code paths and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen TP OOM vs a PEFT version bump; unrelated problems." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP vs Qwen2-VL multi-GPU training; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import vs missing Float8 storage type; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Storage-type error vs flash_attn import key error; different failure paths." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError vs RT-DETR forward TypeError; unrelated models/code." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model load issue vs CPU offload device mismatch; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs FP8 inference OOM; different root causes." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key/position-id issue vs CLIP structure change; not duplicates." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both Qwen3.5, but one is hidden-states output and the other save_pretrained keys." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category limit runtime error vs accuracy regression after upgrade; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Model preset loading vs BigBirdTokenizer special-token decode; different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch vs stale CI test; not the same underlying problem." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 bad outputs vs unexpected position-id keys; too different to merge." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatch vs RT-DETR feature-level TypeError; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled forward chunked generation vs Whisper empty-transcription failure; different code paths." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading issue vs broken sinq save/load; related theme, different concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning for trailing slash vs CUDA OOM; unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp error vs zero probabilities in SigLIP2; unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient anomaly vs Phi-4 multimodal load failure; different bugs." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs FP8 frozen-checkpoint scaling bug; not the same issue." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both about gradient checkpointing, but one is LoRA ineffectiveness and the other eval-mode prohibition." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing decorator on rotary-pos-emb registration vs missing linear_attn TP plan entries; unrelated Qwen3.5 bugs." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM state-unpacking crash vs PEFT/DeepSpeed checkpoint error; different failures." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs Trainer NoneType broadcast error; unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM vs Gemma4 device mismatch; both model-family issues but different concrete failures." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compile error vs flash_attn import key error; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; different concerns." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting bug vs Gemma4 multi-GPU OOM; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention s_aux None crash vs sinq checkpoint reload corruption; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "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:44423|issue:44734", + "issue:43493|issue:43701", + "issue:43937|issue:46701", + "issue:44869|issue:46752", + "issue:41720|issue:46710", + "issue:37428|issue:43957", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:29942|issue:30333", + "issue:43295|issue:43450", + "issue:44977|issue:46701", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:45823|issue:46192", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824", + "issue:43334|issue:43525" + ], + "prepared_review_unit_hash": "4930df40a83da6def9ad014248f64fc19faba95296ef08e697bccc1d710799c6", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37728, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly broad keyword matches across unrelated Transformer bugs. I don\u2019t see a true duplicate cluster or any pair of PR-equivalent changes; all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical: the set spans unrelated bugs across generation, imports, processors, model loading, and training rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally representative enough to stand in for the cluster; the overlaps are superficial and model/subsystem-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal .to() AttributeError and the other is KV-cache tensor indexing; different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and a DiffusionGemma pipeline failure are different code paths and symptoms." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding and apply_chat_template on empty input are unrelated crashes." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert on auto device mapping is unrelated to an accuracy regression after upgrade." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/import behavior, but the missing flash-attention helper and meta-device model loading are distinct defects." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import version check are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video output shape are different processor bugs." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "A generation bug in Qwen3.5 is not the same as a model accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save_pretrained/tokenization failures are different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention sink-less-model crash and multimodal config unwrapping are not the same underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-params TypeError are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "A processor.tokenizer regression does not match an offloading-with-quantization issue." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both mention missing config attributes, but StableLm pad_token_idx and TimesFM window_size are different models and failures." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma 4 text-only fine-tuning defaults are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement mismatch in Gemma4 PLE is unrelated to return_tensors being ignored." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and return_tensors handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer access and OmDet-Turbo input-size mismatch are different problems." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A missing config field in StableLm and meta-device loading breakage are not the same issue." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape errors and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are different training/inference issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn KeyError on Python 3.13 and BACKENDS_MAPPING tensorflow_text error are unrelated import-utils bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids and device-map forward mismatch are separate Gemma 4 issues." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() UnboundLocalError is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "A processor.tokenizer regression is not the same as a SigLIP2 HF-vs-JAX mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example errors and return_tensors/text_kwargs behavior are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a Qwen2.5-VL import error." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but Qwen3-VL and Llama4Config failures are model-specific and not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "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:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:43824|issue:43975", + "issue:44737|issue:46894", + "issue:44466|issue:45127", + "issue:43262|issue:43450", + "issue:43975|issue:45520", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44561|issue:46234", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:43827|issue:43901" + ], + "prepared_review_unit_hash": "9d2a1fec9b3a52b0a8de3f2f7191d10317a850d90d0667748178cfbd1dd06022", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35625, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of mostly unrelated Transformers bugs/docs regressions across tokenization, multimodal processors, loading/config, and CI. None of the suggested soft pairs look like the same underlying defect, so I would not deduplicate any of them.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the items are weakly text-similar but cover different subsystems and failure modes rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue 44521 is the most active and user-facing, but it is still not a true cluster canonical because the cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both mention apply_chat_template, but one is multimodal assistant masks and the other is a tool-call/content crash; different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16/FP32 eval dtype regression is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior is unrelated to output embedding reinitialization after resizing." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and B200 FP8 inference failure are different hardware/model issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL class is unrelated to DeepSeek Coder detokenization." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to CohereASR training-loss shifting." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of lm_head.weight by device is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and batched video output shape are different processor bugs." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is not the same as CLIP text model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to a GraniteSpeech CI device-override test." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is not the same as a missing falcon_mamba availability helper." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different ASR/tokenizer failures: FastSpeech2Conformer loading vs Wav2Vec2 save_pretrained/tokenization." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "mm_token_type_ids defaulting for text-only finetuning is different from quantized vision/audio embedder dtype casting." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Qwen video-input regression and return_tensors being ignored are unrelated API bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC.from_latents mismatch and a GraniteSpeech CI test failure do not share the same code path." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution failure is unrelated to RT-DETR memory release/leak behavior." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting is not the same as Qwen2.5-VL rope index scaling for still images." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are different model/config problems." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4 multimodal, but one is token-type defaults and the other is quantized embedder dtype casting." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert on A800 is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor output sizing and LwDetrImageLoss AMP crash are different bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-support import and Torch 2.10 incompatibility are separate version/import issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe helper output lengths." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "These are both docs issues, but one is about removed pipeline usage and the other about return_all_scores wording; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:43335|issue:43653", + "issue:44857|issue:45593", + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:28282|issue:33357", + "issue:43388|issue:43526", + "issue:38175|issue:45412", + "issue:29942|issue:32090", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:46424|issue:46858", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45520|issue:46170", + "issue:46431|issue:46566", + "issue:45290|issue:46326", + "issue:43335|issue:43606", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:42490|issue:43854", + "issue:45588|issue:45859", + "issue:34689|issue:35141" + ], + "prepared_review_unit_hash": "445ab89114b3a29ee36658c3690989b9c56c835e7eeb7405fad65377280ace6d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformer issues with only superficial semantic overlap; none of the soft pairs look like the same underlying bug or a mergeable duplicate PR set.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the candidates span different subsystems and failure modes, so there is no safe duplicate target to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the set does not cohere around one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different bugs: Janus image generation test failure vs a paged-generate warning regression." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated code paths: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failures: LwDetrImageLoss AMP crash vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Core APIs differ: stale model.config.dtype after from_config vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is a feature-extractor argument regression and the other is Whisper empty-transcription generation." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model structure, but they affect different classes and code paths (Qwen multimodal config vs CLIP text model layout)." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failure modes: missing PyTorch ImportError vs MacOS bus error loading a community CLIP model." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is metrics batching and the other is Beit image-processor label reduction." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Completely different symptoms: zero probabilities in Siglip2 vs RT-DETR memory not being released." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Separate regressions: Flash Attention 2 test failures vs Trainer GPU broadcast rejecting NoneType." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Different v5 regressions: base_model_prefix loading vs lm_head.weight serialization/tied-weight behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config bug vs Beit semantic-segmentation preset loading." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is max_cache_length policy and the other is seq_length device-tensor arithmetic in prefill." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated: Python 3.13 import parsing failure in DebertaV2Model vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different domains: torch.compile/SDPA failure in Bamba vs a GraniteSpeech CI stale-device test." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "No common bug: sparse encoder layer creation vs a helper computing feature-extractor output lengths." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths and symptoms; shared only by being bugs in Transformers." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/environment issues, but one is flash_attn on Python 3.13 and the other is Windows ROCm torch.distributed dependency handling." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different failures: missing chat template on a processor vs DiffusionGemma weights stuck on meta with device_map=auto." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on assistant tool calls with no content and the other is continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated: sparse-layer config for SwitchTransformers vs CPU offload device mismatch in bark-small." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model families and bugs: Pegasus output drift between versions vs recurrent-state reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols in different modules and likely different version breaks." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "No overlap in bug shape: CUDA OOM in Sam3Video vs Swin2SR image over-padding." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different issues: local-path import warning with trailing slash vs unit-test failure loading GLM-4.7-Flash." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen/flash-attention areas, but one is an AttributeError on s_aux=None and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different model-loading regressions: Llama 3.2 Vision load breakage vs post_init reinitializing output embeddings after resize." + }, + { + "left": "issue:43504", + "right": "issue:43335", + "accept": false, + "reason": "Reversed pair from a different bug family: legacy-field loading in Beit vs SwitchTransformers sparse-layer config." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Reversed pair already rejected: batch label trimming vs BeitImageProcessorFast label reduction are separate behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:47000" + ], + "soft_pairs": [ + "issue:43819|issue:44493", + "issue:44514|issue:44521", + "issue:39692|issue:43526", + "issue:29127|issue:32090", + "issue:43606|issue:44857", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:43278|issue:43825", + "issue:28218|issue:32090", + "issue:43720|issue:44112", + "issue:10000|issue:15354", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:45127|issue:45245", + "issue:26413|issue:31501", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:45459|issue:46234", + "issue:44360|issue:44561", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "66b9a799bec37a66669057e91fcec15ee1a8211c03a9c6e43fa2871f0a099ec9", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35580, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across different models and subsystems. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression; everything else is too broad or too different to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier, fuller report of the exact Qwen3.5 MoE `from_pretrained` regression; 45478 is a later duplicate of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue in this set because it is the clearest and earliest exact duplicate pair, with slightly more context than the later report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different failures in different code paths: DAC latent decoding vs position-id/key warnings." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is a batched-padding crash and the other is incorrect multimodal assistant masks; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated vision/processor problems with no shared underlying defect." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Clarity of a LayoutLMv3 error message is unrelated to a Trainer GPU broadcast type error." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both are device/dtype-related, but they affect different models and failure modes." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: unsupported `center` arg in a feature extractor vs Gemma4 device-map mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "No same underlying bug; one is a SigLIP2 doc/example issue, the other is a position-id key warning." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and pipeline error-message regression are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast type error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to a stale CI test in GraniteSpeech." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different models and different issues: DistilBert/German vs ViT JIT export." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 regressions, but they affect different components and code paths." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same concrete regression: `transformers>=5.4.0` breaks Qwen3.5 MoE `from_pretrained`." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse and category-count limit are unrelated failures." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch iterator failure is not the same as training not starting." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific numeric/device mismatches; not mergeable as one bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast error and MacOS CLIP bus error are distinct failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe length calculation." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same bug as a position-id warning." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error handling with missing protobuf and a missing import_utils helper are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in a DSA indexer is unrelated to trust_remote_code breakage from removing `is_torch_fx_available`." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-loss bugs with different failure mechanisms." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing FA2 tests and token-embedding reinit on resize are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate-time decoder mask bug is unrelated to GPU broadcast type handling." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Evaluate-time dtype drift and multimodal video-token helper undefined variables are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:45310 / issue:45478, is clearly the same Qwen3.5 MoE `from_pretrained` regression with identical titles and close evidence. The other soft-edge rejections are cautious and do not overstate similarity beyond the titles/evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:42175", + "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:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:45290|issue:45381", + "issue:44464|issue:46424", + "issue:43257|issue:43299", + "issue:44448|issue:44977", + "issue:29870|issue:33290", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:45920|issue:46192", + "issue:44977|issue:45229", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:46421|issue:46858", + "issue:44186|issue:45198", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:44361|issue:45198" + ], + "prepared_review_unit_hash": "e0a4e136c2f3f27288df5cf272661001053cb3e5b1ad834bc625a47376bca2de", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly broad topical similarities, not true duplicate bugs. None look safe to merge as the same underlying issue/change, so all soft edges are rejected. If an issue anchor is needed, issue 43873 is the strongest standalone report, but it is not a duplicate of the others.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43873 is the most active and concrete standalone bug report in the set, but the items are too heterogeneous to form a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the highest signal for follow-up: active discussion, inbound references, and a specific reproducible cache/quantization problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different bugs: missing internal flash-attention symbol vs packaging/dependency omission for tensorflow." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is chat-template/tool-call handling and the other is video vision-position-id logic." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Cache-related, but one is chunked generation with compiled forward and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Same model family, different failure modes: loading/conversion with accelerate+deepspeed vs a v5 load regression for Qwen3VL MoE." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "UnboundLocalError in generate() is unrelated to an OOM from Adafactor + DeepSpeed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "One is finetuning with multiple images per prompt; the other is BEiT Fast label reduction returning the wrong shape/value." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype drift is not the same bug as gradient checkpointing being disallowed in eval." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorators/parsing, but one is Python 3.13 import syntax and the other is a missing registration decorator in Qwen3.5 kernels." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Distributed broadcast of NoneType is unrelated to optimizer memory exhaustion." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is a different code path from trainer broadcast failure." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Save/load serialization bugs, but one loses custom token IDs and the other loads the wrong custom module." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash is unrelated to the SmolVLM video padding calculation bug." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression across multiple models is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different failures." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "A PagedAttentionCache crash is not the same as a misleading warning message." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code models is different from DeepSeek tokenizer output regression." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to quantization offloading not working." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization behavior is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token tracking are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Checkpointing in eval mode and resume checkpoint key mismatch are different training-state bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS-token config mismatch is a different issue from flash-attention generation failure." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v4/v5 regressions, but one changes model outputs and the other serializes lm_head.weight inconsistently." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Spurious recompilation from lazy cache init is different from get_seq_length returning a device tensor and breaking slice arithmetic." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer crashes on NER padding/truncation are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention aux-state crash and Gemma4 device mismatch are different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Eval dtype change is unrelated to OOM when loading a large Qwen2 model with tensor parallelism." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer/model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:41720|issue:45229", + "issue:29942|issue:30064", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44206|issue:44479", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:44077|issue:47276", + "issue:42915|issue:42994", + "issue:43653|issue:44743", + "issue:43756|issue:45440", + "issue:44977|issue:45563", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:43065|issue:43994", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43575|issue:44387", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:43994|issue:45412", + "issue:43526|issue:47217", + "issue:45440|issue:45593", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "708d81b5971fad0d1186dd216f6b5a3aa010f7b95fd422875195c056d4261fb9", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "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 soft pair looks like the same underlying bug or change; these are mostly unrelated issues that happen to share broad themes like quantization, generation, or model loading. I chose issue 46693 as the best representative because it is a clear regression report with the highest engagement and broad impact.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46693 is the strongest representative of the set: it is a concrete regression report, has the most discussion/inbound references, and is described clearly enough to stand in as the cluster\u2019s exemplar.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the best global representative because it has the clearest regression framing and the strongest evidence of user impact and follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: Python/version loading failure vs model-implementation divergence for DeepSeekV3." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are multi-GPU/model-loading failures, but one is a cudaErrorAssert from device mapping and the other is an OOM; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated subsystems and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and rope-validation type handling are separate code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu\u2019s broad exception swallowing errors; not the same underlying issue." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in LASR feature extraction is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Missing BOS/EOS token insertion is a tokenizer behavior bug, while the other is a GPU NaN/attention-window issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv support and flash_attention s_aux=None crash are different concrete failures." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() decoder mask initialization bug vs Llama 3.2 model loading regression; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer is unrelated to the stale synced_gpus warning in continuous batching." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is an FP8 config failure and the other is a quantized model saving failure; different paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer selection bug does not match the DeepSeekV3MoE divergence report." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation breakage is not the same as a stale warning for num_return_sequences." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration issue vs AutoTokenizer failing to load a different tokenizer class." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM on model load and resume_from_checkpoint key mismatch are distinct problems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder issue is not the same as Siglip2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP bus-error on macOS are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing-in-eval failure are different behaviors." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "NaN embeddings from all-padding attention windows are a correctness bug, while this is a performance regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy class cleanup and RT-DETR memory leak are unrelated maintenance vs runtime issues." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM when loading a large model with tensor parallelism is not the same as increased reserved memory under int4 quantization." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "An unclear error message in LayoutLMv3 does not match the embedding reinitialization bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency failure and flash_attention sink-less crash are separate code paths." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 inference correctness issue vs RT-DETR memory release problem; no shared underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and VL placeholder-in-user-text failure are different image-processing issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf and leftover dummy classes are separate maintenance issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:45406|issue:46701", + "issue:43334|issue:43531", + "issue:43421|issue:45491", + "issue:44625|issue:45584", + "issue:44442|issue:45072", + "issue:45372|issue:45406", + "issue:45250|issue:46640", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:43526|issue:45834", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:33290|issue:34689", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:43381|issue:43873", + "issue:44857|issue:45588", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:43761|issue:45859" + ], + "prepared_review_unit_hash": "67625767d2cc9ac97b033128b9b623460bbb4aa19006cbe568bc1387c15efc98", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35955, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated model-loading, tokenizer, vision, memory, and FlashAttention issues. None of the soft-similarity pairs are strong enough to treat as true duplicates or mergeable PR-equivalents.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43824 is the strongest anchor candidate because it is a concrete, user-facing loading regression with inbound references and discussion, but the cluster overall is too mixed to have a true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most suitable global issue representative by specificity and visibility; it is still only a weak representative because the other items do not share the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma4-related names, but one is a processor attribute error and the other is a pipeline/output-class failure; different code paths and fixes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Same broad Qwen naming, but one is a Qwen3-VL config attribute error and the other is a Qwen3-MoE sliding-window bug; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings from sliding-window/all-padding windows." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading a tokenizer class and dtype mismatches in inference are different subsystems and failures." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4 loading, but one is an import/dependency break and the other is a missing _tokenizer attribute; not the same underlying fix." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a performance regression; too broad to be the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer v5 decoder-type regression and ignoring tokenizer.json are different loading behaviors with different root causes." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory issues, but they concern different models and failure modes; not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error are different image-processing failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ImportError from mistral_common and protobuf-exception masking in tokenizer decode are different problems." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta FlashAttention2 support and Adafactor/deepspeed OOM are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor in deepspeed and Llama 3.2 Vision model-loading break are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FlashAttention2 support for XLMRoberta is unrelated to a LayoutLMv3 box-validation error message." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific Qwen2_5_VL import failure and a vague dependency issue are not the same concrete bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in BEiTImageProcessorFast is unrelated to FlashAttention2 long-context performance regression." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and SAM3-LiteText memory overflow are different model-specific failures." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL shape mismatch are distinct issues." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different features and failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash and flash_attention s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "A flash-attention sinkless-model AttributeError is unrelated to TimesFM window_size handling." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError with JSON-loaded lists and Qwen3.5 rotary registration/decorator failure are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template padding crash and wrong video vision_position_ids in Qwen2.5-VL are separate processor/model issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5.0 custom model initialization break and patchtsmixer post_init policy are related only at a very broad API level, not the same concrete bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "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:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:44977|issue:45245", + "issue:45325|issue:46697", + "issue:43720|issue:44442", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:27957|issue:29870", + "issue:43873|issue:44871", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:25251|issue:28282", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:42617|issue:43575", + "issue:44855|issue:45137", + "issue:43550|issue:43701", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43575|issue:43742", + "issue:43701|issue:46506" + ], + "prepared_review_unit_hash": "2920d014228ab9f0f0c658c1c4d608a85e2829ba8a642a93784c4607047459f3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35011, + "estimated_input_tokens": 8753, + "estimated_eval_tokens": 17762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a real duplicate cluster; they span unrelated bugs, regressions, and configuration issues across different model families and subsystems. All soft-edge pairs should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest standalone issue here: it is open, has the most activity/inbound references, and describes a broadly impactful quantization/offloading bug. It is not a duplicate of the others, but it is the best representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different subsystems and failure modes: audio chat-template sampling-rate default vs image feature extractor center-argument regression." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to Perceiver image classification padding/interpolation behavior." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a category-cardinality runtime error." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different models and bugs: Qwen2.5-VL rope index temporal scaling vs Swin2SR image padding over-padding." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate is unrelated to tokenizer loading for FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are distinct issues in different code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Package/backend installation coverage issue is unrelated to a missing import-utils helper symbol." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A model option validation issue for patchtsmixer is unrelated to a video-input regression across Qwen VL variants." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to BART generate() decoder_attention_mask assignment bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to documentation still referencing removed pipeline APIs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig loading is unrelated to GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to AutoModelForCausalLM not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch environment detection for AutoModel." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures with different root causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "transformers>=5.1.0 loading failure for one repo is unrelated to backend mapping missing tensorflow_text." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script execution failure and an OOM during tensor-parallel model loading are not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 decorator/comment parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an image-classification example is unrelated to unrecognized OLMo-Hybrid config loading." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for a large Qwen model is unrelated to MobileLLM-125M key errors." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to CPU-vs-CUDA numerical differences in PPDocLayoutV3." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:44442|issue:45803", + "issue:42490|issue:47276", + "issue:27957|issue:32090", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:43316|issue:44877", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43540|issue:44514" + ], + "prepared_review_unit_hash": "24c48e9b0b2c5be82b884bb41f45f51fea9bb671f5cffcf0f39c4750967a93c5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35671, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 + }, + "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 that only share broad Transformers subsystems or buzzwords. I found no pair that clearly describes the same underlying bug/change, and there are no PRs to triage here.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong canonical representative because the items are heterogeneous; if forced, issue:44521 is the most active/open and has the most discussion, but it does not unify the cluster.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs in output handling: CLIPVisionModel hidden_states bug vs ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare except swallowing errors in FuyuBatchFeature are different code paths and failures." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Import warning for local model paths is unrelated to a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Trainer's NoneType broadcast error." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs/sync_gpus behavior is unrelated to gather_for_metrics dropping tuple labels in the last batch." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "hidden_states=None regression is not the same as attention kernel divergence under torch.compile." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states output bug and Gemma4 quantized embedder dtype casting are separate model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is different from Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model processor/tokenizer regression is unrelated to the pipeline translation error message." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure after align_special_tokens are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save/load failure is unrelated to loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/template-related, but one is zero assistant_masks and the other is image-placeholder handling in user text; not the same bug." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing availability helper is unrelated to kernels import failure from the new version/revision requirement." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is not the same as granite_speech being blocked by strict config validation." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffers being filled with junk in v5." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is different from GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading regression is unrelated to an unrecognized model missing model_type." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and sinq save/load breakage are different serialization/config bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency is separate from cache lazy initialization causing recompilation." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug is distinct from Ministral-3 FlashAttention failure." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific NemotronHForCausalLM Flash Attention 2 limitation is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage is unrelated to a janus model test failure." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in FuyuBatchFeature and importing Trainer blocked by datasets are unrelated failures." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video input processing error is different from Qwen2_5_VLProcessor batched apply_chat_template crash." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:44242|issue:46894", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:44610|issue:46369", + "issue:43504|issue:45698", + "issue:45632|issue:46424", + "issue:45542|issue:46234", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:45803|issue:46170", + "issue:25251|issue:27957", + "issue:46082|issue:46697", + "issue:45127|issue:45200", + "issue:43931|issue:44060", + "issue:43650|issue:46202", + "issue:35141|issue:42490", + "issue:46693|issue:47217", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44855|issue:45588" + ], + "prepared_review_unit_hash": "4be63a7ff1e825ea0b4abaf96d2286f8b47507df649902297e805c15ba28029c", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34640, + "estimated_input_tokens": 8660, + "estimated_eval_tokens": 17576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the listed issues cover unrelated bugs across pipelines, configs, cache handling, vision-language processing, and import/load paths. None of the soft pairs look like true duplicates, so no soft edge should be accepted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46693 is the most active and well-documented report in the set (highest discussion activity and several inbound references), so it is the best single representative if one must choose one issue; it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 has the strongest signal as a standalone issue: clear regression framing, high discussion, and external references. It is the most suitable issue to surface from this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video OOM: different components and failure modes." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss gating in MoE vs ASR training-loss double-shift; both are loss bugs but not the same code path." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs tensorflow_text backend registry error; unrelated config/backend issues." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Wrong video vision_position_ids vs failure when image placeholder is in user text; both VL-related but distinct bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output size mismatch vs Sam3LiteText memory overflow; different symptoms and subsystems." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field blocking Beit preset load vs wrong custom module loaded after save_pretrained; different loading mechanisms." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Local-model cache path collision vs max_cache_length only honored for quantized cache; unrelated cache behaviors." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TF backend error vs missing import_utils helper; separate dependency/import problems." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Video-input regression across VL models vs image-placeholder-in-user-text failure; not the same concrete bug." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers filled with junk vs rotary_pct not persisting on reload; different state/config bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus generate_images test failure vs Qwen3.5 flash-attention generation issue; different model/code paths." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation failure vs Sam3LiteText auto_mapping CI break; no shared underlying bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs sliding_window issue in Qwen3-MoE; unrelated config bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu conversion vs Windows ROCm torch.distributed import dependency; different problem classes." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug vs XLMRoberta Flash Attention 2 issue; unrelated features." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Swin2SR over-padding; different model/config and processor issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings vs mm_token_type_ids defaulting; different multimodal/text-training bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs tied-weights warning in Qwen3-Next; separate model-loading/weight-tying issues." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles/body are unrelated; no shared bug pattern with Gemma pipeline roundtrip failure." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit on resize vs local-path trailing-slash import warning; different code paths." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression vs VL image-placeholder failure; unrelated regressions." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor mismatch vs Sam3VisionEncoderOutput missing attribute; different model families and bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "General generation cache missing in chunked_prefill vs recurrent states resetting with cache; both cache-related, but not the same underlying issue." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Last-batch label truncation in gather_for_metrics vs auxiliary loss normalization in MoE models; unrelated training bugs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError in scripted import vs flash_attention AttributeError on s_aux=None; unrelated import/runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:44190|issue:44964", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:43827|issue:43994", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:44617|issue:45584", + "issue:45588|issue:47013", + "issue:45632|issue:46617", + "issue:41720|issue:45245", + "issue:44242|issue:46897", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:45563|issue:45584", + "issue:25251|issue:29870", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:43526|issue:46697", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "bd87aa86160c8e9749d39d00a17b4632b5eea64953eb52cfdd5d0303d49b4e25", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37025, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a coherent duplicate set: the items cover many unrelated bugs across generation, configs, processors, serving, and docs. 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insufficient evidence they are the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are unrelated failures." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different MoE/training bugs." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are not the same underlying issue." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 and local dataset loading script failure are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() and Whisper empty transcription are separate issues with no shared code path." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k output nesting and Bart generate() decoder_attention_mask initialization are unrelated generation behaviors." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Model-loading test failure for GLM-4.7-Flash and a janus image-generation test failure are different problems." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are distinct model/processor bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils and a Qwen3.5 chat crash are not the same defect." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression in Qwen VL models and KV-cache continuation indexing in serve are different failures." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and local dataset loading script failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video preprocessing, but one is vision_position_ids and the other is padding calculation; 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"right": "issue:44964", + "accept": false, + "reason": "Different model-loading problems: GLM-4.7-Flash unit-test load issue vs latest-transformers load failure for Phi-4 multimodal." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API surface, but different triggers: assistant tool-call message with no content vs an entirely empty list." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repositories/features: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision in CI." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal bugs, but one is zeroed assistant masks and the other is wrong vision_position_ids for Qwen2.5-VL video." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Unrelated symptoms: slow import from lazy loading vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/prefill, but one is missing generation cache in v5 and the other is a device-tensor seq-length arithmetic bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different model families and failures: XLMRoberta FlashAttention support vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug is unrelated to FuyuBatchFeature's bare-except tensor conversion issue." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/dependency complaints, but one is torch extra omitting TensorFlow and the other is a generic dependency issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Stale CI test for GraniteSpeech is not the same as Phi-4 multimodal model loading failure." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: model loading for Phi-4 multimodal vs auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load issue is unrelated to tensorboard being installed without TensorFlow." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer/chat-template related, but one is BPE marker handling and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to token-embedding resizing and post_init reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model bugs: untied lm_head weights in Mistral3ForConditionalGeneration vs incorrect Qwen3.5 checkpoint saving." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Different multimodal issues: unrecognized model/config parsing vs VL models failing when the image placeholder is in user text." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache path collision for trust_remote_code local models is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules: Qwen2_5_VLImageProcessor vs layer_type_validation." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config parsing is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both are regressions around multimodal/text model behavior, but one is processor/tokenizer API breakage and the other is resize_token_embeddings not updating t5gemma embeddings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:45083|issue:46506", + "issue:44295|issue:46506", + "issue:43976|issue:44987", + "issue:43582|issue:46932", + "issue:43673|issue:46424", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:46082|issue:46121", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:44327|issue:46752", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44279|issue:46515", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:43901|issue:47217", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:41950|issue:45020" + ], + "prepared_review_unit_hash": "6cf419d0346aeaaff73df68e4f4dea99d801858b3c74a79d7d320fcaa0216e02", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36865, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose set of unrelated Transformers regression reports across model loading, processors, cache, and flash-attention paths. No soft pair appears to describe the same concrete bug closely enough for duplicate merging.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it describes recent-version regressions breaking remote_code models, which is the closest cluster-level theme among these mostly model-loading issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it is general, version-regression oriented, and covers a wider slice of the cluster than any narrow model-specific bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different model families and different failure modes; same broad area only." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access and CPU/CUDA divergence are distinct bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are version compatibility reports, but for different breakages and code paths." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "AppleSilicon TypeError and Gemma4 dtype casting are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache concepts, but one is missing cache in chunked prefill and the other is a config max-length rule." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-config loading bugs with different symptoms." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check/import issue." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-keys type handling are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Beit processor label reduction and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI output formatting are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is save_pretrained/dequantization and the other is FlashAttention loading." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k crash and empty chat template crash are different code paths." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The left item is not a substantive bug report; these are not duplicates." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but different failure modes and model assumptions." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache-length configuration are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Different dependency/version complaints without a shared concrete failure." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings bug and Whisper empty transcription bug are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing-import regressions in different modules." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field handling issues, but for different models and different fields." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch and model-config parsing failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen multimodal regressions: loading vs save_pretrained serialization." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "TextClassificationPipeline docs and VL image-placeholder failure are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer backend state bug and Rust tokenizer thread-safety regression are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency problem and unreleased minimum PEFT version are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom model processor/tokenizer regression and Deepseek tokenizer correctness are distinct bugs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug and remote_code model-loading regressions are different underlying 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": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:46123|issue:46369", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:44466|issue:45276", + "issue:41950|issue:45823", + "issue:43381|issue:47000", + "issue:46082|issue:46399", + "issue:43653|issue:45593", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43644|issue:47145", + "issue:43299|issue:43854", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:44016|issue:44291", + "issue:43931|issue:47145", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:43873|issue:47145" + ], + "prepared_review_unit_hash": "9ecfb96f51742856f9afed0f599b31debb631294944a765743c402d895b82403", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35331, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "None of the suggested soft pairs look like the same underlying bug/change; they mostly share only a broad subsystem or model family. I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest standalone issue here: it is a clear regression report with a specific API (`save_pretrained`), a concrete model family (Qwen3.5), and a version boundary, making it a good canonical-style bug report if one were needed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is about a SigLIP2 example/model-processor mismatch and quantization errors, while the other is about a text-classification pipeline doc mismatch. Different API surface and failure mode." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated bugs: one is a MaskGenerationPipeline batch-finalization bug, the other is a memory overflow when calling sam3-litetext." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "No shared underlying defect; a tokenizer BPE-marker bug is not the same as a generic 'ADD THE DATA' issue." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different concrete problems: Blip2 dtype propagation vs Qwen3.5 checkpoint serialization regression. Same theme of model state handling, but not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer regressions, but they affect different model families and likely different code paths; not enough evidence they are the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments being ignored is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve weight/embedding serialization in Gemma4/v5, but one is inconsistent lm_head.weight serialization and the other is resize_token_embeddings not updating layer-specific embeddings. Related area, different bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup bug and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost-matrix failures." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "A config validation issue for Llama head_dim is unrelated to a Qwen3.5 kernel registration/decorator crash." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are different bugs in different components." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen multimodal regressions, but one is model loading in dev0 and the other is incorrect visual-encoder keys on save_pretrained; different failure points." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for head_dim and stale config.dtype after from_config are separate issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import is not the same as a broad set of import errors after upgrading; too coarse to treat as one duplicate." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are both tokenizer-loading issues, but they are distinct concrete failures." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffers filled with junk and FP8 frozen checkpoints missing weight_scale are different low-level state/quantization bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and symptoms: Qwen3VL loading regression vs GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap; one is a placeholder issue, the other is an FP8 inference failure on B200." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and mm_token_type_ids defaults are separate model-training issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Weight-shape mismatch loading Qwen3-VL is not the same as FP8 compressed-tensors missing weight_scale." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and a TensorBoard/TensorFlow backend import issue are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "flash_attention s_aux=None crash and RTDetrLoss infeasible cost matrix are different code paths and failure modes." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer regex patch crash and list_repo_files not forwarding revision are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload loading failure are both quantization-related, but they are different operations and different bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "General offloading issues with quantization and FP8 frozen-checkpoint weight_scale corruption are too different to merge as one underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:45103|issue:45372", + "issue:43479|issue:43525", + "issue:45859|issue:46851", + "issue:33290|issue:45656", + "issue:44246|issue:47217", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:44261|issue:44263", + "issue:44186|issue:47000", + "issue:45542|issue:45800", + "issue:44623|issue:45397", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:45600|issue:45712", + "issue:44188|issue:44336", + "issue:43575|issue:47145", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:43824|issue:43976", + "issue:47176|issue:47177", + "issue:44336|issue:44373" + ], + "prepared_review_unit_hash": "041a60cf2b1828e53c480a3e273323cc91250d87f4be7631e44dcd59300da452", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35677, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug or change; they mostly share only broad subsystems or similar model names. No PRs were provided. I\u2019d keep issue 43824 as the best general issue anchor because it is a clear, high-signal import failure with external references and active discussion.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43824 is a concrete, user-facing import error with inbound references and substantial discussion, making it a strong canonical anchor among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has a crisp failure mode, good triage signal, and broader impact than most of the other reports, so it is the best overall issue candidate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: FlashAttention regression for Ministral-3 vs an index error on long OCR input in Kosmos2.5." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "One is ANSI output formatting in loading_report; the other is Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash vs Gemma 4 processor import dependency error; unrelated code paths." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default init bug vs Llama4Config missing pad_token_id attribute; different model config issues." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3.5Moe rotary embedding is not the same bug as variable-length position_ids handling." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer.step calls; not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency vs VL placeholder placement failure; no shared underlying code path." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and a Chinese report about filtering slowdown are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend install mismatch vs Python version compatibility regression; different root causes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and DeepSeek tokenizer regression are different model-specific bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 PLE device-mismatch during forward; not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA q_a_layernorm epsilon handling vs GlmMoeDsaIndexer split return values." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and RTDetrLoss infeasible cost matrix are unrelated failures." