diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 5ae5d656b0792eab6454bc4cf639a752aaf27178..329346e184eeb01201797026225ac926b681ec66 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260518T000027Z", - "generated_at": "2026-05-18T00:07:33Z", + "snapshot_id": "20260518T060213Z", + "generated_at": "2026-05-18T06:15:33Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,476 @@ } ] }, + { + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43656, + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43836, + "code_similarity": 0.36, + "size_similarity": 0.176, + "file_overlap": 1.0, + "area_overlap": 0.051, + "patch_similarity": 0.048, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ] + } + ] + }, + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + }, + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081, + 45356 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45987-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #45987.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45987, + "canonical_pr_number": 46005, + "issue_numbers": [ + 45987 + ], + "pr_numbers": [ + 45997, + 46005, + 46010 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45997, + "right_pr_number": 46005, + "code_similarity": 0.597, + "size_similarity": 0.737, + "file_overlap": 1.0, + "area_overlap": 0.35, + "patch_similarity": 0.182, + "shared_filenames": [ + "src/transformers/cache_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cache_utils.py", + "left_ranges": [ + [ + 290, + 302 + ] + ], + "right_ranges": [ + [ + 291, + 297 + ], + [ + 377, + 383 + ] + ] + } + ] + }, + { + "left_pr_number": 45997, + "right_pr_number": 46010, + "code_similarity": 0.306, + "size_similarity": 0.288, + "file_overlap": 0.333, + "area_overlap": 0.35, + "patch_similarity": 0.17, + "shared_filenames": [ + "src/transformers/cache_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cache_utils.py", + "left_ranges": [ + [ + 290, + 302 + ] + ], + "right_ranges": [ + [ + 291, + 297 + ], + [ + 377, + 383 + ] + ] + } + ] + }, + { + "left_pr_number": 46005, + "right_pr_number": 46010, + "code_similarity": 0.516, + "size_similarity": 0.212, + "file_overlap": 0.333, + "area_overlap": 1.0, + "patch_similarity": 0.156, + "shared_filenames": [ + "src/transformers/cache_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cache_utils.py", + "left_ranges": [ + [ + 291, + 297 + ], + [ + 377, + 383 + ] + ], + "right_ranges": [ + [ + 291, + 297 + ], + [ + 377, + 383 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44001-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44001, + 44002, + 44004, + 44029 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44001, + "right_pr_number": 44002, + "code_similarity": 0.175, + "size_similarity": 0.595, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.375, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44001, + "right_pr_number": 44004, + "code_similarity": 0.087, + "size_similarity": 0.237, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44001, + "right_pr_number": 44029, + "code_similarity": 0.083, + "size_similarity": 0.256, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.212, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44002, + "right_pr_number": 44004, + "code_similarity": 0.125, + "size_similarity": 0.398, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.304, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44004, + "right_pr_number": 44029, + "code_similarity": 0.253, + "size_similarity": 0.925, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.456, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1422,134 +1892,6 @@ } ] }, - { - "cluster_id": "cluster-43824-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 43824, - "canonical_pr_number": 43836, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-45081-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45081, - "canonical_pr_number": 45317, - "issue_numbers": [ - 45081 - ], - "pr_numbers": [ - 45086, - 45317 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45086, - "right_pr_number": 45317, - "code_similarity": 0.589, - "size_similarity": 0.34, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.136, - "shared_filenames": [ - "src/transformers/tokenization_utils_tokenizers.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/tokenization_utils_tokenizers.py", - "left_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ], - "right_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", @@ -1625,61 +1967,6 @@ } ] }, - { - "cluster_id": "cluster-45987-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45987.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45987, - "canonical_pr_number": 46005, - "issue_numbers": [ - 45987 - ], - "pr_numbers": [ - 45997, - 46005 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45997, - "right_pr_number": 46005, - "code_similarity": 0.597, - "size_similarity": 0.737, - "file_overlap": 1.0, - "area_overlap": 0.35, - "patch_similarity": 0.182, - "shared_filenames": [ - "src/transformers/cache_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cache_utils.py", - "left_ranges": [ - [ - 290, - 302 - ] - ], - "right_ranges": [ - [ - 291, - 297 - ], - [ - 377, - 383 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -2014,7 +2301,16 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-45081-4", + "canonical_issue_number": 45081, + "duplicate_issue_numbers": [ + 45356 + ], + "reason": "Issues in cluster-45081-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41115-3", @@ -2043,6 +2339,16 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2052,15 +2358,6 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43824-3", - "canonical_pr_number": 43836, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." - }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, @@ -2078,6 +2375,17 @@ "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-44001-4", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44001, + 44004, + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44001-4 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2088,13 +2396,13 @@ "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-45081-3", + "cluster_id": "cluster-45081-4", "canonical_pr_number": 45317, "duplicate_pr_numbers": [ 45086 ], "target_issue_number": 45081, - "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-45081-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-45561-3", @@ -2115,20 +2423,21 @@ "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-45987-3", + "cluster_id": "cluster-45987-4", "canonical_pr_number": 46005, "duplicate_pr_numbers": [ - 45997 + 45997, + 46010 ], "target_issue_number": 45987, - "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-45987-4 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-45647-3", - "issue_number": 45647, - "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", - "score": 162.0 + "cluster_id": "cluster-45987-4", + "issue_number": 45987, + "reason": "Issue #45987 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 3 discussion comments plus 5 inbound references.", + "score": 151.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 098750884334ffece0e98444b6d672c8219ea1c9..03a923e674cf6dd780bd37bfd7a21a705142529c 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": "20260518T000027Z", - "generated_at": "2026-05-18T00:07:33Z", + "snapshot_id": "20260518T060213Z", + "generated_at": "2026-05-18T06:15:33Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -110,8 +110,8 @@ "issue:45507|issue:45685", "issue:43716|issue:44292", "issue:44292|issue:44918", - "issue:41762|issue:43638", "issue:43039|issue:44918", + "issue:41762|issue:43638", "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", @@ -135,439 +135,403 @@ "issue:43854|issue:43866", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "f20a6fe8cfe4621293bbb18831f69eae49abad6d2e57c73359364ade34fbc2c3", + "prepared_review_unit_hash": "c601e7f24a975b98b03931622c9e9d9a69ae663ad75e646abebf4445223f996a", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 66, - "serialized_chars": 47561, - "estimated_input_tokens": 11891, - "estimated_eval_tokens": 24038 + "serialized_chars": 47558, + "estimated_input_tokens": 11890, + "estimated_eval_tokens": 24036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but there is one clear duplicate sub-pair around DeepSpeed ZeRO-3 + BertModel index-out-of-bounds. Most other pairs are only superficially similar (same subsystem or same symptom class) and should stay separate.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43596 is the broader, cleaner report of the same ZeRO-3/Bert size-0 index error and likely subsumes issue:43638.", + "summary": "Conservative triage: the ZeRO-3 index-0/out-of-bounds cluster is solid (43596/43638/41762), and the v5 AutoTokenizer wrong-token-ID regression cluster is also solid (45812/45920). The Qwen3_5Moe rotary/offload pair is too under-evidenced from titles alone and should remain tentative/separate rather than merged as a duplicate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43596 is the best anchor for the ZeRO-3 duplicate cluster: it names the shared index-0/out-of-bounds failure clearly and is broad enough to cover the Bert/Gemma3 load/init variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best representative of the only strong duplicate pair in this set.", + "best_issue_reason": "Issue 43596 is the clearest representative of the shared ZeRO-3 empty-tensor/index-0 OOB bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different problems: Qwen3.5 config attribute error vs chat/completions streaming failure." + "reason": "Missing config attribute vs streaming API failure; different bugs." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are GPU/runtime failures, but on different models and different backend issues (AMD GPT-OSS vs MPS histogram op)." + "reason": "Different backend/model problems, not the same code path." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both mention model/runtime incompatibility, but one is a dtype mismatch in Mistral-3 preprocessing and the other is GPT-OSS on AMD GPUs." + "reason": "Only broad model/runtime similarity; failure modes differ." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different model and failure mode: autocast dtype mismatch vs AMD GPU support/runtime issue." + "reason": "Both are runtime issues, but not the same underlying bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and symptoms; no concrete shared code-path shown." + "reason": "Unrelated model/backend errors." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Both are Qwen-related runtime issues, but the reported failures are unrelated and not the same bug." + "reason": "Different model and failure mode." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both are DeepSpeed-related or export-related failures, but they affect different models and code paths." + "reason": "DeepSpeed collective mismatch vs ONNX export; unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model-specific failures, but ONNX export and FP8 loading are unrelated." + "reason": "Different model/export issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different failures: ONNX export vs auto device mapping assert on Qwen3." + "reason": "ONNX export bug vs device-map CUDA assert; not the same issue." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Completely different topics: table QA crash vs outdated RAG examples." + "reason": "Table QA crash vs outdated docs; unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are documentation cleanups for v5 removals, but they target different removed items and likely different pages." + "reason": "Both docs regressions, but they cover different removed features." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different issues: ONNX export for ModernBERT vs missing GenerationMixin import." + "reason": "ONNX export error vs GenerationMixin import error." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both are shape/device mismatches, but the model, stack, and failure signature differ." + "reason": "Different symptoms and code paths." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Similar IndexError wording, but different model/setup and not enough evidence of the same bug." + "reason": "Shape/index errors in different contexts; not clearly the same bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same error family, but one is ZeRO-3/BertModel and the other is a mask-shape mismatch in a different path." + "reason": "ZeRO-3 empty-tensor/OOB vs mask-shape mismatch; different bugs." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Both involve tensor-shape/runtime problems, but on unrelated models and code paths." + "reason": "Different runtime issues." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different failures: mask/tensor shape mismatch vs Qwen3.5 embedding unpacking with TRL SFT." + "reason": "Embedding/trainer issue vs generic mask-shape mismatch." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + "reason": "Unrelated processor bug vs export bug." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different models and distinct DeepSpeed failures; no strong evidence they are the same bug." + "reason": "Both involve DeepSpeed, but the failure modes differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Near-identical ZeRO-3/Bert index-out-of-bounds reports; 43638 looks like the same underlying bug with a more specific reproduction." + "reason": "Same ZeRO-3 empty-index/index-0 out-of-bounds failure during load/init." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call issue is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Liger Kernel loss-path issue vs GPT-OSS TP-only failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Both mention output/tokenization correctness, but one is DeepSeek detokenization and the other is LoRA merge/save inconsistency." + "reason": "Detokenization regression vs LoRA save/reload mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different problems: Qwen-3-8B-NVFP4 runtime error vs LoRA merge/save mismatch." + "reason": "Different models and failure modes." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are shape-related, but activation checkpointing/FSDP mismatch is a different code path from mask indexing." + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the mask-shape error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but one is a weight shape error and the other is a collective mismatch on Jamba-v01." + "reason": "Different DeepSpeed errors and code paths." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both are Qwen3.5-MoE rotary embedding issues, but CPU offload incompatibility and uninitialized memory after to_empty are different bugs." + "reason": "Related Qwen3_5Moe rotary/offload theme, but the titles describe different failures and there is not enough evidence they are the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different model/setup and unrelated DeepSpeed vs tensor-parallel problems." + "reason": "Different model families and error types." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP size mismatch is unrelated to the custom compute_loss signature regression." + "reason": "Different training API regressions." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed ZeRO-3/Bert index error is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Unrelated DeepSpeed load bug vs GPT-OSS TP issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." - }, - { - "left": "issue:45823", - "right": "issue:45874", - "accept": false, - "reason": "Different Gemma4 issues: device_map mismatch during forward vs expensive reverse embedding lookup for inputs_embeds." - }, - { - "left": "issue:39290", - "right": "issue:45081", - "accept": false, - "reason": "Gemma3/vLLM attribute error is unrelated to Mistral tokenizer regex patching." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "Torch version incompatibility is not the same as a Qwen-3-8B-NVFP4 runtime failure." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor parallelism." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assert." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking failure and GPT-OSS TP failure are distinct code paths." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different models and runtime backends; no shared concrete bug." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm tracing error is unrelated to Mistral-3 image preprocessor dtype mismatch." + "reason": "Different model-specific implementation bugs." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Both are runtime failures, but not the same model or failure mode." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "GraniteMoEHybrid invalid method call is unrelated to the MPS histogram_not_implemented issue." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model families and distinct failure signatures." + "reason": "Different runtime/backend issues." }, { - "left": "issue:44292", + "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Qwen-3-8B-NVFP4 error and TRL embedding unpacking issue are different bugs." + "reason": "Loss/kernel issue vs SFT embedding unpacking issue." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 loading issues, but Gemma3 empty-dimension IndexError is not the same as BertModel index-out-of-bounds." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross-entropy call and TRL embedding unpacking are unrelated." + "accept": true, + "reason": "Same ZeRO-3 empty-tensor/index-0 out-of-bounds failure during load/init." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different removed v5 features and different examples." + "reason": "Both are docs removals, but they target different removed items." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl-embedding StopIteration." + "reason": "Different multimodal/model-processing failures." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to an MPS int histogram limitation." + "reason": "Autocast dtype mismatch vs MPS kernel missing; unrelated." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Different model/backend failures with no shared code path." + "reason": "Different model/config issues." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Liger Kernel cross-entropy issue is unrelated to autocast dtype mismatch." + "reason": "Torch version compatibility vs model runtime error." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "DeepSpeed collective mismatch and custom compute_loss signature regression are unrelated." + "reason": "Both Gemma4-related, but one is device mismatch and the other is reverse-embedding overhead." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "GPT-OSS on AMD GPUs has nothing to do with outdated RAG examples." + "reason": "Different models and failure modes." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "FSDP checkpointing mismatch is unrelated to the missing GenerationMixin import." + "reason": "Different model-specific bugs." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "Cross-entropy kernel issue and mask-shape mismatch are different bugs." + "reason": "Different runtime/backend issues." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:44805", + "right": "issue:46015", + "accept": false, + "reason": "Mask-shape runtime error vs outdated docs; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Both are size-0 IndexErrors under ZeRO-3, but the affected models and setup differ enough to keep them separate." + "reason": "Different model/backend issues." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Docs mention different deprecated APIs: return_all_scores vs transformers run command." + "reason": "Different docs regressions." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3/vLLM attribute issue is unrelated to Qwen3 auto device mapping assert." + "reason": "Different model/backend problems." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS GPU runtime issue is unrelated to table-question-answering crashes." + "reason": "Different issues with no concrete overlap." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch are different issues." + "reason": "Processor failure vs device-map mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy call and Qwen3-vl StopIteration are unrelated." + "reason": "Different model/runtime failures." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "DeepSeek detokenization bug and outdated RAG docs are unrelated." + "reason": "Model detokenization regression vs docs cleanup." }, { "left": "issue:45812", "right": "issue:45920", - "accept": false, - "reason": "Both are AutoTokenizer wrong-ID regressions, but the affected model sets differ and there is no evidence of the same exact tokenizer bug or single fix." + "accept": true, + "reason": "Same v5 AutoTokenizer wrong-token-ID regression across model families." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH checkpoint loading are different problems." + "reason": "Corrupted checkpoint vs checkpoint-loading implementation bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading bug is unrelated to RAG docs." - }, - { - "left": "issue:44292", - "right": "issue:46015", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to docs cleanup." + "reason": "Model loading bug vs outdated docs." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue and Ovis2 checkpoint corruption are different model problems." + "reason": "Different model-loading problems." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/index shape mismatch is a different failure from ZeRO-3 BertModel size-0 IndexError." + "reason": "Mask index-shape mismatch vs ZeRO-3 empty-tensor/OOB error." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure during model init/load." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs issues." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/backend problems." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated runtime bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model-processing bug vs device-map mismatch." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly strong duplicate pair is the ZeRO-3/BertModel size-0 IndexError cluster around issue:43596 and issue:43638, and the rest of the pairs are conservatively rejected despite superficial subsystem/symptom overlap. I don\u2019t see any soft-edge verdict that overstates the evidence." + "accept": false, + "feedback": "Most of the clustering is conservative and grounded, especially the ZeRO-3 index-0/OOB group and the AutoTokenizer regression group. However, one soft-edge accept is overstated: `issue:45859` vs `issue:45902` share a Qwen3_5Moe rotary/offload theme, but the packet only gives titles, and those titles describe different failure manifestations (`forward` CPU-offload incompatibility vs `inv_freq` uninitialized memory after materialization). That is not enough evidence to confidently mark them as the same duplicate bug. The summary should keep that relationship tentative or separate." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -643,8 +607,8 @@ "issue:43792|issue:45070", "issue:45362|issue:45464", "issue:44292|issue:45901", - "issue:43404|issue:43866", "issue:39290|issue:45823", + "issue:43404|issue:43866", "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", @@ -664,8 +628,8 @@ "issue:41093|issue:43596", "issue:43541|issue:44589", "issue:43054|issue:43994", - "issue:45759|issue:45902", "issue:45542|issue:45800", + "issue:45759|issue:45902", "issue:40990|issue:44960", "issue:39186|issue:44918", "issue:43716|issue:44918", @@ -675,275 +639,254 @@ "issue:44530|issue:45005", "issue:42915|issue:45399" ], - "prepared_review_unit_hash": "65f16a71fd3244fc3f09b5a0e337097b78b48978277098529507d8f2df07ce85", + "prepared_review_unit_hash": "faf1d7764b93b6fc090d8e16244a74ef61d539d80ca540d8ed5f22be98a90715", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39060, - "estimated_input_tokens": 9765, - "estimated_eval_tokens": 19786 + "serialized_chars": 39065, + "estimated_input_tokens": 9767, + "estimated_eval_tokens": 19790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains many unrelated regressions around model loading, config, dtype/device mismatches, and MoE/runtime behavior. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set for recent-transformers regressions affecting custom/remote-code model loading, but the cluster is too diverse for a true single canonical duplicate target.", + "summary": "The set is mostly heterogeneous regression reports across unrelated models, configs, and runtime paths. Only the custom-module loading/cache-path pair looks like the same underlying bug; the rest should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it identifies the cache/path collision for local models sharing a leaf directory name, which also explains the wrong custom-module symptom in issue:45698.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest overall representative because it captures the widest recurring theme of version-related breakage, even though it does not subsume most of the other issues.", + "best_issue_reason": "issue:45632 is the best representative issue in this cluster because it states the underlying defect directly rather than just the downstream failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM config attribute error and the other is a Qwen3-MoE model issue; different code paths." + "reason": "Both mention sliding_window, but they affect different model families and code paths (Gemma3/vLLM vs Qwen3-MoE), so they do not look like the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model loading/runtime failure vs table-question-answering task crash; no shared underlying bug." + "reason": "Different tasks, models, and failure modes; no evidence they share a concrete code-path bug." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility is unrelated to the PretrainedConfig pydantic regression." + "reason": "Both are version/regression complaints, but one is torch compatibility and the other is a pydantic PretrainedConfig field break; too broad to merge." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both involve runtime errors, but one is DeepSpeed ZeRO-3 indexing and the other is a torch/transformers compatibility issue." + "reason": "Different errors and contexts: DeepSpeed ZeRO-3/BertModel loading versus a torch/transformers version incompatibility report." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization and a table QA crash are unrelated failures." + "reason": "Unrelated symptoms and subsystems; no shared bug is evident." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper inference failure is not the same bug as the pydantic PretrainedConfig breakage." + "reason": "Whisper runtime failure and PretrainedConfig/pydantic breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5-related, but one is chat crashes and the other is streaming chat/completions API failure; not the same concrete issue." + "reason": "Both involve Qwen3.5, but one is a transformers chat crash and the other is a streaming chat/completions API failure; the concrete failing paths differ." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to table-question-answering crashes." + "reason": "Different model/runtime issues with no shared underlying defect." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:39290", + "right": "issue:45823", "accept": false, - "reason": "Untied lm_head weights in Mistral3 is a model-weight tying bug, while Ovis2 checkpoint corruption is a different problem." + "reason": "Both are model-specific runtime regressions, but the models and failure modes are unrelated." }, { - "left": "issue:39290", - "right": "issue:45823", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Gemma4 device mismatch are distinct model/version issues." + "reason": "Mistral3 weight-tying bug versus an Ovis2 checkpoint corruption report; not the same issue." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen chat streaming failure and MPS histogram support for Int are different subsystems and bugs." + "reason": "Chat API streaming failure and an MPS histogram/int issue are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo tracing on Mixtral and an MPS histogram limitation are unrelated." + "reason": "Different backends and failures; one is torch dynamo/grouped_mm tracing on Mixtral, the other is an MPS integer histogram error." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing error and autocast dtype mismatch are both MoE/runtime issues, but not the same failure mode." + "reason": "Both mention dtype-like behavior in MoE models, but the concrete models, triggers, and failing operations are different." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and non-template-node compilation error are unrelated." + "reason": "Processor failure for Voxtral is unrelated to a template-node compilation error." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin and a Gemma3 sliding_window_pattern issue do not share the same bug." + "reason": "ImportError for GenerationMixin and a sliding_window_pattern regression are separate issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask-shape mismatch and DeepSpeed ZeRO-3 zero-size index error are different indexing/masking failures." + "reason": "Both are index errors, but they occur in different loading scenarios and model families; the titles do not point to one bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "General torch/transformers incompatibility is not the same as Gemma4 PLE device placement mismatch." + "reason": "Torch/transformers version incompatibility and a Gemma4 device-map forward mismatch are distinct problems." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are separate model-compatibility requests/issues." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig break." + "reason": "Missing pad_token_idx in StableLmConfig is a different config regression from the pydantic PretrainedConfig field issue." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory growth/OOM and tied-weights translation regressions are different problems." + "reason": "Int4 quantization memory/OOM regression and tied-weights translation-model issues are different bugs." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch dynamo tracing error for Mixtral is not the same as TP-only failure on GPT-OSS MoE." + "reason": "Both touch MoE models, but one is a torch dynamo tracing failure and the other is a tensor-parallel support issue for GPT-OSS." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat API failure are different Qwen/MoE/runtime bugs." + "reason": "Different models, APIs, and failure modes; no concrete shared code-path problem." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is a separate initialization API regression." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to the PretrainedConfig pydantic field break." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support for gpt-oss is unrelated to Qwen3.5 streaming inference failures." + "reason": "GGUF architecture support and Qwen3.5 streaming inference failures are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch 2.4.1/transformers 5.8.0 incompatibility overlap only at a very broad version-regression level." + "reason": "Remote_code breakage and torch version incompatibility are too broad and not the same defect." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and pydantic PretrainedConfig are unrelated." + "reason": "A Qwen3-MoE sliding_window regression is unrelated to the PretrainedConfig/pydantic issue." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask length mismatch and DeepSpeed ZeRO-3 zero-size index error are different tensor-shape/indexing bugs." + "reason": "Both are index errors during model setup, but the specific shapes, stacks, and affected models differ." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Mixtral tracing failure and missing Float8 storage type are distinct runtime/storage issues." + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are different runtime bugs." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 text-embedding quality regression and AutoModel/pipeline nonsensical results are related at the model family level but not clearly the same defect." + "reason": "Both concern SigLIP2 output quality, but one is about text embedding quality and the other about nonsensical pipeline results; not enough evidence of one concrete bug." }, { - "left": "issue:45759", - "right": "issue:45902", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are different loading/initialization bugs." + "reason": "TensorBoard-without-TensorFlow backend detection and torch/transformers incompatibility are unrelated." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:45759", + "right": "issue:45902", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend detection is unrelated to torch/transformers version incompatibility." + "reason": "One is about unwrapping text_config for composite multimodal configs; the other is an uninitialized-memory issue after to_empty(cuda). Different bugs." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are too vague and unrelated to be the same bug." + "reason": "Extremely high perplexity on gpt-oss and a GLM5 issue do not appear to share the same underlying defect." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and TRL SFT embedding unpacking failure are different training/runtime bugs." + "reason": "FSDP weight-shape failure and Qwen3.5 embedding unpacking under TRL SFT are different code paths." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking with TRL." + "reason": "Mistral3 image-preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking are unrelated." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Cache-path collision for trust_remote_code and wrong custom module loading after save_pretrained are both custom-module issues but not the same underlying bug." - }, - { - "left": "issue:43404", - "right": "issue:45005", - "accept": false, - "reason": "Mistral3 lm_head tying and translation-model tied-weights regressions share a theme but not the same concrete code path." - }, - { - "left": "issue:43645", - "right": "issue:45399", - "accept": false, - "reason": "Custom-model notebook initialization and flash-attn2 fallback gating are unrelated." - }, - { - "left": "issue:44530", - "right": "issue:45005", - "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regressions are different subsystems." - }, - { - "left": "issue:42915", - "right": "issue:45399", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to flash-attn2 fallback blocking checks." + "accept": true, + "reason": "These look like the same custom-module loading bug: a cache/path collision causes from_pretrained to resolve the wrong custom module, and the second issue describes that symptom directly." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair is well supported by the titles (`trust_remote_code` cache/path collision vs. wrong custom module after `save_pretrained`), and the remaining pairs are reasonably rejected as distinct bugs or code paths. No obvious evidence overstatement." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1010,8 +953,8 @@ "issue:45902" ], "soft_pairs": [ - "issue:44360|issue:44512", "issue:43873|issue:45005", + "issue:44360|issue:44512", "issue:44863|issue:45005", "issue:44492|issue:44512", "issue:44918|issue:45507", @@ -1039,25 +982,25 @@ "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:42947|issue:43856", - "issue:43782|issue:44960", "issue:41762|issue:42915", + "issue:43782|issue:44960", "issue:43881|issue:43883", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "990b401f7146c68b90a890a38358ee27834a093ea8c19ec874892896798e7daa", + "prepared_review_unit_hash": "b1f01f172de00e66140a489508cf08431d1ddfdc209fa2f4519ced03c5355d76", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37199, + "serialized_chars": 37200, "estimated_input_tokens": 9300, "estimated_eval_tokens": 18856 }, @@ -1066,216 +1009,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated. The clear duplicates are the non-persistent buffer corruption regression in v5, and likely one SigLIP2 implementation-discrepancy pair.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43950 is the strongest anchor: it states the concrete 5.x regression, the affected API (`from_pretrained()`), and the specific failure mode for non-persistent buffers.", + "summary": "This set is mostly heterogeneous. The only clear duplicate cluster is the non-persistent-buffer regression around `from_pretrained()` in Transformers 5.x; a couple of SigLIP2 reports are related but not strong enough to merge confidently without more evidence.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest, most specific report of the non-persistent-buffer regression and best represents the duplicate cluster with 43644/44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best overall issue because it is the most precise, actionable bug report and also serves as the canonical node for its duplicate cluster.", + "best_issue_reason": "issue:43950 is the strongest overall issue candidate: concrete symptom, clear regression framing, and directly captures the underlying bug class.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:43873", + "right": "issue:45005", "accept": false, - "reason": "Different problems: a DSA/ReLU discussion vs a docs typo about a removed command." + "reason": "Different problems: quantization/offloading behavior vs tied-weights handling in v5." }, { - "left": "issue:43873", - "right": "issue:45005", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "Both involve model loading/training, but the concrete bugs are different (quantization offload vs tied-weights handling)." + "reason": "Unrelated: DSA indexer/ReLU discussion vs a docs wording issue." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights issues in translation models." + "reason": "Different code paths: NemotronH checkpoint loading vs tied-weights regression." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in docs is not the same underlying bug as removed-command documentation drift." + "reason": "A typo in cache strategies is not the same as removed CLI command docs." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model families and different code paths; one is TRL embedding unpacking, the other is a model method issue." + "reason": "Different models and failures: TRL SFT embedding unpacking vs GraniteMoE invalid method." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization bug and Qwen NVFP4 load error are unrelated symptoms." + "reason": "Distinct issues: detokenization bug vs Qwen-3 NVFP4 load/runtime error." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same regression: both report transformers v5 corrupting non-persistent buffers during loading." + "reason": "Same underlying regression: `from_pretrained()`/v5 fills non-persistent buffers with junk or corrupts them." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No shared concrete bug; they concern different models and failure modes." + "reason": "Unrelated model-specific runtime errors." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example problem and the other is a quality/regression report; not the same concrete bug." + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a model-quality complaint." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Both describe the same non-persistent buffer corruption regression in v5." + "reason": "Same non-persistent-buffer regression in Transformers 5.x; wording differs but the bug is the same." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different model-specific dtype/optimizer behavior versus a Qwen3.5 RLHF/position_ids issue." + "reason": "Different failures: autocast dtype mismatch vs 3D position_ids/flash-attn crash." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated failures: custom trainer loss signature vs Gemma3 ZeRO-3 loading." + "reason": "Training API signature error is unrelated to Gemma3 ZeRO-3 loading failure." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import/export issue for AutoImageProcessor is not the same as a torch/transformers version incompatibility." + "reason": "Import/export issue vs torch/transformers version compatibility problem; not the same bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption is unrelated to loading noise/logging." + "reason": "Checkpoint corruption and load-time noise are distinct issues." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both mention buffers, but one is a loading-time corruption regression and the other is uninitialized-memory reads in a specific rotary embedding path." + "reason": "Related class of buffer/materialization bugs, but 45902 is specifically `inv_freq` after `to_empty`, not the same regression as generic non-persistent-buffer corruption." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Distinct incompatibilities: bitsandbytes constructor args vs missing Float8 storage backend." + "reason": "Different incompatibilities: bitsandbytes constructor args vs missing float8 storage type." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and tokenization changes are different issues." + "reason": "SigLIP2 embedding quality vs tokenization changes; different subsystems and symptoms." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is embedding quality; not enough evidence of the same bug." + "reason": "Same model family, but zero probabilities and degraded text embeddings are not clearly the same underlying bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different model loading errors with different root causes." + "reason": "Tokenizer loading error message issue vs Molmo missing attribute during model loading." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention packed-sequence misinterpretation is unrelated to CPU-offload rotary embedding compatibility." + "reason": "Qwen3.5 flash-attn crash due to packed-sequence interpretation is not the same as CPU-offload incompatibility in rotary embedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3_5Moe inv_freq materialization are different code paths." + "reason": "Different model paths: Gemma4 shared_kv_state bug vs Qwen3_5Moe uninitialized `inv_freq` after materialization." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different loading failures for different models." + "reason": "Different models and failures: Voxtral tokenizer loading error vs glm-4v loading failure." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing behavior and int4 memory regression are different issues." + "reason": "Both are memory-related but one is gradient checkpointing/LoRA, the other is int4 reserved-memory/OOM regression." }, { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "Both point to the same SigLIP2 implementation discrepancy affecting text embeddings; the JAX-vs-HF mismatch plausibly explains the worse embedding quality report." + "reason": "Both are about the same SigLIP2 implementation discrepancy/regression; the JAX-vs-HF mismatch plausibly explains the degraded embeddings." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same as a model-specific load failure." + "reason": "Generic loading noise vs inability to load a specific checkpoint; not the same bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both mention remote code, but one is missing fields in AutoConfig output and the other is broader model-loading breakage." + "reason": "Remote-code field loss in `AutoConfig` is different from a broader version-breakage report." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization and a Python 3.13 flash_attn import error are unrelated." + "reason": "Detokenization bug and Python 3.13 flash-attn import issue are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Noise in loading vs inability to load a specific model are not the same bug." + "reason": "Noise on load is not the same as a specific model failing to load." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention training efficiency, but the actual problems differ substantially." + "reason": "LoRA gradient checkpointing inefficiency is not the same as Qwen3 MoE memory use." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are separate model-specific issues." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "ZeRO-3 index error while loading Gemma3 is unrelated to Qwen3MoE FP8 config failure." + "reason": "Qwen3VL weight-only load error is unrelated to GLM5." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Two different load-time errors with no clear shared root cause." + "reason": "Different failure surfaces: glm-4v loading vs missing `all_tied_weights_keys` on Molmo." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support for ints and Gemma4 device-mismatch during forward are unrelated." + "reason": "MPS int histogram support issue is unrelated to Gemma4 device mismatch with `device_map=\"auto\"`." + }, + { + "left": "issue:45701", + "right": "issue:45823", + "accept": false, + "reason": "Tokenization differences and Gemma4 device placement bugs are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn packed-sequence crash and CPU-offload rotary embedding incompatibility are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The 43950/43644/44534 cluster is well supported by the titles, and the SigLIP2 pair is framed as only likely rather than certain. No PR-pair mergeability issues apply here." + "feedback": "The summary stays grounded in the packet and remains conservative overall. The non-persistent-buffer regression cluster is well supported, and the SigLIP2 linkage is stated cautiously enough. The accepted soft-edge pairs (43950/44534, 43644/43950, and 43054/43493) are plausible from the issue titles and do not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -1349,8 +1304,8 @@ "issue:42491|issue:44368", "issue:43824|issue:43872", "issue:45020|issue:45823", - "issue:44661|issue:45020", "issue:44991|issue:45399", + "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45081|issue:45399", "issue:43827|issue:44509", @@ -1358,8 +1313,8 @@ "issue:43404|issue:43950", "issue:43742|issue:45399", "issue:42915|issue:45020", - "issue:43257|issue:43866", "issue:43638|issue:45823", + "issue:43257|issue:43866", "issue:43792|issue:44220", "issue:43872|issue:44291", "issue:42915|issue:43872", @@ -1380,238 +1335,238 @@ "issue:43366|issue:43828", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "e01b2d0e7bbeb62f4c20e57a09d3b1b7e354931fc202c9f0e8c0bf0c101f9ba8", + "prepared_review_unit_hash": "68937ac43f461e540dc12503b3842e2a45ed8849d48d98fff2e79ffe7700f8c4", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38117, - "estimated_input_tokens": 9530, - "estimated_eval_tokens": 19316 + "serialized_chars": 38123, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: model/tokenizer loading regressions, DeepSpeed/PEFT issues, docs cleanups, and a few model-specific bugs. Only a small number of soft pairs look like true duplicates or near-duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella report in the set: it captures recent Transformers versions breaking `remote_code` models, which is the closest central theme shared by several loading-related reports in this cluster.", + "summary": "Mostly a loose similarity cluster of transformer loading/regression reports; only a few pairs look like true duplicates, with the strongest match in the docs cleanup subset.