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend installation bug vs torch/transformers incompatibility; different installation/runtime problems." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Both involve save/load workflows, but one is missing processor save files and the other is a zero3 from_pretrained bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs glm-4v-9b loading failure; distinct config/runtime errors." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked prefill cache regression and CLIPVisionModel hidden_states regression are separate v5 issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to TensorFlow/tensorboard backend installation." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores does not match intermittent import slowness." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is not the same as missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings references removed configs, while dummy_pt_objects leftovers are a separate repo hygiene issue." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention kernel divergence is unrelated to ANSI codes leaking from loading_report." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM is not the same as silent FP8 weight_scale corruption." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention failure are different bugs in different components." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both touch Qwen position logic, but one is a still-image temporal scaling bug in Qwen2.5-VL and the other is variable-length input handling in Qwen3.5." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Importing a missing model class is unrelated to Python 3.9/3.10 support incompatibility." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Command-substitution allowlist bypass and tar/zip-slip arbitrary file write are distinct security vulnerabilities." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI code emission and a wrong docstring for position_ids are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43723|issue:44162", + "issue:44246|issue:44496", + "issue:46291|issue:46399", + "issue:44871|issue:47145", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:42617|issue:43976", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:45003|issue:46821", + "issue:45588|issue:46851", + "issue:46614|issue:46665", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:44561|issue:46399", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:43540|issue:46655", + "issue:43901|issue:45003" + ], + "prepared_review_unit_hash": "64265ae7b84351f3612ed729bf18192a2689557906e8a4827a50e96556c3060a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36044, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive grab bag of unrelated Transformers issues. Several items are about v5 regressions or Qwen/tokenizer/loading problems, but they do not share a single concrete root cause. The broadest representative is the generic AutoTokenizer loading regression.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43723 is the most general and representative loading regression in the set: it targets AutoTokenizer.from_pretrained in v5, which is the closest common theme to several other loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best triage anchor because it is broad, user-facing, and likely to subsume nearby tokenizer/loading regressions better than the model-specific or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure vs ESM2 model breakage; related area, but not the same bug or code path." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-time slowness and unrecognized-model config error are unrelated symptoms." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package version requirement during pipelines import is a different failure from Qwen3.5 rotary-pos-embedding registration." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id mismatch and FP8 weight_scale omission are distinct model-loading bugs." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Helper length calculation in qwen3_omni_moe is not the same as Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained config mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py execution failure and Python version compatibility are different issues." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding and missing-vision-backend AutoProcessor error are different processing failures." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a kernels registration crash and the other is variable-length position_ids; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to image-placeholder handling in VL chat input." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is LoRA compatibility across hf4/hf5 and the other is Qwen3VL MoE loading; not clearly the same defect." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bf16 dtype mismatches in inference are unrelated to the hidden_states/output field mix-up." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError and empty-list apply_chat_template crash are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug and modeling_utils sys.modules access have no concrete overlap." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Qwen3.5 chat crash are model-specific but distinct." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are unrelated subsystems." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist capture race and stale generate warning are unrelated test/runtime issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma eos_token_id mismatch do not share a root cause." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug and TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Qwen3.5 variable-length position_ids failure are different failures." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are different tokenizer behaviors." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer read error and gemma-4 zero3 loading are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba and CPU/CUDA result differences for PPDocLayoutV3 are different problems." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load balancing loss and missing auxiliary losses are separate model-training bugs." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available and Qwen3.5 apply_rotary_pos_emb registration are unrelated regressions." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer output regression and resize_token_embeddings/output_embeddings mismatch are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Two video-related bugs, but different symptoms and code paths; not mergeable as one fix." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46897", + "issue:47217" + ], + "soft_pairs": [ + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:45375|issue:45759", + "issue:36246|issue:44351", + "issue:36246|issue:43596", + "issue:45292|issue:45701", + "issue:44451|issue:46752", + "issue:43295|issue:45292", + "issue:45137|issue:45600", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:44466|issue:45335", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44242|issue:44857", + "issue:44995|issue:45200", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44479|issue:46170", + "issue:44623|issue:46726", + "issue:29870|issue:30333" + ], + "prepared_review_unit_hash": "bf7fbae982ce95e920182a3c4f52aa102b354d4137b3c5d8d53d2e59b9c3a5c4", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly loose topical matches rather than true duplicates. They span unrelated bugs across Deepspeed, video/VL processing, config loading, serialization, imports, and model-specific regressions, so I would not merge any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44479 is the most representative standalone issue here: it describes a concrete, user-facing regression with a clear model family impact and a specific failure surface.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest issue to anchor on: it is specific, reproducible, and affects multiple Qwen VL variants rather than being a vague or incidental failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention Deepspeed/ZeRO3, but one is about Qwen3 MOE weight conversion and the other is an empty-deque IndexError in BertModel init; different bugs." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video/image processor lookup and _torch_extract_fbank_features are unrelated failure modes in different pipelines." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Both involve multimodal processing, but one is about missing vision backend/image processor selection and the other is an empty-image-placeholder chat-template crash." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but they affect different model families and point to different code paths: Qwen VL input handling vs SmolVLM padding calculation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors, but for different symbols and likely different dependency/version issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config/model-loading issues, but one is a missing config field dropped by strict validation and the other is from_config not unwrapping text_config." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports entirely: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError in a vision processor is unrelated to a BertModel ZeRO3 IndexError during initialization." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings behavior is unrelated to tokenization differences across versions." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Loading a specific model checkpoint and empty-list chat template crashes are different surfaces with no shared code path." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is embedding resizing not propagating. Same general area, but not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow and stale auto_mappings references are unrelated issues." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and post-upgrade slowness are not the same failure." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention tracking issue." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights and resize_token_embeddings not updating decoder.embed_tokens are separate weight-handling bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are different problems." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a missing attribute in the output object and the other is a memory overflow in a different model path." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech and a missing Qwen3_5MoeVisionConfig field are separate config-schema bugs." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels returning one label and Florence2 double-shift training loss are unrelated model bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing MoE load-balancing loss and a float16/CUDA crash in LwDetrImageLoss are different loss/AMP issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure at transformers>=5.1.0 and tokenizer protobuf exception masking are different error paths." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug in transformers 5.0 and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression and a Windows/ROCm torch.distributed import problem do not share a code path." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in processor.save_pretrained and unrecognized image processor errors are different processor issues." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are completely unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46851", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:43526|issue:46894", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:42199|issue:46851", + "issue:45685|issue:46431", + "issue:42886|issue:45229", + "issue:46170|issue:46832", + "issue:45412|issue:46123", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:46752|issue:47020", + "issue:43994|issue:46726" + ], + "prepared_review_unit_hash": "cc5ddc4fdf05221ccd740db4760120ebee4a35b203ae86bfdfe40722d2ba2c72", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36043, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges look like false positives: the paired issues mostly involve different models, different subsystems, or different failure modes, so none should be merged as duplicates. There are no PRs in this cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is justified here; the items do not form one duplicate family and instead span unrelated bug reports across tokenizer, vision, generation, cache, and platform-specific paths.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must anchor the set, issue:46858 is the most concrete and code-path-specific report, but it is not representative of the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different bugs and domains: BeitImageProcessorFast label reduction vs CohereASR training-loss double-shift." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Config loading for granite_speech is unrelated to Windows/ROCm import failure from torch.distributed dependency." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass is not the same as flash-attention crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning is not the same failure as Qwen3.5 flash-attention generation breakage." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and ESM2 being broken are unrelated issues." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO from_pretrained loading problem is distinct from optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings attribute in SAM 3 Video is not the same as Qwen3OmniMoe video-input validation errors." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR background-class cardinality error and Qwen3.5 variable-length position_ids are different code paths and bugs." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int limitation is unrelated to apply_chat_template failing because a processor has no chat template." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failure modes." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Platform import/dependency issue on Windows/ROCm does not match RTDetrModel.forward feature-level mismatch." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on RT-DETR deletion is unrelated to MaskGenerationPipeline's final-partial-batch bug." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a different issue from a sam3_video vs sam3_tracker config warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning in ms-swift fine-tuning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is a different problem than Gemma pipeline roundtrip on the underscore token." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "MLukeTokenizer AttributeError and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length returning a tensor is not the same as LlamaConfig rejecting explicit head_dim." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Gemma pipeline roundtrip failure itself." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change and FP8 weight_scale not being applied are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "/v1/chat/completions request acceptance regression is unrelated to Gemma token roundtrip failure." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention branching under torch.compile is distinct from cache lazy initialization causing spurious recompilation." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and a host-synchronization concern in deepspeed_sp_compute_loss are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotation crash is unrelated to the static-cache get_seq_length device-tensor bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a post-upgrade data filtering slowdown are not duplicates." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat_template IndexError and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 producing nonsensical outputs and AutoProcessor complaining about a missing vision backend are separate 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": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43701|issue:44749", + "issue:43065|issue:46123", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43784|issue:46399", + "issue:44373|issue:46851", + "issue:39692|issue:46726", + "issue:44871|issue:46132", + "issue:46463|issue:46877", + "issue:45561|issue:47217", + "issue:28282|issue:30990", + "issue:44188|issue:46851", + "issue:45375|issue:45478", + "issue:46877|issue:47000", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:45230|issue:45397", + "issue:45310|issue:45375", + "issue:43232|issue:43673", + "issue:44038|issue:44623", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "b4d44e3b4717d69b445891a3addfb1e23cf65f2a664f1ab180a9e29de52b142e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35176, + "estimated_input_tokens": 8794, + "estimated_eval_tokens": 17844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a loose collection of unrelated transformer/model bugs and a few documentation/import issues; none of the soft pairs look like true duplicates or the same fixable change. No pull requests are present in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44964 is the strongest representative: it is a concrete, reproducible model-loading regression with a named model, clear version context, and an actionable code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the best global triage candidate because it is specific, user-facing, and likely to map to a single fix rather than a broad or ambiguous report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Different failure modes: tokenizer config metadata mismatch vs processor save_pretrained missing files." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the reported 5.3.0 performance slowdown during filtering." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer implementation and MaskGenerationPipeline partial-batch dropping are separate code paths." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown regression is not the same bug as optimizer.step being invoked twice with deepspeed." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig return values is unrelated to ESM2 breakage." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different pipelines." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor saving file omissions are unrelated to deepspeed optimizer double-stepping." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM 3 output is not the same as missing fields from trust_remote_code config objects." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM 3 video encoder attribute error and TimesFM window_size AttributeError are different models and mechanisms." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring and a variable-length input runtime bug are not the same underlying issue." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors are distinct from AutoProcessor backend-missing behavior." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring import-time stdout noise are separate concerns." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to VL models failing on image placeholders in user text." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different environment/runtime problems." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention kernel divergence is not the same as Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config and a from_pretrained error are related by model family but not the same concrete bug." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stderr/stdout output is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and Llama4Config pad_token_id attribute error are separate model serialization/config issues." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word timestamp crash on trailing replacement characters is unrelated to Kimi-K2.5 codec/regression handling." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different tokenizer subsystems." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and gemma-4 zero3 from_pretrained failure are not the same issue." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 Moe from_pretrained error and missing deepstack_visual_indexes may be adjacent, but the reports do not show the same concrete failure." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and chunked_prefill cache missing are distinct generation-path bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe behavior under transformers 5.0 is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and nonexistent image_utils import are similar at a glance but point to different missing symbols and likely 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": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:42371|issue:45092", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:44496|issue:45561", + "issue:42673|issue:43704", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:44843|issue:47085", + "issue:44568|issue:47085" + ], + "prepared_review_unit_hash": "160ac75d9d16e87c198e4de6e351043aa5b58859afe3ef7dcc37b552cd5f1ac8", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36908, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a collection of unrelated Transformers issues. Only one soft edge is a clear duplicate: the Qwen3ForCausalLM VRAM leak report appears twice with the same title and same underlying thread-leak bug. No pull requests are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the better canonical issue for the Qwen3ForCausalLM VRAM leak because it is the earlier, fuller report with more discussion and references; issue:43704 is the duplicate follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is detailed, clearly scoped, and the only confirmed duplicate target among the soft pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different symptoms and code paths: quantization/offloading behavior vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated problems: TF32 API guidance vs meta-initialization incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different regressions; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer mapping extension failure vs a CLI completion incompatibility with huggingface_hub; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval vs a DeepSpeed ZeRO3 deque IndexError; different failure modes." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex/tokenizer crash vs auto-docstring annotation handling crash; different subsystems." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure vs missing Qwen2_5_VLForConditionalGeneration import; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash vs docstring lint output at import time; no shared underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor tokenizer attribute crash vs Gemma pipeline roundtrip text issue; not the same defect." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma pipelines, but one is a roundtrip tokenization issue and the other is a pipeline wiring failure." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Auxiliary-loss logic bug in D-FINE vs import-time doc-lint noise; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports for different classes and versions; not one underlying issue." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but different versions and different from_pretrained failures; too distinct to merge." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output corruption vs Qwen3_5 image-specific infinite loop; different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained problem vs Qwen3.5 MoE loading error; different operations and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update logic vs Janus image generation test failure; not the same code path." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race vs CLI completion attribute error; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing image_utils import; different scopes." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state cache bug vs DeepSpeed loss synchronization concern; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Dependency version pinning issue vs docstring diagnostics printing; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on training failure vs OOM with Adafactor/DeepSpeed; no overlap in root cause." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is accuracy degradation and the other is save_pretrained failure; different issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow packaging omission vs leftover dummy PT classes; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer behavior changes, but the concrete regressions differ and are not clearly the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different failure contexts." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs xdist race condition; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility problem vs missing import from image_utils; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers load hang vs embedding resizing/post_init reinitialization; different defects." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline-mode tokenizer patch bug vs tokenizer thread-safety regression; different concrete problems." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression vs Rust tokenizer thread safety; not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft edge, issue:42673 vs issue:43704, is supported by the exact same title and matching VRAM-leak description, and the canonicalization choice is reasonable given the earlier, richer report. The rest of the pairwise rejections stay cautious and do not overclaim duplicates. No PRs are present in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:43479|issue:44079", + "issue:42673|issue:47085", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:42898|issue:44779", + "issue:44060|issue:45125", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:42222|issue:45200", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "084ca7cc46c5d49a271842eec90dc94adb679aa8a044f0ef52da3719ab1b8bc2", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated Transformer issues across tokenization, multimodal configs, training, serving, docs, and dependency/import errors. None of the soft pairs appears to be the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items are not a single duplicate family; they span many unrelated bugs and regressions.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No globally best issue for deduplication: the cluster is too mixed to use one issue as a representative canonical target.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different code paths and symptoms: Phi4MultimodalConfig default-initialization vs VideoPrism output packaging." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to tokenizer thread-safety regressions." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files from processor.save_pretrained is a save-path bug; Qwen3.5 MoE from_pretrained error is a model-loading bug." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloader use is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure and add_special_tokens BOS/EOS omission are different tokenizer behaviors." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Two broken docs examples, but for different models and failures." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "CI break from removed auto_mappings references is unrelated to huggingface_hub CLI completion breakage." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and MaskGenerationPipeline final-batch handling are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated multimodal config initialization vs Whisper timestamp decode crash." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different areas: config defaults vs ModelOutput key assignment logic." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both mention threading, but one is a VRAM leak in Qwen3ForCausalLM and the other is tokenizer thread safety." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on training failure is unrelated to Llama 3.2 vision model loading regression." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta FlashAttention setup and MLFlow failure reporting are unrelated subsystems." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and different behaviors." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning is unrelated to missing tensor-parallel plan metadata." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Processor.tokenizer regression and clean_up_tokenization_spaces behavior change are distinct v5 issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different model families and failures: Granite token IDs vs Pegasus output differences." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLFlow reporting is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated multimodal issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import/dependency errors, but one is missing transformers.onnx and the other is missing PyTorch." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to a double optimizer-step issue under deepspeed." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in GLM46V processor and InternVL2 meta-init incompatibility are different multimodal loading bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash is unrelated to auto_docstring failures with future annotations." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failure modes: empty multi-label results vs local dataset loading." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning is unrelated to leftover dummy class cleanup and torchless import leakage." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is MoE FP8 model saving and the other is tokenizer config metadata." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and a training docs parameter-name mismatch are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:41628|issue:42757", + "issue:46614|issue:46932", + "issue:43504|issue:47059", + "issue:43232|issue:47276", + "issue:45071|issue:46082", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:30990|issue:38175", + "issue:44327|issue:47059", + "issue:43232|issue:46424", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:44263|issue:44373", + "issue:42907|issue:46050", + "issue:45092|issue:45357" + ], + "prepared_review_unit_hash": "4d2d8b5dff13aa6b31cee06dfef4aab37454720b61e05b5190644d14b7ab6545", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated and only share broad keywords like tokenizer, save_pretrained, fp8, or sync_gpus. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45071 is the most umbrella-like report in the set: a framework-wide v5 regression around config validation, rather than a model- or script-specific failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the clearest single representative of a broad Transformers regression and the best candidate if one issue must stand in for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Specific tokenizer BPE-marker handling vs a generic AutoTokenizer import/load failure; different code paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression vs AttentionInterface.register behavior change; not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default initialization vs junk non-persistent buffers; unrelated bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs leftover dummy classes leaking into dir(); distinct fixes." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; different components and symptoms." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs double optimizer stepping under deepspeed; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit vs attention registration behavior; no shared underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained bug vs processor save_pretrained file omission; different save paths." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 vs missing processor chat template; unrelated failures." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids vs GLM-5 RoPE implementation bug; not duplicates." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config save mismatch vs Qwen3.5 MoE from_pretrained error; different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading issue vs flash-attention generation regression; different subsystems." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Version-drift tokenization mismatch vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; same symptom, different root causes." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state vs quantized embedder dtype casting; different components entirely." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy field blocking model load vs hub CLI completion attribute error; no common bug." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation kwargs update bug vs warning text wording in continuous batching; not the same issue." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Config type-checking regression vs LlamaConfig head_dim validation; separate validation paths." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs Minimax attention numerical discrepancy; different models and problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs max_shard_size default question; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus handling vs long-ocr index error in Kosmos2.5; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading script issue vs LlamaConfig validation; different code paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformers loading hang vs SigLIP2 zero-probabilities regression; different models and symptoms." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top_k bounds crash vs hub CLI completion attribute failure; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation update behavior vs cache length honoring only quantized cache; separate caching/generation bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split/indexer issue vs remote-code meta-init incompatibility; no shared root cause." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error vs processor.save_pretrained missing files; different affected areas." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing FPN position embeddings attribute vs sliding-window off-by-one; distinct bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer split behavior vs wrong position_ids docstring; not duplicates." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized save failure vs sinq save/load breakage; both quantization-related but not the same concrete bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code checkpoint meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; different regression 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": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:44263|issue:44360", + "issue:41628|issue:43824", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44483|issue:45406", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:43784|issue:45600", + "issue:44188|issue:44373", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43644|issue:46305", + "issue:43756|issue:44060", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:39379|issue:46172", + "issue:42886|issue:43066" + ], + "prepared_review_unit_hash": "c117e35a8b7f60ddbf68d30b96bc09091885a52dc1a702a0300a7953d899928f", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft-similarity pairs mostly overstate relatedness. I\u2019d treat them as separate bugs/regressions; no PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43122 is the broadest, most representative report of a tokenizer regression across versions, and it subsumes the general class of narrower tokenizer-behavior complaints better than the more specific issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best global issue candidate because it describes a user-visible regression in core tokenization behavior with clear version scope, making it a likely duplicate magnet and a good umbrella reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Different problems: model memory overflow vs broken documentation example." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video/vision, but they hit different code paths and models: sliding-window masking vs video padding." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated: a dependency issue versus a SequenceFeatureExtractor.pad performance bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Importing transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor/backend related, but one is a torchvision-missing crash and the other is an unrecognized image-processor path; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is not the same as a Qwen3.5-MoE from_pretrained load error." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem, but different defects in GlmMoeDsaIndexer: split return handling vs missing ReLU." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Separate import failures for different classes/models: AutoImageProcessor versus Qwen2.5-VL generation class." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different bugs: Qwen2.5-VL vision_position_ids versus MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A model-type warning on sam3_video is not the same as Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a CLI test break from huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Same broad model family era, but distinct issues: FP8 accuracy versus Qwen3-VL-Moe bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request handling is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both affect training stability, but one is flash_attention_3 degenerate training and the other is NaNs after checkout/init." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision error from missing rms_norm_eps is not the same as meta-initialization incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error for transformers.onnx is unrelated to an added-token spacing bug in tokenization." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env CLI and a sentence-transformers import NameError are different failures." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "These both mention imports/compatibility, but one is a NameError on import and the other is a CI failure from removed auto_mappings references." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression is not the same as a Qwen3_5 infinite-loop bug on a specific image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are both tokenizer bugs, but they are distinct behaviors and code paths." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to a sliding-window mask off-by-one." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout and a Qwen3-Next tied-weights warning are different model/config issues." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both are vision-related, but the former is a missing-backend processor crash and the latter is image-placeholder handling in user text." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete failures: BPE-marker handling versus version-to-version tokenization changes." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated workflows." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "A model-type warning is not the same failure as a memory overflow." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different model-specific bugs: masked-out mask handling in mllama versus a deepseek-v4 transpose issue." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline loading bug is unrelated to the wrong tokenizer decoder type in v5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:45381|issue:46909", + "issue:43646|issue:46002", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:43329|issue:47059", + "issue:42907|issue:44964", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:43122|issue:46326", + "issue:43976|issue:44945", + 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"estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports; the soft-similarity links are largely false positives across import errors, tokenizer bugs, multimodal/model regressions, and docs/examples. No pull requests are present.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the whole cluster: the reports span distinct bugs and subsystems, so the similarity links are not strong enough to collapse them into one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest representative of the import-regression subtheme, but it still does not cover the other unrelated topics in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific huggingface_hub import failure vs a broad Transformers upgrade regression; different concrete bug reports." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are unrelated code paths." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs broken DIA documentation example." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video input processing ValueError vs documentation example issue; 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different components." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug and zero assistant masks in apply_chat_template are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Single AutoImageProcessor import error vs broad import errors after update; same symptom class, not same concrete bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are unrelated API bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and GlmMoeDsaIndexer torch.split behavior are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save/dequantization failure vs invalid GenerationConfig for GLM-5 are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization differences and all-zero assistant masks are distinct tokenizer/template bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding and apply_chat_template tool-call crash are separate APIs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Wrong model class warning and missing fpn_position_embeddings are different SAM 3 video bugs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file from_pretrained breakage are different loader/saver problems." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained mismatch are different topics." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors for different symbols; broad version-related symptom but not the same underlying bug." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-V4 dtype/transpose issue and Minimax attention numerical differences are unrelated model implementations." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 from_pretrained error are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer read issue are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script returning empty multi-label results and mm_token_type_ids defaulting are different 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": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:22355|issue:29127", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:42757|issue:44351", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:43976|issue:45446", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:44995|issue:46697", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44038|issue:45478", + "issue:44075|issue:44936" + ], + "prepared_review_unit_hash": "bd654d7dddf1a50d0701068b0a05658d2365e9958b8f33c72da8390eb398d4d0", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35481, + "estimated_input_tokens": 8871, + "estimated_eval_tokens": 17998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer regressions, model-specific bugs, import/version issues, training/runtime problems, and documentation noise. None of the soft pairs look like the same concrete bug or change, so they should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue is a credible canonical representative here; the set is too diverse and lacks a shared concrete code-path or symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is especially suitable as a global canonical because the cluster does not form one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention Qwen/MoE, but one is a general transformers/Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior; different code paths and symptoms." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and likely different tokenizer code paths." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "An ONNX import error and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizers and different failure modes: offset mapping vs stale phonemizer backend." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is not the same bug as incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend dependency packaging issue versus Python 3.14 import/load failure; not the same problem." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and an example script's multi-label classification output issue are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs after sync_gpus are different subsystems and bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely separate dependency/version breakages." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and Qwen3_5 infinite-loop behavior are unrelated model-specific bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance inefficiency." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter mismatch and docstring import-time stdout noise are different documentation/tooling issues." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same as an unspecified Flash Attention 2 issue." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat-completions request rejection and VL image-placeholder handling are different API/model behaviors." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change and phonemizer backend leakage are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads do not share a concrete failure path." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch in inference are unrelated bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE save/load, but one is incorrect saved keys and the other is a from_pretrained error; too little evidence they are the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "These are separate version-compatibility checks in different areas, not the same import bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are distinct model issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "General import failures after upgrade versus one specific missing import are related only at a broad level, not the same concrete defect." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa and over-padding in Swin2SR image processing are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs at init are different classification-head issues." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the models and likely affected code paths differ." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "An example script output bug and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extractor length helper bug and a PyTorch version-check import issue are not the same underlying change." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different symptoms and likely different save/load paths; not enough to merge as one duplicate." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD arguments and trainer.evaluate() failing after train() are unrelated training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44610", + "issue:44704", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46897", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44610|issue:46909", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:46726|issue:46981", + "issue:42371|issue:43874", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:39379|issue:43688", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:43064|issue:43673", + "issue:45405|issue:45446", + "issue:45092|issue:46762", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:42222|issue:47000", + "issue:42222|issue:43441", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:44263|issue:46762", + "issue:39379|issue:46897", + "issue:42222|issue:46752" + ], + "prepared_review_unit_hash": "94281b02906c2018374a3426f4caa747655b2174c4a157926a76ef7765defcc6", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36046, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not form a duplicate cluster; the soft pairs mostly share only broad subsystem wording, not the same concrete bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:33453 is the broadest, most generic bug report in the set and the least model-specific anchor, but the cluster is too mixed to imply a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the best single representative only in a loose triage sense: it is a straightforward regression report with a broad tokenizer-loading scope and higher reuse potential than the more narrowly scoped items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Different problems: processor/model input-size mismatch vs a broken documentation example." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-Python execution errors are unrelated to a docs parameter-name mismatch." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field bugs, but for different model families and different fields." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to a post-upgrade accuracy regression." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend handling is unrelated to repeated HTTP 429 retries during config fetching." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance has nothing to do with a missing multimodal token helper method." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label results in an example script is not the same as a pipeline-removal error message issue." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in dataloader threads is unrelated to tokenizer BPE marker handling." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights on load is a different bug from AutoProcessor forwarding kwargs incorrectly." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding performance waste is not the same as a streaming pipeline regression." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation references to removed pipeline APIs are unrelated to a PyTorch version-check bug." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "An incorrect multimodal mask path is not the same as auxiliary-loss normalization." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenizers, but one is a loading regression and the other is an offset-mapping bug." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Import failure for a missing class is unrelated to HTTP 429 retry behavior." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Cache missing during chunked prefill is not the same as a padding performance issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init argument during meta init is different from a PretrainedConfig type-checking regression." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to missing generation cache state." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue is unrelated to a backend import version check." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code/meta-init incompatibility is a different problem from numerical attention drift." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping lookup returning None is not the same as an s_aux=None flash-attention crash." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config is unrelated to a stale warning for num_return_sequences." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage is unrelated to RTDetr loss infeasibility." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral FlashAttention failure are distinct model-specific issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "State serialization inconsistency is not the same as NaNs in classification heads." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "These are both attention-related, but they affect different models and different masking/scaling logic." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Incorrect MLLAMA mask handling is not the same as a Florence2 training-loss double-shift bug." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose breakage is unrelated to apply_chat_template crashing on an empty list." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42831", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44117|issue:45081", + "issue:43937|issue:44977", + "issue:42617|issue:45341", + "issue:45071|issue:46512", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43208|issue:46894", + "issue:43408|issue:43742", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:45071|issue:47059", + "issue:45341|issue:45561", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:44877|issue:46231", + "issue:38617|issue:41628", + "issue:39401|issue:46209", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:42371|issue:42831", + "issue:44075|issue:45656" + ], + "prepared_review_unit_hash": "e526ef1663996c26b0139d9b6b1c973a83c35eac0b9c986b8c150d42d4b7a3a5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35242, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenizers, model loading, config handling, training, and utilities. The soft pairs are mostly topical similarities, not true duplicates, so I reject them all.", + "confidence": 0.58, + "canonical_issue_reason": "No strong canonical issue exists because the cluster spans multiple unrelated code paths; if one must be chosen, issue #45071 is the broadest regression-style report, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45071 is the best single representative only in the sense that it is a general, broadly framed regression report; it is not a good duplicate hub for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are import-related, but one is a missing mapping assumption in from_pretrained and the other is a Mistral regex patch crash; different bugs and code paths." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both concern generation/model behavior, but one is an invalid GenerationConfig and the other is flash-attention generation failure for Qwen3.5; not the same issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A runtime failure in 3d_parallel.py is unrelated to a small testing_utils.py bug; no shared underlying defect." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both mention config semantics, but one is type checking regression in PretrainedConfig and the other is stale dtype after from_config; different fix targets." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is a batched video-processor shape bug, the other a crash when torchvision is missing; different failure modes and code paths." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness bugs, but they affect different models and symptoms (offset mapping vs tokenization output) with no evidence of the same root cause." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different models and different training bugs; the titles do not indicate the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type mismatch warning for sam3_* is unrelated to a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is missing projections in a layer definition and the other is a from_pretrained loading error; not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are distinct regressions." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to repeated 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to the CLI completion attribute breakage from huggingface_hub." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a generic bug report while the other is a specific xdist race on captured_info.txt; not the same defect." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Missing kwargs propagation in AutoProcessor.from_pretrained is unrelated to a special_tokens list/dict handling error." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A generic testing_utils bug and a SequenceFeatureExtractor.pad performance issue are different changes." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a documentation mismatch in set_training are not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different APIs." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping corruption and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenizer behavior regression and a noisy logging message are not the same problem." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and a BACKENDS_MAPPING error for tensorflow_text are different loading/compatibility issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and an unrecognized model_type in config.json are distinct model-loading failures." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an rms_norm_eps precision mismatch are different precision-related concerns with no shared code path." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "A missing import symbol and an _torch_extract_fbank_features problem are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from image_utils and broad import errors after version upgrade are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they involve different models/components and different reference comparisons." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 from_pretrained loading error." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy regression are different precision topics, not one duplicate issue." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored and optimizer step being called twice under deepspeed are separate optimizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": 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not the same defect." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Unrelated topics: patchtsmixer post_init validation vs AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different math/model bugs in different components; the titles do not indicate a shared code path or fix." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different models and failure modes: Qwen3-VL-30B weight-shape mismatch vs Qwen3next missing projections." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked prefill bug is unrelated to a testing_utils issue." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Both involve chat/template/streaming behavior, but one is an empty-list IndexError and the other is a streaming pipeline regression; too different to merge." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL loading problems: weight mismatch versus a broader transformers 5.0 bug report." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Bfloat16 compile warning and BLIP2 dtype handling are separate precision/dtype issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model-specific compatibility error and the other is degenerate training with flash_attention_3; different symptoms and fixes." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Both are model-specific precision/attribute issues, but one is a missing image-patch helper and the other is an MLA rms_norm_eps precision discrepancy." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but XLM-RoBERTa support and NemotronHForCausalLM support are separate model-specific compatibility issues." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training bugs and Florence2 training-loss double-shift are unrelated model-specific issues." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config attribute is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size default behavior is unrelated to Qwen3.5 MoE from_pretrained failures." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both involve indexing/dtype-style implementation details, but the titles point to different model components and different bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU omission and deepseek-v4 comb transpose are unrelated implementation bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None-handling and loading physical-intelligence/fast are different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision and testing_utils are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals and error conditions; no evidence they share the same fix." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to the testing_utils bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config attribute removal and flash_attention.py sink-less model crash are separate issues." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import slowness and HF_ENDPOINT 429 retry behavior are not the same bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite-loop generation and sam3-litetext memory overflow are unrelated model/runtime problems." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3 divergence from remote implementation and deepseek-v4 transpose behavior are different model/version issues." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed config field and sinq quantization save/load breakage are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision during AutoProcessor loading is unrelated to the mistral_common ReasoningEffort import error." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next and a missing strict config field in Qwen3_5MoeVisionConfig are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked prefill cache handling and MaskGenerationPipeline partial-batch handling are unrelated pipeline bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-family implementation issues, but they concern different methods and failure modes; 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The soft pairs mostly share only broad themes like imports, saving, training, or model-family naming, but not the same concrete bug path.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43873 is the most substantial, currently open, and discussion-heavy report in the set, so it is the best single issue to represent the cluster despite the overall lack of strong duplicate cohesion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest global issue target: active, well-described, and broad enough to anchor nearby duplicate reports if any existed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: removed config attribute vs quantization/offloading behavior." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different code paths: token construction error vs tokenizer-mapping fallback bug." + }, + 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"issue:46664", + "accept": false, + "reason": "Both hit SmolVLM video processing, but one is padding math and the other is num_frames semantics." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video model loading without torchvision is unrelated to save_pretrained max_shard_size behavior." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "One is a specific tensor op bug in deepseek-v4; the other is an accuracy regression after upgrade." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: configuration_utils symbol vs HybridCache export." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test seeding instability is unrelated to a logging message issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and auto_docstring annotation parsing are separate subsystems." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate-after-train failure and import failure caused by datasets are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Network calls despite local_files_only and missing embed_tokens.weight are unrelated loading bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure affect different models and code paths." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for ScandiBERT is not the same as a streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling with backend choice is unrelated to cache lazy initialization and recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load breakage is unrelated to BACKENDS_MAPPING validation for tensorflow_text." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save-pretrained dequantization failure and Qwen3_5 infinite-loop generation are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model saving and the other is Pipeline save_pretrained support." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch bfloat16 warning and tie_word_embeddings warning are different warning conditions." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support error message and pipeline object serialization are not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() and a streaming regression do not share the same underlying bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to the 50GB shard-size default question." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention 2.0 unsupported for NemotronH and Python version compatibility failure are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44734", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:45584|issue:46365", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:43208|issue:43526", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43012|issue:47276", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:36010|issue:42757", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:44380|issue:47276", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:43611|issue:44655", + "issue:44625|issue:46077" + ], + "prepared_review_unit_hash": "1e6723f7978a37641eb58b6e2da5fa61251fc45028c87c4e64a51543d38e12a3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly link unrelated Hugging Face/Transformers bugs that happen to share model names, backend terms, or generic error words. I would reject all soft edges and not choose a single canonical issue for the group.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Different subsystems and failure modes: Whisper generation on empty transcription vs Trainer import blocked by datasets. No shared code path." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Both involve serving/pipeline behavior, but one is KV-cache indexing in /v1/responses and the other is a streaming pipeline regression. Not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL/MoE and v5/fp8, but one is a generic model loading bug and the other is FP8 inference support. Different issues." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage for scientific workflows is unrelated to a deepseek-v4 tensor transpose bug." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling ignored under specific backends is unrelated to AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels returning the wrong shape/value. Different components and symptoms." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron Flash Attention 2 support gating is not the same as GPT2 attention scaling being ignored in SDPA/FlashAttention." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "One is a removed config attribute in v5, the other is just a noisy logging message. No shared defect." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation issue is unrelated to the datasets/Trainer import conflict." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "One is backend-specific attention scaling; the other is degenerate zero loss for single-label classification with num_labels=1." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "bf16 compile precision warning is unrelated to a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but different symbols from different APIs/hub/model classes. Not the same broken import." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to importing Trainer only when datasets is installed." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both concern FP8/MoE, but one is save_pretrained failure and the other is from_pretrained loading failure. Different code paths." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "A missing set_seed in tests is unrelated to a huggingface_hub CLI compatibility break." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2+PEFT optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer drop is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are not the same as MLA q_a_layernorm missing rms_norm_eps precision mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages and symbols; no evidence of the same regression." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-compatible chat/completions request rejection is unrelated to Qwen2_5_VLProcessor batched chat template crashing." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both mention CLIP vision outputs, but one is missing attentions assignment and the other is hidden_states not returned. Distinct regressions." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and local_files_only still making API requests are unrelated bugs." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is bidirectional attention masking. Separate code paths." + }, + { + "left": "issue:44380", + "right": "issue:47276", + "accept": false, + "reason": "GPT2 attention scaling backend bug is unrelated to a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and sorted state_dict load error are different loading problems." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is unrelated to Pipeline.save_pretrained serialization." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import vs datasets are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to saving Pipeline objects." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation bug is unrelated to Gemma4 bidirectional attention mask construction." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44393", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45561", + "issue:45593", + "issue:45850", + "issue:46002", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44655|issue:46050", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:46077|issue:46512", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:44355|issue:44855", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:43867|issue:46202", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:36296|issue:43575", + "issue:43867|issue:45375", + "issue:43618|issue:44077", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43992|issue:46002" + ], + "prepared_review_unit_hash": "fc2daf62582c3e139f7912be1467cbbfa3acd8aa45f96176059dfea21235dc0b", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37211, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "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. The only clear duplicate-like pair is the import-time performance regression tied to wildcard imports in model modules.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the only accepted duplicate pair: it identifies wildcard imports in models as the source of the import slowdown, while the paired issue only states the symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative issue for this cluster because it gives the actionable cause behind the import-performance problem; the other items are mostly separate model/version-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both mention save_pretrained/from_pretrained, but one is about Pipeline objects and the other about a quantized model roundtrip; different bugs." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "These are unrelated model-specific bugs in different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are AttributeErrors, but for different model configs/fields and different subsystems." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Both involve import-time behavior, but one is about compiled Python files and the other about noisy docstring diagnostics." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different missing/validation behavior; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "One is an attention-mask logic bug; the other is a stale config dtype issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern loading/saving checkpoints, but the concrete failure modes and models differ." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "These are unrelated: Python 3.14 import failure versus a CLI completion incompatibility with huggingface_hub." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Different AttributeErrors on different objects; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is a missing attentions field, the other is a checkpoint serialization regression." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "UnboundLocalError in generate() is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling and variable-length position_ids are unrelated bugs." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but the causes are different: compiled files versus a torch.jit parsing issue." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A specific no_grad cache-update change is not the same as a broad import regression report." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling and an import failure tied to datasets are different problems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but they involve different models and different missing-key symptoms." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A state_dict loading problem and a Gemma pipeline roundtrip tokenization issue are not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Vision bbox output errors and RTDetrLoss infeasible-cost-matrix crashes are separate issues." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate-time UnboundLocalError is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5-related checkpoint/config issues, but the missing field and sorted-state_dict failure are distinct." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing attentions assignment and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "The broad symptom in 44246 matches the concrete root cause in 41669: import transformers is slow because of wildcard imports in models." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A specific integration-test seed flakiness report is not the same as an xdist file race in testing utils." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are checkpoint-related, but one is a load error and the other is incorrect saved visual-encoder keys." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A concrete cache-update no_grad proposal is not the same as a vague claim that many models broke after 5.0." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "An AutoModel PyTorch ImportError and a tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and a missing tensor-parallel plan are different issues." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Missing a weight during from_pretrained is not the same as NaNs after init/checkout." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The only accepted soft pair, issue:41669 vs issue:44246, is a reasonable match on import slowdown from wildcard imports. The remaining soft-edge rejections are cautious and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:41628", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45125", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47110" + ], + "soft_pairs": [ + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:41628|issue:42548", + "issue:44222|issue:44230" + ], + "prepared_review_unit_hash": "9c4e3ccfbcca43fcd97ff4cf76d086fd8b9698982fdd10fd47c3b5d493812c56", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36079, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers regressions and docs/test issues that only loosely share version-5/loading themes. None of the soft pairs looks like a true duplicate underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44556 is the clearest concrete, broad regression report in this set: a v4.57 checkpoint that no longer reloads after upgrading to v5.2/v5.3. It is more representative than the many narrow symbol/model-specific reports, though it is not a duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best global issue candidate because it is concrete, user-facing, and spans a common failure mode (cross-version model reload breakage) without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP behavior changes, but one is a missing attentions field and the other is a structural `.text_model` inconsistency; different concrete bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different areas: DSA indexer/ReLU versus DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE loading, but one is a missing `_tp_plan` and the other is a broad from_pretrained failure; not enough to treat as the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different model/config problems: tensor-parallel plan versus missing vision config field." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated failures: offline file access versus AddedToken construction." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are flaky-test reports, but they affect different model tests and different failure causes." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated: test seeding flakiness versus model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Different topics: tokenization cleanup behavior versus video processor frame semantics." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: serving KV-cache continuation crash versus trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but tokenizer loading and checkpoint reload are distinct code paths and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "OOM under int4 quantization is unrelated to checkpoint reload failure." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different subsystems: generation cache updates versus Sam3PixelDecoder implementation." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: missing exported model class versus loading a trust_remote_code model from cache." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "One is a broken CLI command; the other is a behavior change in AttentionInterface.register." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline download behavior is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different problems: image patch counting versus cache file resolution." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A vague broad complaint about v5 breakage is not the same as a specific special_tokens list/dict error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting and tokenizer loading are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are unrelated to performance regression after upgrading." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang and a documentation clarification are not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention generation internals, but one is about no_grad decoration on cache/layer updates and the other about sync_gpus ordering in model kwargs update." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different multimodal processor issues: frame count semantics versus missing vision backend handling." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline requests and FP8 save_pretrained behavior are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but they concern different models and likely different root causes." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job-state reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Generation UnboundLocalError versus a forward-API documentation issue." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation still referencing pipeline is unrelated to the racoon issue." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is model loading for a specific Llama vision model." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Import errors for different exported classes; same broad symptom, different bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug versus FP8 inference support request; 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": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42757", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:46143|issue:46144", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:44038|issue:45125", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:44315|issue:44360", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44315|issue:46209", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:43352|issue:44961", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43572|issue:45850", + "issue:44466|issue:44556" + ], + "prepared_review_unit_hash": "5d28b33d5712bffb96fd0b7051dc61829a88d92a79cfef205a19bdeb11282db1", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is about kwargs propagation and the other about attention interface usage; different code-path problems." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API requests with local_files_only is a concrete loading bug; 'racoon' has no evidence of the same issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type checking are unrelated failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken `transformers env` CLI and `PretrainedConfig` type-checking regression are different subsystems and symptoms." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env command breakage is unrelated to importing `Qwen2_5_VLForConditionalGeneration`." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "One is the `transformers env` command; the other is a huggingface_hub CLI compatibility break." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing `is_offline_mode` from huggingface_hub is a dependency/API issue, not the broken `env` command." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a broad v5/Qwen3-VL-Moe bug and the other is missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in `model.forward` is unrelated to the `layer_type_validation` import error." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and pipeline docs mentioning `return_all_scores` are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in `model_init` and a DSA/ReLU discussion are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Missing `fpn_position_embeddings` in SAM3 video output is unrelated to a cache FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "`HybridCache` import failure and cache FileNotFoundError are different loading/import problems." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight-conversion question." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig is not the same as a `special_tokens` list-vs-dict attribute error." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is model-specific; \"since 5.0 breaks too many models\" is a broad version complaint, not the same defect." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "`model_init`/Liger Kernel application and FP8 inference on B200 are different issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion has no clear overlap with the unrelated 'racoon' report." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder 'racoon' issue does not match the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config is unrelated to a `special_tokens` structure error." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to a typo in cache strategies." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention 2.0 support and 'racoon' are not the same underlying bug." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict sorting load error and `special_tokens` key access error are different failure modes." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading bug and TensorFlow backend error from tensorboard-only install are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE discussion and SmolVLM `num_frames` semantics are different model-specific problems." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files is not the same as an uninformative generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe `sys.modules` access in modeling_utils are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Wrong `vision_position_ids` for Qwen2.5-VL video input is different from `num_frames` meaning in SmolVLM." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing `import *` from models and missing GenerationMixin cache are separate refactors/bugs." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_id` in one config is not the same as a broad v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D box output issues are unrelated to `PretrainedConfig` type-checking in v5.4.0." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box output problems and infinite looping on a specific image are different Qwen3_5-VL symptoms." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to a generic \"v5 breaks too many models\" report." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Inconsistent `lm_head.weight` serialization and inability to reload older checkpoints may be related broadly, but they are not clearly 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": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44077|issue:44861", + "issue:43576|issue:44556", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44492|issue:45850", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:43576|issue:47176", + "issue:44655|issue:44861", + "issue:41669|issue:45341", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:45468|issue:46894", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:43976|issue:47177", + "issue:43298|issue:46095", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44861|issue:47110", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519" + ], + "prepared_review_unit_hash": "e8ca1f230f643ce89ef3756c89b6b9f20e22fac8d33591636fbf23d29897154c", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 49, + "serialized_chars": 41744, + "estimated_input_tokens": 10436, + "estimated_eval_tokens": 21128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: a few import/lazy-loading complaints are related at a broad theme level, but most pairings are different bugs or regressions. I found no soft edge that clearly looks like the same underlying change/bug, so all candidates are rejected.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44246 is the broadest representative of the recurring import-latency / loading-performance theme, and it is more central than the narrower model-specific or test-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best umbrella issue for the only clearly recurring thread in this set (import/lazy-loading performance), while the rest are mostly unrelated concrete failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: optional post_init policy vs a tied-weights list AttributeError." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 breakage, but one is the env command and the other is checkpoint reload compatibility; different failures." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad model breakage vs a specific CLI/huggingface_hub API mismatch." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Same general import/lazy-loading area, but the reports are too broad and distinct to be the same concrete bug." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code is not the same as a broad version-breakage report." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning mismatch vs Liger Kernel not applied in model_init; different code paths." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* performance cleanup and a missing module import are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version incompatibility vs a Qwen3-VL bounding-box output issue." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness vs scheduler keyword handling." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Unsupported Flash Attention 2 for Nemotron vs a Qwen3-VL hallucination/output bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific position_ids buffer behavior vs a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch on save vs a generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Transformers env command breakage is unrelated to scheduler kwargs." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Environment command breakage and shell-operator allowlist bypass are different concerns." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issues do not match the tied-weights list AttributeError." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time performance cleanup is unrelated to a testing_utils bug." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Reducing import * usage and fixing a missing HybridCache import are different import bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and a missing Qwen3_5ForCausalLM import are distinct." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around forward arguments is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python compatibility issue vs shell command-substitution allowlist bypass." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and a tensor transpose/dtype bug are not the same underlying issue." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL and video padding in SmolVLM are different processor bugs." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application issue vs flash_attention_3 training degeneration." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to shell operator allowlist bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss double-shift are different model bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Both are in the import/loading area, but they describe different problems and are too broad to treat as duplicates." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained failure; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version support and tar/zip-slip RCE are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and deepseek-v4 weight conversion are different requests/issues." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp calculation and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation discussion does not match a tar/zip-slip security bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading concerns and scheduler kwargs handling are not the same failure." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp logic and scheduler keyword propagation are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-argument documentation confusion is unrelated to a Llama 3.2 model-loading breakage." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "The env command regression is not the same as a missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak in multi-threaded dataloading are different bugs." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights key handling and special_tokens list/dict handling are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio encoding are different model-specific issues." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad version regressions and a tar/zip-slip security issue are not duplicates." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad model breakage and shell-operator allowlist bypass are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and a multi-threading VRAM leak are different issues." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Unsupported Flash Attention 2 and tar/zip-slip arbitrary file write are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43519", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44263", + "issue:44351", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:46218", + "issue:47059", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "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": "ee42b15e819865b73a2410567f878b87fd9bbbf9983d8d902783ea9eca53e39d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996213, + "estimated_input_tokens": 249054, + "estimated_eval_tokens": 498364 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 37, + "serialized_chars": 34501, + "estimated_input_tokens": 8626, + "estimated_eval_tokens": 17508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; most pairs share only broad subsystem wording (tokenizers, cache, Flash Attention, imports) but not the same concrete bug or change. No soft edge looks like a safe duplicate merge.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45250 is the broadest umbrella-style issue in the set (Flash Attention 2.0) and best matches the recurring support-request theme, though the overall cluster is still mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the most general and reusable issue here; it can subsume model-specific Flash Attention 2.0 support requests better than the narrower bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device-mismatch CI bug and Gemma4AudioRelPositionalEncoding are unrelated failures." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a general behavior difference and the other is a specific decoder-type mismatch." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad 'v5 breaks models' complaint and a specific Qwen3_5 import error are not the same underlying bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL Processor is unrelated to missing files from processor.save_pretrained." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in a MoE indexer is unrelated to Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key handling and a CLI completion attribute error touch different code paths." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to a testing_utils bug." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention support for Nemotron and an import failure for Qwen3_5ForCausalLM are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakage points." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific GPT2 Flash Attention support is not the same as a broad Flash Attention topic issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crashes and chat-template tool-call crashes are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated titled issue have no common bug." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment is clearly unrelated to a shell command-substitution allowlist bypass." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment is unrelated to a command allowlist bypass vulnerability." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unemployment are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to missing save_pretrained files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different support gaps." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment bug is unrelated to unemployment." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to an import error for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a from_pretrained error in transformers>=5.4.0 are different failures." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to from_pretrained performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow loading and documentation confusion about input_ids/past_key_values are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 support for Qwen3-VL/Qwen3.5 MoE are different feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint for norm_eps is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value and loss-function kwargs plumbing are different issues." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding is unrelated to RoFormer attention interface implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "These concern different subsystems: Mask2former loss config vs tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2former bug and a typo in orig_conversion.quantization_operation do not match." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and a typo fix are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a ModernBERT type-hint issue are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A possible RMSNorm question for Llama4Text and a norm_eps type hint bug are not the same issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "a48db8c6d76d22d5ca6f2ab35679b082c9ec12ee0a8f3cb6ac691e437aaaa152", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three closed issues are about unrelated topics: truncation behavior in tokenization, a ReduceLROnPlateau-like scheduler feature, and Wav2Vec2 word time offsets. This does not look like a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the issues describe different feature requests/problems and are not duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is heterogeneous; none of the issues subsumes the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: tokenizer truncation-from-beginning vs. Wav2Vec2 word offset timings." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: truncation strategy vs. ReduceLROnPlateau-like scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; one is a learning-rate scheduler request, the other is Wav2Vec2 word boundary timing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "e0092989f8b27f9450f713bf14e3a66e4d3c5cf3772a0e5af99ec995e3e2aa5b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is weakly related by model-loading/tokenization topics, but 13244 is clearly separate. The only plausible duplicate candidate is 15980 vs 16618, yet the former is specifically about private-model auth/error messaging while the latter is a generic failure to load bert-base-uncased, so I would not merge them.", + "confidence": 0.59, + "canonical_issue_reason": "issue 16618 is the broadest and most central-sounding report in the cluster, with the highest discussion activity and a generic model-loading failure title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 16618 best represents the cluster because it is the most general user-facing failure report; 13244 is unrelated and 15980 is a narrower auth-specific error case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "These appear unrelated: tokenization differences in TAPAS vs TensorFlow code do not match a generic 'can't load bert-base-uncased' model-loading failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve loading models, but the underlying problems differ: one is a private-model login/auth error message, the other is a general inability to load a public model. They do not look like 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": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "a6280e4e2d178b9be6c0e9a735fe7aa7331b64ffb1dcfe470c4131c2a5228164", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different community-contribution feature requests in the same broad format, but they target unrelated capabilities: Flash Attention 2 support vs GGUF support. The soft similarity is title-pattern only, not a duplicate bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the better representative only by triage weight (older and more discussion), but it should not be treated as a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths; shared wording about 'more architectures' is too generic to indicate 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": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "6bf8b733e13dd32c0dcb40832d6fad18512032d3fbcfb930045cadcf2d494b61", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are mostly i18n doc-translation issue templates in different languages, plus several noisy/spam-like titles. They are not duplicates of one another just because they share the same template wording.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43834 is the cleanest canonical representative: it is the generic placeholder form of the i18n translation issue, matching the repeated template seen across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 best represents the cluster because it is the standardized template version and avoids language-specific or spammy outliers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language targets; same template only, not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language targets; these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is a concrete Turkish translation request, the other is a generic template placeholder." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Different content and no evidence they refer to the same translation task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language targets; distinct translation issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "A concrete Spanish request is not the same as the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request/language; template similarity is insufficient." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request/language; not a duplicate bug/change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Different issue instances of the translation template, not one underlying problem." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder; not the same artifact." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Romanian translation request is not the same as the template placeholder." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "No clear shared underlying task beyond broad i18n wording." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "These look like unrelated noisy titles, not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-style issues, but they are separate instances rather than one duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same template family, but not the same concrete request." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "The latter is noisy/spam-like and does not match the placeholder template as the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Noisy title versus template placeholder; no evidence of the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different noisy content; not a duplicate of the template issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Two separate placeholder-template issues; same pattern, not same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Template placeholder and noisy title are not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No shared concrete bug/change, only superficial similarity." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no evidence of a shared task." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Template placeholder versus noisy title; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Same broad i18n theme is too weak to merge these." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "No evidence they describe the same underlying change." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both are noisy/nonstandard titles, but not clearly the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template translation issue and noisy Thai title do not describe the same task." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No shared concrete issue beyond superficial i18n similarity." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation template and unrelated Thai text are not duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Different noisy titles with no clear shared underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Distinct noisy titles; not the same bug or change." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "No clear evidence of a single underlying issue." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Different noisy titles; no basis to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "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:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "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:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "51bc33a2b180b2fe555cd145d74f1164216f3a11b8fb917f2f80c38a4813c006", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a broad false-positive grouping of unrelated model-request issues: keypoint matchers, BERT variants, audio/TTS/ASR models, vision-language models, and other architecture additions. I did not find any pair that looks like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits: the items span different models and modalities, so there is no shared underlying request to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a safe global representative; the cluster is too heterogeneous for a meaningful duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Different model requests: RoMa keypoint matcher vs LoMa detector+matcher." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Unrelated domains: keypoint matching vs MiniCPM3 model support." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models and tasks: EuroBert config vs DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Distinct model additions: EuroBert config vs RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "Model config request vs an unrelated personal-name-titled issue." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model vs LFM2.5 Audio request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR detector request vs weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model addition and Qwen3-ASR support are different changes." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT model request vs Qwen3-ASR support." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different model families: NeoBERT vs weight-sparse transformer." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different code paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct architectures." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 request vs a weight-sparse transformer request." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS are different model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models/tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT request is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE discussion vs Voxtral TTS support, not the same change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are different requests." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE issue vs unrelated personal-name issue." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE request and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo vs Mirko Privitera: no shared underlying request." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but different support paths and not the same change." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs weight-sparse transformer request." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are audio-related, but Qwen3-TTS and Voxtral TTS are separate models and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support vs Granite SWA+sink option are different requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio models and fixes." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT request vs Voxtral-4B-TTS support." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT request and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "e2ac2f85cee0af65b23e9dd13d86595be33f33056d772809670805e381ddc774", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "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 documentation request about adding `pruna` as an optimization framework, while the other is a Vision RoPE refactor. No duplicate relationship is supported.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the stronger canonical issue because it is the more concrete technical refactor topic; #38740 is a standalone docs request and not a duplicate of it.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 best represents the cluster only because it is the more substantive engineering task, but the cluster itself does not contain duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and problem domains: a docs/framework listing 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": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "8ed98a360bc4ea0488be348d2cc67d7940a5e4a1cdab4f5477de5499d4404f44", + "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 about different things: one is a vague decoding-related request, the other is a specific DeepSeek v3.2 support request. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No canonical issue: 41084 and 43037 describe different underlying requests and do not appear to be duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the more specific and self-contained issue, but it should not be treated as a duplicate of 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: the titles and available metadata point to different topics (block decoding vs DeepSeek v3.2 support), with no shared targets or evidence of 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": "issue", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "3deaca26e6425d788ae2dcf8f989d15fd567c0822d9a15dac05c176c75696e4b", + "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 are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other proposes integrating TiledMLP for lower memory use. They concern different components and different changes.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request (a specific `from_pretrained()` flag for FLCE/TiledFusedLogitsLoss).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative if one issue must be chosen because it states a precise, actionable feature request with a clear API surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: FLCE `from_pretrained()` flag support vs. TiledMLP integration for memory reduction. They share only a broad optimization theme, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "67cee4d1cab101ed8eb274789c0456bd08883fdd36f3090d924b0003d0bb19da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Trainer customizability concerns, but they target different behaviors: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They are not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43598 is the cleaner representative of the cluster because it states a concrete Trainer customization problem; issue 43600 is a separate FLOPS-estimation topic.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the better anchor issue for this cluster since it is more specific and directly about changing Trainer behavior for custom use cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Same broad Trainer customizability theme, but different underlying problems: unused-column removal vs FLOPS estimation for custom trainers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "403d174d1ea0dd3c96197a92481fc310c1e0b7435489e89ab2579d4c913f9348", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (Qwen model Auto* support), but they request different concrete capabilities for different model families and task heads, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader request and names a specific missing registration path for Qwen3-Omni across AutoModel and AutoModelForConditionalGeneration.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better representative because it is the more general model-registration request and is less narrowly tied to one classification head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: 43684 asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Same ecosystem, but not the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "36641ebc77a7eeb1565672d2e13324441a9498acd64823f812b8a82f1c0dc10e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Four closed issues, but only three share the same placeholder title 'huggingface '. There is no body detail, target, or linkage evidence to prove they are true duplicates, so I would not merge any pair on title similarity alone. 'Fett' looks unrelated.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical 'huggingface ' issues and is the cleanest representative of that apparent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best cluster representative because it is earliest among the matching-title issues and has the least ambiguous metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface '), and there is no body or target evidence that they describe the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface '), with no concrete evidence of a shared underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface '), and the metadata does not show the same bug/change." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same placeholder title, but there is no body, explicit target, or other detail confirming they are the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same placeholder title, but the record contains no substantive description to prove duplication." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same placeholder title, but no concrete problem statement or target evidence is available to confirm 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": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "7409df4c14c667450d03ddfd48e3cf93862a86240b8e4e818d796c6af8c69420", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by low-information spammy issues and generic titles; there is no clear shared underlying bug or change, so none of the soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative is needed, issue 47036 is the most substantive/non-spam title, but there is not enough evidence that these issues describe the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47036 is the best available representative because it has the clearest, non-spam subject line; however, it still does not form a true duplicate set with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are empty spam-like reports with no shared concrete bug or change description." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are empty spam-like reports with no shared concrete bug or change description." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam title versus generic documentation request; no evidence they refer to the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "One is spam-like and the other is a vague benchmark tip; no shared underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like title versus a vague named-entity reference; no concrete duplicate signal." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement and spam title are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement and spam title are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no substantive description tying them to the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; too little evidence of a shared concrete problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus named-entity title; no matching code-path or issue target." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; too little evidence of a shared concrete problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus named-entity title; no matching code-path or issue target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "0e6e880a9c3754df387ce9b29f05302569c00d4698cfa0ad1319764b88d6c012", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are strong near-duplicates: they share the exact title and have very similar body lengths, but there is no body text or explicit linkage here to confirm they are the same issue. The safest reading is that #45145 is a likely duplicate of #45151, not a proven one.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #45145 is a reasonable tentative canonical issue because it is the earlier of two very similar issues with the same title, though the available evidence only supports a likely-duplicate classification rather than a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative among this likely-duplicate pair because it appeared first, but the match is based only on title and rough size similarity, not on confirmed shared content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match exactly and the body lengths are close, which suggests a likely duplicate, but there is no body content or explicit linkage here to prove they describe the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet only supports a soft similarity match: the issues share the same title and similar body length, but there is no body content or explicit linkage proving they are the same issue. The verdict and reasons are too strong in calling this a clear duplicate / same proposal. Please soften to \"likely duplicate\" or similar and avoid asserting identical body content without evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "72505c9ba8cec3dd4efc46c0d68b8ad9f490a3533fcc14da10ab58419efdaa44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are empty and appear unrelated: they are just different personal-name/date strings with no body or shared technical context, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only soft textual similarity; the titles name different people and dates, with no shared bug, subsystem, or discussion context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "1bc3ce6e9055947c2d08745977347f02d57c072b13820894b0273837aa8b7ead", + "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 only name/date-like titles and no body or technical detail do not indicate the same underlying bug or change; they look unrelated.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: both items are empty, non-technical issue reports with unrelated titles and no evidence of duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative for a technical cluster because there is no substantive problem statement, shared code path, or duplicate signal beyond weak similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different personal-name/date strings with no shared bug report, code path, or explicit linkage; this is not a credible duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "7085f2df62922b3012283955187c556f6032650a2a588e6f3224640463276e9d", + "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 two issues are not duplicates: one asks for a new Qwen3_5 token-classification model head for value modeling, while the other is a broad request for FP8 training support. They do not describe the same underlying bug or 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:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests and different scopes: a model-class feature addition vs FP8 training support. No shared code-path or concrete change target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "f5fa20ad25d3cc174ab5def8c6e70fadd7c3ad4349c63812cb5986497e7e5e5c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-advertisement item and does not match the example issues.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is the oldest exact-duplicate representative of the \"Example: Financial time series prediction with DataForge\" pair, so it is a reasonable canonical issue within this set.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the clearest representative of one duplicate issue pair, but it should not be used to cover the unrelated dataset item or the separate 45872/45873 issue pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different issue types: a financial dataset listing versus a DataForge example request. Same broad domain, but not the same underlying bug/change." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different issue types: a financial dataset listing versus a DataForge example request. Same broad domain, but not the same underlying bug/change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate title and matching body length; these appear to be the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping-service component; they are not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping-service component; they are not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same as above: the example request and the scraping-service issue are related only by domain, not identical in scope or fix." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as above: the example request and the scraping-service issue are related only by domain, not identical in scope or fix." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate title and matching body length; these appear to be the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet: 45870/45871 share the same title and body length, as do 45872/45873, while 45869 is clearly a different dataset listing. The non-duplicate verdicts are conservative, and the canonical choice of the older issue in each pair is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "9538d2ef784c5258a24a2a0ca61d304ffcf3f566713aa189565ea5d63dde81cf", + "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": "Both issues involve static cache and linear-attention, but the reported failures differ enough that I would not auto-merge them as duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 46439 is the better canonical tracker because it describes the likely underlying static-cache/early-initialization bug in linear-attention handling, whereas 46441 reads as a narrower model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is broader and closer to a root-cause report; it is the better place to centralize follow-up on the static-cache linear-attention regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "They share the same subsystem, but the symptoms differ materially: one is shape corruption leading to RuntimeError, the other is a KeyError for 'linear_attention' on Qwen3.5. That is not enough evidence to treat them as 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": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "e803520d89a575e07441f1650dd088ce522fd9da9639294fab4af0b2152cce68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are duplicates of the same Wav2Vec2CTCTokenizer v5 special-token bug; the open issue with inbound references is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is open, has inbound references, and appears to be the active tracking item for the same exact report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the strongest issue candidate: identical title/body to #46551, but with more discussion/references and still open for tracking.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug report; no meaningful distinction in scope or content." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate-issue conclusion is well grounded: the two issues have identical titles and bodies, and the open issue has inbound references, making it a reasonable canonical tracker. The soft-edge accept is conservative given the 1.0 similarity and no scope differences visible in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "20ea24b536ad3d5848c1603df437e1a90c59162c3fe27e7cece384d9e80e205e", + "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 two issues are both about training-time failures in object detection models, but they describe different problems: a tensor-size mismatch versus an out-of-memory condition after several epochs. They do not look like duplicates of the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46657 is the more concrete and narrowly defined report, with a specific tensor mismatch failure mode. #46692 describes a different symptom class (OOM) and is not a duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the best representative for this cluster because it states a precise, actionable training error rather than a broad resource symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: one is a tensor shape mismatch during object-detection training, the other is out-of-memory after some epochs. Shared training context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "66ed85d3639a77ee36e606048b9872b27b75d43aacdedcae5eb09fea50251402", + "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 two unrelated load-time memory placement bugs: one in ZeRO-3 `zero.Init` partitioning for a composite multimodal submodule, and one in 4-bit `device_map='auto'` dispatch incorrectly choosing CPU despite sufficient memory. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46822 is the cleaner canonical issue for the cluster only because it is the earlier-created report and more specific about the failure mode, but the two issues are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global canonical for the other; 46822 is the more specific and technically scoped report, while 46823 describes a separate quantized loading/device_map bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different subsystems and symptoms: ZeRO-3 `zero.Init` not partitioning a submodule causing OOM versus 4-bit `device_map='auto'` sending modules to CPU and raising `ValueError`. They do not appear to be 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": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-17", + "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" + ], + "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:47102|issue:47120", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47227|issue:47265", + "issue:47120|issue:47227", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47102|issue:47279" + ], + "prepared_review_unit_hash": "ba3a0421c537954a81587b4be921858bb02d5de2a59ce297b78f76e102a4ceaf", + "component_budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 52, + "serialized_chars": 28230, + "estimated_input_tokens": 7058, + "estimated_eval_tokens": 14372 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 52, + "serialized_chars": 28230, + "estimated_input_tokens": 7058, + "estimated_eval_tokens": 14372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are consecutive daily `serge` integration triage issues with highly similar boilerplate, but they appear to be separate tracking threads for different dates/runs rather than the same underlying bug. I\u2019d keep the latest open report as the representative thread and reject the soft duplicate links.", + "confidence": 0.94, + "canonical_issue_reason": "`issue:47279` is the newest open triage thread and the current active hub; the others are older closed daily reports with the same template.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:47279` is the best cluster representative because it is open, most recent, and already has the most inbound attention among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different daily reports/dates; no evidence they describe the same underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Boilerplate similarity only; these are separate dated triage threads, not one duplicate incident." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different day-specific integration triage entries; similarity is from the shared template." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "These look like distinct daily tracking issues, not the same bug report." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Shared title pattern, but each issue is a different date\u2019s triage thread." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Near-identical formatting, but separate dated triage reports with no concrete shared failure." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same monitoring/triage boilerplate, not enough to conclude duplicate underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Different daily triage instances; no sign they are the same defect." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Similar structure only; these are distinct date-stamped reports." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Both are daily triage notes, but nothing indicates the same concrete failure." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Template match only; separate triage threads for different days." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No shared incident details, just the same recurring triage format." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "These are consecutive triage reports, but not the same underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same subsystem and title pattern, but each issue is a distinct daily report." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Boilerplate similarity is high, but the issues are separate dated triage threads." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Different daily failure triage items; no evidence of one concrete duplicate." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Shared wording only; these appear to track different days\u2019 integration failures." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same generic triage title, but not the same incident or code-path problem." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Separate date-specific integration triage reports, not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Similarity comes from the repeated template; underlying failures are not shown to match." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Consecutive daily reports, but not enough detail to treat as one bug." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same triage-series boilerplate, but no shared concrete failure details." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "High textual similarity, but these are distinct daily triage threads." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Different dates/runs; no evidence they refer to the same root cause." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring report format, not the same underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Adjacent daily triage issues, but still separate reports." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "No concrete shared failure beyond the common template." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "These look like separate daily integration-failure summaries." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Similar title boilerplate only; no sign of one duplicate incident." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Different date-stamped triage reports, not the same bug." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Recurring triage template, but distinct daily tracking issues." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No shared code-path problem is identified; these are separate triage entries." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same broad subsystem and format, but not the same underlying failure." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Different daily reports; similarity is superficial." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "These are consecutive daily triage threads, but not enough to merge as duplicates." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same reporting pattern, yet each issue corresponds to a different day\u2019s triage." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Boilerplate similarity only; no evidence of the same underlying bug." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "These appear to be separate daily integration-failure reports." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Different dated triage issues with shared template text." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same triage series, but not the same concrete failure." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Daily reports only; no matching underlying bug shown." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Similar wording, but these are distinct triage threads." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "No shared failure details beyond the recurring report format." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Separate date-specific triage entries, not mergeable duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Same template and subsystem, but different daily triage reports." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "No evidence they refer to the same defect or fix." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "The issues are similar in text but are different daily triage threads." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "High textual similarity, but still separate dated reports." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "These are distinct triage issues; similarity is due to the shared template." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Different day/runs and no explicit shared failure details." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Adjacent triage reports, but not the same underlying bug or change." + }, + { + "left": "issue:47102", + "right": "issue:47279", + "accept": false, + "reason": "Same family of daily triage issues, but not a true duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "e7bbca1678b47cf134267ffaf9ad6275a51fdaf5db4a3df59ea08dc74858a9c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are near-exact duplicate issues requesting the same RWKV7 model support, so they should be clustered together. No pull requests are present in this cluster.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is slightly better as the canonical issue because it has a bit more discussion activity, suggesting more context and follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best issue to keep as the representative since it is the same request and has the most engagement among the duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, same requested feature, and highly similar body content indicate the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: both items share the same title and the only pair evidence is soft_similarity with a high Jaccard score. The canonical/best issue choice is also supported by the slightly higher discussion activity on issue:46984. No PR-related claims are made. The soft-edge verdict is reasonably conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "72faa511322e93910746a3cb92488d26bdc0f25b15155a484bc8303b9e9a8813", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1624, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1624, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not describe the same underlying bug, change, or actionable request. I would not deduplicate them.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical duplicate: one is a lessons-learned post about using advanced LLMs, the other is a broader proposal for a transformer-based vulnerability discovery system.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the more concrete and system-oriented title, so it is the better representative if one must be chosen, but it is not a true duplicate of 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Broad topical overlap only; the titles point to different framing and intent rather than the same underlying issue/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "1119a4c9488a3d43e60f30fece1823715c7343b07927e9b8851bea3b36a06e32", + "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": "Issues 47138 and 47139 are highly similar and likely duplicate reports: they share the same title and matching high-level metadata, with 47138 being the earlier submission.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 47138 is the better canonical issue because it was opened first and there is no evidence of a meaningful distinction from 47139 beyond the duplicate-looking metadata.", + "canonical_pr_reason": null, + "best_issue_reason": "47138 is the strongest representative issue: it is the earliest report among two apparently duplicate submissions with the same title and no distinguishing signals in the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "The two issues have identical titles and matching body-length/metadata signals, with no evidence of a separate scope. The packet does not show the body text itself, so the safest read is that they appear to be duplicate reports rather than proven textually identical ones." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is plausible, but the writeup overstates the evidence. The packet shows identical titles and matching body length/metadata, not the issue text itself, so claims like \"textually identical\" or \"describes the same bug\" are stronger than the evidence supports. A more conservative phrasing would be that they appear highly similar and likely duplicate reports based on title and metadata alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-77", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47158", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47253", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47295", + "pull_request:47301", + "pull_request:47302", + "pull_request:47304", + "pull_request:47305", + "pull_request:47307", + "pull_request:47308" + ], + "soft_pairs": [ + "pull_request:47158|pull_request:47308", + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:46376|pull_request:47308", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:44775|pull_request:47305", + "pull_request:46376|pull_request:47202", + "pull_request:47166|pull_request:47173", + "pull_request:47077|pull_request:47275", + "pull_request:44517|pull_request:47082", + "pull_request:46990|pull_request:47253", + "pull_request:44775|pull_request:47275", + "pull_request:47275|pull_request:47305", + "pull_request:47275|pull_request:47301", + "pull_request:47202|pull_request:47307", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47179", + "pull_request:47163|pull_request:47284", + "pull_request:46912|pull_request:47284", + "pull_request:46395|pull_request:47181", + "pull_request:47003|pull_request:47204", + "pull_request:47093|pull_request:47275", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:47163|pull_request:47173", + "pull_request:44775|pull_request:47301", + "pull_request:46196|pull_request:46995", + "pull_request:47204|pull_request:47295", + "pull_request:47302|pull_request:47304", + "pull_request:47077|pull_request:47305", + "pull_request:47077|pull_request:47301", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:46995|pull_request:47181" + ], + "prepared_review_unit_hash": "2f6e17da6c01a3d7982db1fa529b0d6b156e65a5560a093a355877206a1dbd55", + "component_budget": { + "node_count": 77, + "item_count": 77, + "soft_pair_count": 221, + "serialized_chars": 268713, + "estimated_input_tokens": 67179, + "estimated_eval_tokens": 134614 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 124678, + "estimated_input_tokens": 31170, + "estimated_eval_tokens": 62596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated PRs. The only strong duplicate-style overlaps are the continuous-batching warning fix, the cross-entropy kwargs fix, and the CohereASR double-shift fixes; the rest should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "47090 is the cleanest representative of the overlapping CohereASR fix: focused scope, explicit issue link, and a direct correction to the same training-loss code path.", + "best_issue_reason": null, + "best_pr_reason": "47090 is the strongest standalone PR in this set for canonical use: it fixes a concrete bug in one code path with a minimal, testable change and clear problem statement.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47158", + "right": "pull_request:47308", + "accept": true, + "reason": "Same warning-string fix in the same generation/utils.py code path with the same issue target; effectively the same PR change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch fixed_cross_entropy in loss_utils.py for the same issue and add the same missing cross-entropy kwargs support." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Both fix the CohereASR double-shift training-loss bug in the same forward path; 47090 is a refinement of the same underlying fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "They overlap on the same CohereASR training-loss double-shift bug and same model code path, even though the implementation differs." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different models and different bugs: CohereASR training loss vs Musicgen generate cache-length typo." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Both are test-fix PRs, but they target different models and failures; not the same underlying change." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Same model family, but unrelated fixes: Pytest fp32-module behavior vs training-loss double shift." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Different failing tests for different models; no shared code-path bug." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both touch docker/CI setup, but one removes a builder and the other adds exporter deps; not the same change." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Separate model test failures; no evidence they fix the same bug." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Unrelated maintenance changes: doc-builder pin comment vs docker image builder removal." 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both patch the same loss path." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug and same model files; plausibly one PR." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR loss-shift issue; only implementation detail differs." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU test expectation fixes, but for different model test suites and different concrete failures." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Quantization test tweaks vs Qwen3-Next XPU test changes; different problems." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "RoPE test updates vs Olmo3 CI value changes; unrelated." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47302", + "accept": false, + "reason": "MTP docs vs tokenizer backend docs fallback; 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no shared code path." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are separate model integrations; shared docs/auto-registry patterns are too broad to duplicate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 vs NeuCodec: separate model additions with different components and tests." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 model integration vs Nemotron Omni model integration; different models and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 addition vs Kimi exportability fix; not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support vs OpenVINO exporter implementation; unrelated subsystems." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter implementation vs Kimi exportability fix; both exporter-related but distinct problems and not mergeable as one PR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model integration vs image decoding fallback for MI450; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability fix vs OLMo3 CI expectation tweak; different goals." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 integration vs quantization test extension; not the same bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 and Cosmos3 Edge are different model integrations; only broad registry/docs overlap." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", + "accept": false, + "reason": "Kimi exporter support vs image-loading fallback for ROCm/MI450; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are separate model additions; shared infra changes are incidental." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 integration vs Trainium/Neuron experiment scripts; no common fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are unrelated model-support PRs." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter PR vs NeuCodec model support PR; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47298", + "accept": false, + "reason": "NeuCodec model support vs MI450 image-decoding fallback; different code paths and symptoms." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47298", + "accept": false, + "reason": "Paged-attention XPU test updates vs image-loading fallback fix; unrelated test vs runtime issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 34, + "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": "9a1caf90238628d62d428f38e51fa64a4b1c051017eb80f591c16f5d338e0839", + "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": "Two open pull requests, but they address unrelated features: TimesFM covariate forecasting vs. DINOv3 image classification support. There is no duplicate/change-equivalence signal between them.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No PR is a good cluster canonical because the two PRs fix/add different functionality in different model families and are not mergeable into one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different feature goals; this is only a weak topical similarity, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 34, + "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": 34, + "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": "426b322dc940fbc02ceac4558809f77954b08906fa5be504efb7d3a3d650c3d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related GitHub Actions maintenance PRs, but they address different underlying upgrades: one is for Node 24 compatibility of core workflow actions, the other bumps docker/build-push-action to newer versions. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has a clear, specific goal\u2014upgrading workflow actions for Node 24 compatibility\u2014and updates a broad set of workflows consistently around that requirement.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest representative of the cluster because its scope and intent are explicit and cohesive, whereas PR 42976 is a separate action-version bump for docker build workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action from v5 to v6. Shared workflow files alone are not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 34, + "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": "6a2a0e734141873ce214da2bca571e6bba55d9bf14fb1fd511df5be1cc90c783", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are independent model-addition changes that only share broad Transformers plumbing (docs, auto mappings, tests). They do not look like duplicates or the same underlying code-path fix/change, so no soft edge should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a good canonical representative here: each adds a different model family (ViT NEPA, Molmo, CTSM, Step3p7) with separate configs, modeling files, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No PR is globally best for a duplicate cluster because the set is heterogeneous and not actually duplicative; picking one would be arbitrary.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Both add new models, but they are different model families with different implementation and test surfaces; shared docs/auto-registry edits are too broad to indicate the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions. Overlap in transformers auto-registration and docs is incidental, not evidence of one underlying bug or change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model integrations touching different code paths and filenames beyond generic model scaffolding; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model-addition PRs. They share broad auto-mapping/docs changes, but not the same concrete feature or bug 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": 6, + "component_count": 34, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "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: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": "e05077cdf45c8f4783b50768a2d8244c95929457a93d09b91f51ff866e97692f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs touching different subsystems. The only likely duplicate pair is the two YOLOS fixes, which both address the same device-mismatch problem in `src/transformers/models/yolos/modeling_yolos.py` and could plausibly be merged into one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:46922` is the best canonical PR candidate: it addresses the concrete YOLOS device-mismatch path directly in the forward pass and also includes the `no_split_modules` adjustment, so it reads like the more complete fix for the same bug.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:46922` is the strongest overall PR in the cluster because it fixes the actual runtime device mismatch in addition to the model-splitting safeguard, making it the most complete representation of the YOLOS bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-oriented patches, but they target different models and different failures; no shared code path or underlying bug is evident." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequantization and model-loading changes in the other PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch different features: Whisper decoding/tests versus generation watermarking validation and broad test updates." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decoding fixes and YOLOS device-mismatch fixes are unrelated changes in different model code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "A failing-test placeholder PR is not the same underlying issue as CI memory/device-map adjustments for Phimoe integration tests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different models and different problem types; the shared word 'fix' is not enough to indicate the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test placeholders for CLIP/ViT do not correspond to the generation/watermarking validation change set." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared code path or bug: CLIP/ViT test edits versus YOLOS runtime device placement." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/model-loading work is unrelated to CI runner memory handling and Phimoe test setup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are broad framework changes, but they fix different issues in different subsystems and do not share a concrete bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization/dequantization fixes are not the same underlying problem as YOLOS device mismatch." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config watermarking validation and CI/device-map memory capping are separate concerns." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "These affect different modules and different failure modes; they should not be merged as duplicates." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI environment memory handling for Phimoe tests is unrelated to YOLOS model runtime device placement." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device-mismatch bug under `device_map=\"auto\"`, touch the same model file, and can plausibly be combined into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted pair is a conservative match: both YOLOS PRs target the same issue target and the same file, and the later PR adds the runtime device fix plus the no-split safeguard. The non-YOLOS pairs are correctly treated as unrelated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 34, + "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": "2c91daa963a79bb19fa92d28396dd9a0e59ca45a234b86ff93c322b995e45dd7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three pull requests are not duplicates of one another. They target different areas: packaging/versioning, diff-display/testing workflow plumbing, and a security-gate workflow change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single canonical PR stands out because the PRs address different code paths and CI concerns rather than the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "One changes setup/version/dependency/test metadata; the other changes a workflow trigger for the security gate. Different subsystems and different problems." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "The first is a repo-bot/setup/versioning tweak, while the second rewires comment-based CI and related test utilities. They do not fix the same bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but one is about self-comment CI and diff visibility; the other switches the security-gate workflow trigger. They are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 34, + "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": "274cbaf0222b2d9b08d16b4a14ed10ad4f40817ea99d42fb252d0e3507cd65a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate PRs for different promptable segmentation features. They share some docs/pipeline scaffolding, but the underlying tasks, model integrations, and test sets are different enough that they should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete changes: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model coverage and tests. Shared infrastructure and similar docs are not enough to merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 34, + "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": "b69ff46b98aaf19ce67042218857e34154f687e41cbbcdef342972d9ece3dc5e", + "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 open PRs touch the same file but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling in training_step, the other extracts signature-column filtering for custom trainers. They are not duplicates and should not be merged together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR here; if forced to pick a representative, PR #43651 is the more self-contained trainer behavior change and reads as the stronger standalone fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the best representative of the cluster because it targets a concrete training bug/behavior change in the main training path, whereas PR #43663 is a separate refactor/override hook for data column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: #43651 alters loss scaling during gradient accumulation in training_step, while #43663 adds a hook for signature-column filtering. Shared file alone is not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 34, + "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": "19ccd8b9ab8f598f3510353119687294bf96abbdae9384986a76146f24b804b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same cli/serve.py TypeAdapter annotation NameError in the Transformers CLI; the second PR is a narrower, more explicit fix for the pydantic-not-installed case, while the first includes broader typing cleanup in the same code path.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the cleaner canonical PR: it directly addresses the TypeAdapter NameError in the CLI with a minimal TYPE_CHECKING import/annotation fix, and its title/body match the concrete failure mode more explicitly.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because it focuses on the specific runtime NameError scenario without extra unrelated typing refactors, making it the most precise match for triage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs fix the same underlying TypeAdapter NameError in src/transformers/cli/serve.py; the changes differ mainly in scope and wording, but they target the same concrete code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs modify src/transformers/cli/serve.py and address the same TypeAdapter annotation NameError class of bug. PR #43656 is the broader fix via `from __future__ import annotations` and related typing cleanup, while PR #43842 is the narrower `TYPE_CHECKING`/quoted-annotation variant for the pydantic-not-installed case. The soft-edge acceptance is conservative enough here because they look like alternative implementations of the same bugfix rather than unrelated changes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 34, + "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": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 versus MPT; different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo versus GPT2; not a duplicate change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 versus GPT-J/CodeGen; different concrete code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM versus LongT5; unrelated model-specific work." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet versus GPT-Neo; different files and behavior." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet versus LongT5; only broad refactor similarity." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet versus LongT5; different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert versus DeBERTa; not the same code path." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa versus TextNet; unrelated implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet versus ImageGPT; similar refactor theme, different model code." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; 44722 is the broader later version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J file-level refactor; 44722 subsumes the GPT-J-only variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; different model and change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus ResNet/RegNet/RT-DETR; not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet versus SpeechT5; unrelated model code." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa versus SpeechT5; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa versus ViTS; only the output-tracing theme overlaps." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet versus ImageGPT; not the same concrete bug/change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is supported by the packet. The accepted duplicate pairs are the ones that clearly share the same concrete file-level refactor path (GPT-J/CodeGen and GPT-Neo variants), and the rejected pairs are appropriately treated as model-specific or only theme-level similarities. I don\u2019t see an overstatement of evidence or a non-mergeable PR-pair acceptance." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "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": "ff771c4e00a6fafe1d9cc4a438b7389b8536bd3aacdf7bcec1874654fccea647", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are pull requests for model-specific refactors to standardized output capture/tracing, but they target different model implementations and code paths rather than the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the strongest representative because it has an explicit issue link, a clear standardized output-capture refactor, and a concrete model-specific implementation change in SpeechT5.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best single PR to anchor the cluster: it is clearly scoped, explicitly tracked to issue 43979, and fits the shared output-tracing migration theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they modify different models (VisualBert vs TextNet) and different forward/model wiring; they are related migration work, not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same general capture_outputs migration theme, but MPNet and VisualBert are separate model implementations with distinct output-recording mappings and code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are independent model-level refactors for different architectures; they share the same refactor pattern but not the same underlying bug or patch." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model files with similar standardized-output refactors, but there is no sign they fix the same issue or could be one merged PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 are distinct model-specific changes; the shared theme is too broad to treat as one duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "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": "05fe276064742b113d5d8732a6471595a055dd72921f17d59333a3e4bfb50782", + "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": "This cluster is a set of similarly named but model-specific output-tracing refactors across unrelated Transformers architectures. They share a theme, not a single underlying bug or change, so the soft matches are mostly false positives for duplicate triage.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate here; if one PR must represent the cluster, pull_request:44003 is the strongest exemplar because it makes the most substantial tracing/infrastructure changes and spans closely related Mamba/Falcon-Mamba codepaths.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44003 is the best representative PR for the cluster theme: it is the most substantial refactor, adds output-capture plumbing, and covers a closely related pair of model implementations rather than a narrow one-off tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files (timm_backbone vs upernet); same refactor theme, but not the same concrete code change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect unrelated models (timm_backbone vs vision_text_dual_encoder) and would not merge into one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations (timm_backbone vs univnet); shared wording is not enough for duplicate status." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and codepaths (timm_backbone vs mamba/falcon_mamba); same refactor pattern, not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and codegen are unrelated subsystems; they only share the generic output-tracing refactor goal." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model codepaths (timm_backbone vs rwkv); no shared concrete bug or patch." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor label does not make them duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 vs UperNet touches different forward implementations and outputs; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (MobileNetV1 vs Depth Anything variants); no shared concrete codepath problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated architectures; only the generic tracing refactor theme overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs SpeechEncoderDecoder are distinct model codepaths, so these are not mergeable duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "VisionTextDualEncoder and UnivNet are unrelated models; the PRs share a pattern, not a concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures and outputs (vision-text dual encoder vs UperNet); not the same bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "VisionTextDualEncoder and Mamba/Falcon-Mamba target different codepaths and cannot plausibly be one merged fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "VisionTextDualEncoder vs Depth Anything are unrelated model implementations; same refactor wording is coincidental." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are separate model families; no shared concrete implementation issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and Depth Anything are unrelated codepaths, so this is only thematic similarity." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different model stacks with no common patchable bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated forward paths; the similarity is only that both refactor output handling." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/Falcon-Mamba vs SuperPoint are unrelated subsystems; no single underlying bug or unified PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/Falcon-Mamba and CodeGen have distinct implementations and output semantics; not a duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated model codepaths; generic refactor wording does not imply duplication." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different model families with different output contracts." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated; no shared code fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are separate model families; they do not fix the same underlying issue." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder are different codepaths; only the refactor theme is shared." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated models; not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV touch different model implementations and cannot be merged as one fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are unrelated architectures; same high-level refactor theme only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrapper models with different forward paths; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are unrelated codepaths; same pattern, different changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are distinct model families; no shared concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are unrelated implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; the overlap is only stylistic." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV target different codepaths and output behavior." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are unrelated; no common fix to consolidate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are different model families with distinct output mechanics." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated implementations; not the same underlying change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model codepaths; same refactor label, different 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": 14, + "component_count": 34, + "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": "40bc2dc6903c011ab92ed52e7d3a967a38bcf38459348b084955f85f19dc5c60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "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-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. They overlap only on generic Transformers plumbing and docs scaffolding, not on the same underlying code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good canonical representative for the other. If forced, 45401 is more self-contained because it targets a specific issue and a single model family, but it is still unrelated to 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: they add different models with different implementations and test/docs sets. Shared auto-registration and docs files are generic boilerplate, not evidence of the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 34, + "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": "9b1d3e55555b635f939b928424e16df08509c2cc0338d5ad601f53e9038fdc52", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about module/kernel fusion in Transformers, but they are not duplicates: #44979 introduces a low-level Module Fusion API, while #45363 adds user-facing n-to-1 kernel fusion via KernelConfig and touches additional integration points. They look complementary rather than mergeable into one PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the stronger canonical PR because it is broader and more directly user-facing, implementing the KernelConfig-based fusion path across core integration files rather than just the standalone API layer.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best PR candidate for the cluster since it appears to deliver the actual end-user feature and spans the concrete fusion code path, whereas #44979 is mainly the foundational API work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but different scope and code paths: #44979 adds the Module Fusion API scaffolding, while #45363 implements KernelConfig-driven fusion integration. They are complementary, not 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": 16, + "component_count": 34, + "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": "1e27bc81667e988efce0a7d30b8e3be6460f1190eac95461e65c43497eddcc86", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same concrete AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds test coverage and looks like the better canonical representative.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it targets the same issue, contains the same core fix, and also includes test coverage plus more review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative because it fixes the bug with added tests, making it the most complete and merge-ready version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same code path; the diffs are substantively identical and could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 34, + "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": "d2fb5c7f0d10051789b7480a08666d465317fb68e412e2f321137405f39cb6ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two NemotronH-related PRs overlap on core model files, but they address different changes: one is a conversion/mapping refactor, the other is a broader split into NemotronH dense/sparse model families with docs/tests. They are related, not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more complete implementation of the NemotronH model-family change and includes the visible end-user surface (docs, auto-mapping, tests, and new dense/sparse packages).", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative because it appears to be the main functional change, whereas PR 45115 is a narrower internal refactor around conversion naming and inheritance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap in NemotronH internals, but 45115 is a conversion/refactor PR while 45569 introduces the actual dense/sparse model split and documentation. Different concrete changes, not one mergeable duplicate." + } + ] + }, + "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": 34, + "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": "940303624cc8396a20dbc338a3826cbe7d80d06f0162a05aeb7654f42ca4180c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different typing-related pull requests in the same code area, but they do not appear to fix the same underlying change. One is a broad type-checking sweep across many files; the other adds typing abstractions and compatibility helpers for modeling_utils/PEFT-related code.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more coherent, focused change: it introduces/adjusts typing protocols and helpers in _typing.py and related runtime/type-checking code, rather than a broad repository-wide type annotation sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative PR for the cluster because its scope is narrower and more self-contained, centered on typing infrastructure changes instead of many-file cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related and share a few files, but they target different work: 45415 is a broad type-checking pass across many transformers modules, while 45425 adds specific typing protocols/helpers for modeling_utils and PEFT integration. They are not the same concrete change and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 34, + "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": "0191b87c932eb3921eb1ca519937c9d69a80bdf15a355c0c661ec08dc936d662", + "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 open PRs overlap on expert-parallel loading internals, but they address different bugs and code paths: one targets EP + DeepSpeed ZeRO-3 loading via accelerate launch, while the other fixes expert weights being overwritten by rank-0 broadcast under FSDP2. The similarity is only topical, not a true duplicate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative because it covers a concrete expert-parallel loading corruption path and has the broader set of code changes around the loading pipeline.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR in this cluster: it addresses a specific, user-facing EP weight overwrite bug with direct loader fixes. PR #45548 is narrower and focused on serialization/flag plumbing for a different loading scenario.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share expert-parallel context, but #45548 fixes config serialization and EP detection for ZeRO-3/accelerate launch, while #45662 fixes rank-0 broadcast overwriting experts under FSDP2. Different underlying bugs and 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": 20, + "component_count": 34, + "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": "cceca99c094ff11badcecdc697b96bb2bcf73bfae98852068262764e365dddf3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info handling bug in testing_utils, and the second PR is a broader superset that also updates CI log collection. They look mergeable into one change set.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file fix plus the CI workflow update to preserve and aggregate multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it covers the same underlying bug and the downstream CI artifact handling needed to make the fix usable.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete captured_info xdist collision in src/transformers/testing_utils.py; 45645 is a superset that adds workflow log collection, 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": 21, + "component_count": 34, + "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": 34, + "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": "9b6786e2d99586ddd9fa70f7041e6f194b5b981c0052955bddae2d5c11840e15", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by shared distributed files, but they are not duplicates. PR 46126 is a focused EP + Trainer integration change, while PR 46269 is a broad distributed branch-base PR that spans many unrelated subsystems and CI setup.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the most canonical representative of the cluster because it targets one concrete feature/change (EP + Trainer integration) with a narrow, specific scope. PR 46269 is much broader and looks like a base branch or umbrella integration PR rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best single PR to represent this cluster because it is the specific, user-facing EP/Trainer work; 46269 is too broad and includes many additional distributed and CI changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Do not merge: the overlap is only in some distributed filenames, but the PRs have different scopes and purposes. 46126 is a focused EP/Trainer integration change; 46269 is a wide branch-base PR touching many other modules, CI, and distributed infrastructure. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 34, + "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": "88a8f695cb6d84b2b6502d3d8abcfa40ca5e76e0849028a166c61e54b85f2502", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26684, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26684, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated CI/workflow maintenance PRs that happen to share a broad \"chore: update *.yml\" pattern. The only closer grouping is the pr-ci-security-gate edits, but they are still separate fixes rather than one duplicate change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the closest representative of the cluster because it contains the substantive security-gate behavior change; the other PRs are separate workflow tweaks or follow-up adjustments, not the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest standalone change: it adds concrete security checks and a checkout step in the PR CI gate, making it the most meaningful and merge-worthy PR among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and bugs: self-comment-ci stdin handling vs PR CI security-gate file checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and behavior: self-comment-ci message piping vs security-gate permissions/approval logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated changes; one updates self-comment-ci command invocation, the other only annotates the security-gate reusable workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes in different workflows: self-comment-ci stdin usage vs removing inherited secrets in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch shell quoting, but in different workflows and code paths; not the same underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and purposes: SSH runner hardening vs benchmark workflow trigger expansion." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Unrelated workflow updates: SSH runner secret cleanup vs anti-slop permission scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different code paths: SSH runner changes vs assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner hardening is unrelated to the PR CI security-gate logic changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner changes are unrelated to a comment-only security-gate update." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow concerns: SSH runner token handling vs security-gate secrets configuration." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permission change and benchmark trigger change are separate workflow edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and changes: anti-slop permissions vs assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci-docker-images shell quoting are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files, different concerns; anti-slop write permission is not the same as PR CI security gating." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers base-ref checkout and benchmark workflow trigger changes are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow fixes: reviewer assignment checkout vs build-ci-docker-images command safety." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared bug or code path; assign-reviewers workflow vs PR CI security gate." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark_v2 dispatch support and build-ci-docker-images quoting are different workflow behaviors." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and code paths; benchmark trigger logic is not the same as security-gate checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are shell-related workflow edits, but they fix different commands in different workflows." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and fixes; build-ci-docker-images quoting vs security-gate permissions." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different fixes: 46554 adds runtime security checks; 46558 changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one changes behavior and the other only adds explanatory comments." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but 46554 adds checks while 46716 changes secrets inheritance; separate issues." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval logic and comment-only clarification are not the same underlying change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate fixes: permissions/approval flow vs removing inherited secrets." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments-only update and secrets configuration change are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different change types; quoting fix vs explanatory note." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to a security-gate comment update." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different problems; command quoting vs secrets handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner secret cleanup and security-gate secrets removal are separate fixes in separate workflows." + } + ] + }, + "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": 34, + "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": 34, + "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": "1241a81830ceb1b791f537cd00a6ba0a454818842cf27b811a20613303bc8183", + "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": "Two open PRs fix the same off-by-one in the sliding window right-mask logic for MoonshineStreaming; one PR is a narrower Moonshine-only version, the other is a broader follow-up that includes the same Moonshine change plus related Gemma4/test updates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "Prefer PR #47162 as the canonical representative because it contains the same MoonshineStreaming fix as #46310 but adds the corresponding test coverage and a related Gemma4 adjustment, making it the more complete patch set.", + "best_issue_reason": null, + "best_pr_reason": "PR #47162 is the best representative of the cluster because it addresses the same concrete bug as #46310 and includes the more complete implementation and validation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Both PRs fix the same MoonshineStreaming off-by-one in right_window masking (`-dist <= right_window_size`); the overlap is on the same code path and same explicit issue target, so they are duplicate-level close enough to cluster." + } + ] + }, + "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": 34, + "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": "19d206b1c9ccc75c3caad7e4c074b231b1c7c45721097518c9169533dd576261", + "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 are unrelated PRs: one fixes CodeLlama decode-space stripping, the other fixes DeepSeek checkpoint tokenizer-class selection. They should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 46574 fixes a CodeLlama decoder/space-stripping bug, while 46580 changes auto-tokenizer routing for DeepSeek checkpoints; they target different code paths.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduping this cluster; both are standalone fixes for different underlying problems, so neither subsumes the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and different fix surfaces: CodeLlama decode behavior vs. DeepSeek auto-tokenizer class selection. They are 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": 27, + "component_count": 34, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "9d65aa26ac6cf91b415c1f2ed9b8b860f8341b04de9a5290206f2acb6c7c99a5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs address the same FlashAttention 2 long-context performance regression in `modeling_flash_attention_utils.py`; the later PR is broader and likely subsumes the earlier one.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47215 is the more representative change: it targets the same FA2 long-context perf regression, includes the same core file, and expands the fix with related unpadding/benchmark/test updates rather than only the narrower tracing-condition correction in #46696.", + "best_issue_reason": null, + "best_pr_reason": "PR #47215 is the best surviving candidate because it appears to fix the same underlying code-path problem more completely and with broader validation, making it the more mergeable single PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Both PRs target the same explicit issue and the same FA2 long-context decode/perf path in `modeling_flash_attention_utils.py`; the later PR looks like a broader version of the same fix, so this is a valid duplicate/merge candidate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 34, + "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": "6b61cb697cc269a6ea1c6ba4c7cd3afb4902a6964819a64d78aaf147b6d0008a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests in the same broad area (padding-mask handling), but they fix different bugs: one addresses batch-size-1 masking in linear-attention model forwards, the other addresses recurrent-mask skipping on continued/chunked decode forwards. They are related, but not mergeable as a single duplicate PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47087 is the better canonical PR for this cluster because it is the more centralized masking-utils fix, has an explicit linked issue, and targets a specific recurrent-forward masking bug rather than scattered model-specific patches.", + "best_issue_reason": null, + "best_pr_reason": "PR #47087 is the strongest representative of the cluster: the change is narrowly scoped, well-described, and fixes a concrete masking-path regression in shared infrastructure. PR #46773 is also valid, but it is a different bug in different model forward paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding masks, but #46773 fixes batch-size-1 masking omission in linear-attention model implementations, while #47087 fixes recurrent-mask skipping on continued/chunked decode forwards. Different code paths, different failure modes, not one underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "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": "e6128578c06128ece398b38001baf3971abc414dc821f0f6a43ead1c91188dfb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate PR cluster here: the three pull requests address different code paths (AnyToAnyPipeline input key normalization, Gemma4 audio placeholder validation, and generation length capping).", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47074 is the broadest and most self-contained change, with a clear API-level fix in AnyToAnyPipeline plus matching tests. The other PRs target unrelated subsystems and should not be treated as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the strongest standalone candidate because it fixes a concrete user-facing multimodal input normalization bug and includes test coverage. The other PRs are narrower and unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different bugs in different processors: 47074 normalizes input keys for AnyToAnyPipeline, while 47076 validates Gemma4 audio/text placeholder batching. They do not appear to fix the same underlying problem." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated functionality: 47074 changes multimodal pipeline input dict keys, whereas 47195 adjusts prompt lookup candidate length capping in generation. These are not the same code-path issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 34, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "7f6694e0a4dd5f7e1034d505a197bd5b5bba79a95a982365c96c8c1ffdcd20ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one re-enables and updates a VITS model forward test, while the other fixes RT-DETR v2 weight conversion mappings. They touch different models and code paths, so this cluster should not be merged as a duplicate group.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR cleanly represents the cluster because the items are unrelated. If forced to pick one, 47105 is the more self-contained regression fix, but it is not a duplicate of 47129.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different artifacts and code paths: 47105 only updates a VITS test to re-enable forward assertions, while 47129 edits an RT-DETR v2 converter and key mappings. They do not appear to fix the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 34, + "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-47122-9", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282" + ], + "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:47150", + "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:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47266|pull_request:47282", + "pull_request:47280|pull_request:47281", + "pull_request:47281|pull_request:47282", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "58eb417b5ed75b0a71244622a901b82a26e230ae9eb05a8f4207e2082572b516", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 23, + "serialized_chars": 25386, + "estimated_input_tokens": 6347, + "estimated_eval_tokens": 12950 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 23, + "serialized_chars": 25386, + "estimated_input_tokens": 6347, + "estimated_eval_tokens": 12950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a heterogeneous set of serge-generated PRs for different model failures; only the two MiniMax-M3-VL load_error test patches look like the same underlying fix. The umbrella PR is the best cluster anchor, but it is not a duplicate of the single-model PRs.", + "confidence": 0.41, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broad umbrella fix and the best anchor for this noisy cluster, but most other PRs are model-specific and not duplicates of it.", + "best_issue_reason": null, + "best_pr_reason": "PR 47224 is the most representative member because it consolidates several concrete integration-test/code-path fixes across multiple files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different failures: EdgeTam original_sizes handling vs GLM4V input_id dtype conversion." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different model families and failure modes: EdgeTam backbone kwargs issue vs MiniMax-M3-VL load/offload test setup." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Same broad testing-bot pattern, but different model and unrelated load_error fix in MiniMax-M3-VL." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 is an umbrella PR with several unrelated fixes; it overlaps EdgeTam but is not the same single change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Different concrete bug: EdgeTam kwarg filtering vs Whisper generation length handling." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Both fix the same MiniMax-M3-VL load_error by supplying an offload folder for device_map=auto loading." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error-related but for different models and different load paths; not the same underlying bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL offload-folder fix is unrelated to GLM4V token dtype casting." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and failures: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch expectations." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different model/code path: Falcon-Mamba expected output updates vs Whisper max_length adjustment." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Unrelated models and failures: Falcon-Mamba output mismatch vs DeepSeekV3.2 load_error." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Falcon-Mamba test expectation changes are unrelated to GLM4V input dtype handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model and failure: Falcon-Mamba output mismatch vs Mamba2 OOM test adjustment." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Whisper generation max_length fix is unrelated to MiniMax-M3-VL load/offload handling." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model/code path: Whisper generation config vs Mamba2 OOM test tuning." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and bug class: Whisper generation logic vs GLM4V input dtype conversion." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 contains a Whisper hunk but is an umbrella multi-fix PR, not the same standalone PR/change." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and load failures: DeepSeekV3.2 vs MiniMax-M3-VL." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and fix type: DeepSeekV3.2 offload-folder setup vs GLM4V token dtype cast." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes: DeepSeekV3.2 load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated fixes: MiniMax-M3-VL load_error vs GLM4V dtype conversion." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure classes: MiniMax-M3-VL load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model/code path: GLM4V input dtype handling vs Mamba2 generation/OOM test adjustment." + } + ] + }, + "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": 34, + "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": "7d93742e9697845458e2a7bd6a96f0c451e712fe02dfcc5271dca3428827529f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are closely related chat CLI URL fixes, but the evidence only supports soft similarity: both touch `src/transformers/cli/chat.py` and tests, yet they target different issues and implement different URL corrections. They look like neighboring fixes for the same subsystem rather than one clearly mergeable bugfix.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "#47303 is the better canonical PR because it has the clearer service-root routing fix and explicit linkage to issue #47138; #47140 is a narrower normalization of `/v1` base URLs tied to #47139.", + "best_issue_reason": null, + "best_pr_reason": "#47303 is the strongest representative of the cluster because it directly rewrites management calls to the service root and has the more general fix shape, but it should be treated as related rather than proven duplicate of #47140.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Reject: both address chat CLI management URL handling, but the packet shows different targets and different fixes (`/v1` base normalization vs. explicit service-root routing). That is related evidence, not enough to conclude the same underlying change or that they should be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence in the packet. The two PRs are similar and both touch chat CLI URL handling, but the packet only shows soft similarity plus shared files\u2014not enough to conclude they are the same bugfix or clearly mergeable. They also point to different issue targets (#47139 vs #47138) and use different fixes (#47140 normalizes the stored base URL; #47303 rewrites a specific management call to the service root). That makes the conservative read: related, but not proven to be one single PR-worthy change." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 34, + "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-47165-2", + "nodes": [ + "pull_request:47165", + "pull_request:47289" + ], + "soft_pairs": [ + "pull_request:47165|pull_request:47289" + ], + "prepared_review_unit_hash": "0e2f186906b40e51a9244121be30f45dfbb85629326ef5f4fe3da72e54a3bc9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5852, + "estimated_input_tokens": 1463, + "estimated_eval_tokens": 3182 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5852, + "estimated_input_tokens": 1463, + "estimated_eval_tokens": 3182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs: one adds FSDP plans across many model classes, while the other implements native pipeline-parallel inference and test/marker plumbing. They do not look like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for a duplicate cluster: PR #47165 is a broad FSDP-plans rollout, while PR #47289 is a separate pipeline-parallel inference feature with different code paths and supporting tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #47289 is the more self-contained feature PR, but it is not a duplicate of #47165; the two changes target different distributed-training/inference mechanisms.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47165", + "right": "pull_request:47289", + "accept": false, + "reason": "Different features and code paths: #47165 adds _fsdp_plan entries to model implementations, while #47289 adds pipeline-parallel inference support, markers, and related loading/runtime changes. They would not plausibly 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": 34, + "component_count": 34, + "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": "0b3de300fb03dffd50f7617859363f16d7b1dceb112db5d9f1d65daf48ffd24c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes loss scaling during gradient accumulation with label smoothing, the other adds/respects `min_tokens_to_keep` in `TopHLogitsWarper`. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs address different code paths and different bugs, so there is no single underlying change to merge them into.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the better representative only because it has an explicit issue target and a narrowly scoped bug fix; PR 47262 is a separate generation feature/bug fix and not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different subsystems and different problems: trainer label smoothing/gradient accumulation vs generation logits warping. They do not look like 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 + } + ] +} diff --git a/snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/manifest.json b/snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ccbfee7a73a0b1f0a08313a9880b8915e386a8cd --- /dev/null +++ b/snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260714t000025z", + "artifacts": { + "hybrid": "snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-14T00:12:00Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260714T000025Z", + "variant": "hybrid" +} diff --git a/snapshots/20260714T000025Z/manifest.json b/snapshots/20260714T000025Z/manifest.json index 3f66fa64331fdf027c3dc511cc529d1079ba3c86..647f8854dec18e59451bd7b012694c018a0cc01b 100644 --- a/snapshots/20260714T000025Z/manifest.json +++ b/snapshots/20260714T000025Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 545 }, "extracted_at": "2026-07-14T00:00:25Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260714t000025z", + "runs": { + "hybrid-model-20260714t000025z": { + "analysis_id": "hybrid-model-20260714t000025z", + "artifacts": { + "hybrid": "snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260714T000025Z/analysis-runs/hybrid-model-20260714t000025z/manifest.json", + "model": null, + "published_at": "2026-07-14T00:12:00Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260714T000025Z", "watermark": {