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest, clearest umbrella for the cluster\u2019s dominant theme of recent model/tokenizer loading regressions, especially remote_code-related breakage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best representative of the cluster because it is the most general and central version-regression/loading complaint, making it the most useful anchor for triage even though it is not a duplicate of every neighboring issue.", + "best_issue_reason": "Issue 45020 is the most representative anchor for the cluster because it is broad, concrete, and plausibly subsumes several of the narrower loading-failure reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen3-family LoRA/training behavior, but they describe different symptoms and code paths: a hf4.x\u2192main incompatibility vs a tie_word_embeddings warning." + "reason": "Related Qwen/LoRA wording, but one is a training incompatibility across branches and the other is a warning about `tie_word_embeddings`; not the same bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "One is a missing Qwen2.5-VL export/import symbol; the other is a bitsandbytes initialization incompatibility. Different failures." + "reason": "Different failure modes: a Qwen2.5-VL import error vs a bitsandbytes constructor-kwarg incompatibility." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "`remote_code` breakage is a broad loading regression, while Gemma4 PLE device mismatch is a specific forward-pass placement bug." + "reason": "Broad remote_code loading regressions vs a Gemma4 device-map forward mismatch; not the same code-path." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "Tokenizer mapping edge case vs generic `remote_code` breakage; related to loading, but not the same bug." + "reason": "Tokenizer loading failure for one model vs flash-attn fallback gating; different subsystems and fixes." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer loading failure for a specific model vs flash-attn fallback gating; different subsystems and symptoms." + "reason": "Both involve model setup/loading, but one is a tokenizer-mapping edge case and the other is a broad remote_code regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model families and different runtime failures: autocast dtype mismatch vs Gemma4 device-map mismatch." + "reason": "Different runtime errors: autocast dtype mismatch vs device placement mismatch in Gemma4." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated code paths." + "reason": "Tokenizer regex crash vs flash-attn fallback selection; unrelated concrete bugs." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same documentation regression: docs still reference pipeline tasks removed in v5." + "reason": "Both describe the same v5 docs regression: deprecated pipeline task names remain referenced and should be removed/updated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General `remote_code` breakage vs a specific Kimi-K2.5 tokenizer/codec regression; not the same issue." + "reason": "Remote_code loading breakage is broader and unrelated to the Kimi-K2.5 tokenizer codec regression." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is an untied `lm_head` bug in Mistral3, the other is silent corruption of non-persistent buffers in `from_pretrained()`." + "reason": "Weight tying in Mistral3 is a model-architecture bug, while non-persistent buffer corruption is a different `from_pretrained()` regression." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading key error vs flash-attn fallback logic; no concrete overlap." + "reason": "A MobileLLM load/key error is unrelated to the flash-attn fallback path." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE + FineGrainedFP8Config failure is a quantization/config issue, not the generic `remote_code` regression." + "reason": "Qwen3 MoE + accelerate/deepspeed weight loading issue is much narrower than the general remote_code regression." }, { - "left": "issue:43257", - "right": "issue:43866", + "left": "issue:43638", + "right": "issue:45823", "accept": false, - "reason": "DeepSpeed/accelerate Qwen3 MoE weight conversion vs a corrupted Ovis2 checkpoint are different loading problems." + "reason": "Different DeepSpeed and model-architecture failures; no shared underlying bug." }, { - "left": "issue:43638", - "right": "issue:45823", + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "ZeRO-3 index error on non-pretrained Bert and Gemma4 device mismatch are unrelated failures." + "reason": "Both are model-specific loading problems, but one is Qwen3 MoE weight conversion and the other is an Ovis2 checkpoint corruption report." }, { "left": "issue:43792", "right": "issue:44220", "accept": true, - "reason": "Both point to the Whisper audio frontend / `_torch_extract_fbank_features()` path failing to run." + "reason": "Both point to the same Whisper frontend failure in `_torch_extract_fbank_features`, with one report surfaced through `whisper-large-v2`." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` / `init_empty_weights` incompatibility causing type errors during initialization." + "reason": "Same `_is_hf_initialized` constructor mismatch during meta/init-empty loading; one is a bitsandbytes manifestation of the same kwarg regression." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE FP8 failure and bitsandbytes initialization incompatibility are different problems." + "reason": "Both touch loading, but one is Qwen3 MoE weight conversion and the other is a constructor incompatibility involving bitsandbytes." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 loading failures in Qwen models, but the affected model variants and reported behavior differ enough that this is not clearly the same bug." + "reason": "Both are DeepSpeed ZeRO-3 load failures, but the affected model paths and missing-weight symptoms differ." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a concrete tokenizer loading failure for a different model." + "reason": "Tokenizer load issues, but one is a bad error message for Voxtral and the other is an actual tokenizer failure for EMBEDDIA/est-roberta." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash test loading issue and NemotronH checkpoint loading failure are unrelated model-specific bugs." + "reason": "A unit-test model-loading problem and a NemotronH checkpoint compatibility issue are not the same bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different training-time exceptions: unexpected trainer kwarg vs tensor mask shape mismatch." + "reason": "Both are trainer/runtime exceptions, but they involve different call sites and different root causes." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion on load and the other is gradient averaging during training; different bugs." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to gradient averaging under GAS with `model_accepts_loss_kwargs=True`." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing inefficacy in PEFT LoRA and a missing `supports_gradient_checkpointing` flag are not the same defect." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to a missing `supports_gradient_checkpointing` flag on a different trust-remote-code model." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion due to Qwen3.5 position IDs is unrelated to the flash-attention `s_aux=None` crash." + "reason": "RLHF NaNs from position-id/SDPA behavior are unrelated to the `s_aux=None` flash-attention crash." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes init incompatibility and CLIPTokenizer max-length behavior are unrelated." + "reason": "Constructor kwarg incompatibility vs CLIPTokenizer max-length default; different issues entirely." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "These report the same mask/tensor shape mismatch IndexError, so they look like duplicate manifestations of one bug." + "accept": false, + "reason": "Same broad error pattern, but the report details indicate different examples and likely different underlying causes." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer-loading complaints for different models; no shared concrete failure mode is evident." + "reason": "Both are tokenizer-loading complaints, but the affected models and reported failure mode are too different to treat as one bug." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both describe the same Qwen video-input regression around v5.3.0, with StopIteration being a concrete manifestation of that broader failure." + "accept": false, + "reason": "Both are video-input regressions, but one is a broader model-family input bug and the other is a specific Qwen3-VL embedding StopIteration case." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttention/Qwen3.5 cache crash and NemotronH checkpoint loading failure are unrelated." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error and void segmentation map preprocessing are completely different bugs." + "reason": "DeepSpeed training weight-shape error vs segmentation-map processing failure; no shared underlying bug." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Qwen2.5-VL rope-index temporal scaling and Qwen3.5-MoE uninitialized-memory after `to_empty()` are distinct model-internal issues." + "reason": "Both concern Qwen-family internals, but one is a RoPE scaling issue and the other is uninitialized memory after meta-to-empty materialization." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support and Phi-tiny-MoE autocast mismatch do not share a code path." + "reason": "GGUF architecture support and autocast dtype mismatch are different problems." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but one is an FSDP2 shared-state KeyError and the other is a `device_map=\"auto\"` device mismatch; different fixes would be needed." + "reason": "Both involve Gemma4, but one is an FSDP2 shared-state bug and the other is a device-map placement mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge acceptances are generally conservative. The accepted pairs all have clear shared failure modes in the titles/body themes (docs pipeline removals, Whisper fbank path, `_is_hf_initialized`/`init_empty_weights`, mask-shape IndexError, and Qwen video-input regression), while the rejects avoid overclaiming duplicates where only broad subsystem overlap exists. The canonical issue choice is also reasonable for a heterogeneous loading-regression cluster." + "feedback": "The summary stays grounded in the packet and is appropriately cautious about the cluster being loose. The accepted soft-edge matches are the ones that are most directly supported by the titles, and the rejected pairs are framed conservatively without overclaiming duplicates." }, "evaluator_used": true, "retried": false, @@ -1703,8 +1658,8 @@ "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:43644|issue:44534", - "issue:42491|issue:43720", "issue:44960|issue:44977", + "issue:42491|issue:43720", "issue:45313|issue:45357", "issue:41720|issue:42915", "issue:44451|issue:44488", @@ -1713,14 +1668,14 @@ "issue:43708|issue:44075", "issue:43854|issue:43931" ], - "prepared_review_unit_hash": "6a6b63139d4ef7e545dc64eb4a028e91a263e6eb15decb97861902082cd5020f", + "prepared_review_unit_hash": "891d64d76f162324b8ad66df1b8f80a67231a581142057fda2f26bf7b619f7a2", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 47, @@ -1735,204 +1690,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, with a few clear duplicate subgroups around non-persistent buffers, custom model initialization, SigLIP2 loading/output failures, and BERT loading failures. No pull requests are present.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 43644 is the strongest canonical anchor for a true duplicate subgroup: it states a precise Transformers v5 regression and has an almost identical later report (44534). The rest of the cluster is heterogeneous, so this is only canonical for the buffer-corruption subgroup, not the entire set.", + "summary": "The set is mostly heterogeneous and only a few soft pairs look like true duplicates. Clear duplicate groups are the transformers v5 non-persistent-buffer regression, the custom-model initialization regression, and the SigLIP2 output corruption reports. Most other pairs are merely same-subsystem or same-model-family false positives.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43644 is the clearest, broadest regression report in the cluster and is duplicated by issue:44534; it names the concrete transformers v5 buffer-corruption bug directly.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best overall representative issue because it is concrete, reproducible, and has the cleanest near-duplicate relationship in the set. It is more suitable as a triage anchor than the more ambiguous, broad, or model-specific reports.", + "best_issue_reason": "issue:43644 is the best representative issue because it captures the underlying regression at a general code-path level, making it the strongest anchor for deduping the related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and failure modes: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation." + "reason": "Both are audio-generation bugs, but they affect different models and different failure modes; not the same underlying issue." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated requests: GGUF gpt-oss support vs a Qwen3-MoE sliding_window bug." + "reason": "Both mention Qwen/GGUF-style model behavior, but the bug reports are unrelated and target different code paths." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long OCR input indexing." + "reason": "Non-persistent-buffer corruption and a Kosmos2.5 OCR index error are unrelated bugs." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different concrete bugs in different models: Bamba torch.compile SDPA crash vs Qwen3.5 Flash Attention illegal memory access." + "reason": "Both involve attention kernels, but the model, trigger, and failure mode differ too much to be the same bug." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing class and meta-device loading failures are separate code paths." + "reason": "Importing a specific class and meta-device loading failures are distinct model-loading problems." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both describe the same Transformers 5 custom-model initialization regression; one is notebook-specific, but the underlying init failure matches." + "reason": "These describe the same Transformers 5 custom-model initialization regression, with one being a notebook-specific manifestation." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 failure and meta-device loading regression are different problems." + "reason": "Qwen3MoE FP8 failure and meta-device loading issues are different defects." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and missing Float8 storage type errors are not the same bug." + "reason": "GGUF support for gpt-oss is unrelated to the Float8 storage error." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.5, but one is a video StopIteration issue and the other is a TRL SFT embedding unpacking failure." + "reason": "Both touch Qwen3.5, but one is a video StopIteration bug and the other is an SFT embedding-unpacking failure." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel execution failure is unrelated to GGUF model architecture support." + "reason": "A 3d_parallel.py runtime issue is unrelated to GGUF model support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated issues." + "reason": "GenerationMixin import failure and Qwen3MoE FP8 loading failure are separate issues." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping helper failure and Gemma4 device mismatch are different concrete bugs." + "reason": "Tokenizer-mapping validation and Gemma4 device-mismatch behavior are different bugs." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model and same bad-output symptom; the later report just reframes the same underlying failure in AutoModel/pipeline terms." + "reason": "Both report the same SigLIP2 model producing bad outputs; the later issue is the same underlying problem with a different description." }, { "left": "issue:43632", - "right": "issue:45834", + "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized regression and Kosmos2.5 long-input index error are unrelated." + "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about non-persistent buffers; distinct root causes." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both are Qwen3.5-related, but the concrete failures differ: StopIteration in video handling vs mask/tensor shape mismatch." + "reason": "Different model families and failure modes, despite both being generation issues." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "DeepSpeed Zero-3 Bert initialization failure is unrelated to the tokenizer-mapping-name condition." + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated." }, { - "left": "issue:43596", - "right": "issue:44661", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "Zero-3 Bert index-out-of-bounds and tokenizer-mapping helper failure are different bugs." + "reason": "One is ZeRO-3 weight loading for language_model, the other is save_pretrained key serialization for visual encoder; not the same bug." }, { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Tokenizer-mapping helper failure is unrelated to the mask shape mismatch error." - }, - { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Both are config-related, but one is strict config loading and the other is tiny-random glm4v validation; not the same bug." - }, - { - "left": "issue:43317", - "right": "issue:44756", + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "Device-map/offload dequantization failure and mmap OOM on Strix Halo are different issues." + "reason": "Different Qwen3-related failures: device-mapping assert vs FP8 config failure." }, { - "left": "issue:38175", - "right": "issue:39692", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "Same model family, but one is a runtime zero-probability/output issue and the other is a documentation example with model/processor mismatch plus quantization failure." + "reason": "Both are model loading failures, but the reports are for different BERT models without evidence of a shared root cause." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same exact Transformers v5 regression: non-persistent buffers are filled with junk/corrupted." + "reason": "These are the same Transformers v5 non-persistent-buffer corruption regression, phrased as identical symptoms." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated code paths." + "reason": "A Qwen3.5 video-generation error and a mask-shape IndexError are not the same bug." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:43638", + "right": "issue:44661", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." + "reason": "Zero3 training on non-pretrained BertModel and add-new-model-like tokenizer mapping failure are unrelated." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:43596", + "right": "issue:44661", "accept": false, - "reason": "One is ZeRO-3 weight loading for language_model; the other is incorrect visual encoder keys on save_pretrained. Different directions and symptoms." + "reason": "DeepSpeed ZeRO-3 BertModel index error is unrelated to tokenizer mapping validation." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:44661", + "right": "issue:44805", "accept": false, - "reason": "Auto device mapping cuda assert on Qwen3 and Qwen3Moe FP8 config failure are not the same underlying issue." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": true, - "reason": "Both report the same latest-version loading regression for BERT-family models; different checkpoints, same failure mode." + "reason": "Tokenizer mapping validation and a tensor mask-shape IndexError are distinct defects." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Qwen3-MoE LoRA loading and Gemma4 resize_token_embeddings are unrelated." + "reason": "Strict config blocking granite_speech and glm4v config validation are separate config issues." }, { - "left": "issue:42915", + "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "FP8 configuration failure and mmap-induced OOM are separate problems." + "reason": "Both concern loading/offload behavior, but one is dequantized-model offload and the other is mmap OOM on Strix Halo." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:38175", + "right": "issue:39692", "accept": false, - "reason": "Trainer resume/max_steps calculation and SGD args not being used are unrelated trainer/optimizer issues." + "reason": "Both are SigLIP2 reports, but one is inference output corruption and the other is documentation/example errors with processor/model mismatch and quantization." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7 unit-test loading failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." + "reason": "Both are model-loading errors, but for different models and different underlying mismatch conditions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls are generally conservative. The accepted duplicate pairs are plausible from the titles, especially the non-persistent buffer regression. No PRs are present." + "feedback": "The summary is grounded in the packet, and the soft-edge calls are mostly conservative. The duplicate anchors around 43644/44534 and 43645/43646 are well supported by the titles, and the SigLIP2 pair is plausible from the packet alone. If anything, the narrative around the SigLIP2 group should stay slightly softer (e.g. \u201clikely duplicate\u201d rather than fully \u201cclear\u201d), but this does not warrant rejection." }, "evaluator_used": true, "retried": false, @@ -2020,8 +1957,8 @@ "issue:43404|issue:43454", "issue:41720|issue:44155", "issue:39692|issue:44960", - "issue:44402|issue:44488", "issue:43425|issue:43957", + "issue:44402|issue:44488", "issue:42947|issue:45704", "issue:45663|issue:45759", "issue:43873|issue:44387", @@ -2037,238 +1974,238 @@ "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "2d3e2a924ce959d30884ce89c18fcb60692a9bda923f42ed501d289f470ce6eb", + "prepared_review_unit_hash": "c04bdbe724f929fec665544ea8b20afd12f59dcf9973eb561a8152fb12bc7e12", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37766, - "estimated_input_tokens": 9442, - "estimated_eval_tokens": 19140 + "serialized_chars": 37770, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate subcluster is around `resize_token_embeddings` not propagating to nested output/decoder embeddings in related Gemma4/T5Gemma models.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45292 is the broadest and cleanest report of the shared `resize_token_embeddings` propagation bug; issue:45276 and issue:45335 look like model-specific manifestations of the same underlying failure.", + "summary": "This cluster is mostly unrelated closed issues spanning tokenizer, quantization, model-loading, and memory regressions. The only clear duplicate set is the resize_token_embeddings regression across Gemma/T5Gemma variants, centered on issue 45276.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45276 is the best representative because it describes the broader resize_token_embeddings failure and names multiple affected outputs (embed_tokens_per_layer and output_embeddings), which also subsumes the closely related Gemma/T5Gemma reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative because it states the core API regression at the highest level and would serve as the umbrella issue for the duplicate resize-token-embedding reports.", + "best_issue_reason": "Issue 45276 is the strongest global issue for this cluster because it most completely captures the shared root bug behind the resize_token_embeddings duplicates, while the rest of the items are largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to be different failure modes (`LlamaTokenizer` pre-tokenizer override vs Granite token IDs)." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (pre-tokenizer override vs wrong token IDs)." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is incorrect model/pipeline outputs; not the same concrete bug." + "reason": "Both mention SigLIP2, but one is a doc example/quantization problem and the other is a bad inference result with AutoModel/pipeline; not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and different symptoms: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." + "reason": "Different models and different failure classes: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they target different models and likely different tokenizer/config problems." + "reason": "Both are tokenizer-loading complaints, but they concern different checkpoints and do not show the same concrete code-path failure." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen, but one is a LoRA compatibility regression and the other is a weight-shape mismatch on a VL model; not the same bug." + "reason": "Different Qwen3-related problems: LoRA compatibility across versions vs a weight-shape mismatch when loading a VL model." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but they concern unrelated code paths: non-persistent buffers vs notebook model initialization." + "reason": "Both are Transformers 5 regressions, but one is about junk non-persistent buffers and the other about notebook-defined custom models." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both touch memory/quantization themes, but one is Qwen3 MoE training memory usage and the other is offloading behavior under quantization." + "reason": "Both mention memory, but one is MoE training efficiency and the other is quantization/offloading behavior." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Completely different model-specific crashes: Qwen chat failure vs Gemma4Processor missing `_tokenizer` in serve." + "reason": "Different model/code paths: Qwen3.5 chat crashes vs Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but the causes differ: training-memory inefficiency vs int4 reserved-memory OOM regression." + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 CUDA reserved-memory/OOM regression." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different issues in different components: Flash Attention illegal access on Qwen3.5 vs `integrations/flash_attention.py` crashing on sink-less models." + "reason": "Different flash-attention failures with different triggers and different offending inputs." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Both mention loading/model behavior, but one is Qwen3 MoE LoRA incompatibility and the other is a token-embedding resize regression." + "reason": "LoRA/Qwen3 MoE version incompatibility is unrelated to resize_token_embeddings behavior." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying API regression: `resize_token_embeddings` fails to update nested embeddings in related composite model variants." + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied/output embeddings across related model variants." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different serialization/loading failures: `extra_state` handling vs `init_empty_weights` passing an unexpected `_is_hf_initialized` argument." + "reason": "Different save/load problems: extra_state handling vs init_empty_weights/_is_hf_initialized TypeError." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Unrelated import error vs Whisper pipeline `return_language` regression." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying bugs, but they are on different model classes and do not clearly share one concrete code-path problem." + "reason": "Both concern untied lm_head weights, but they target different models and do not look like the same exact bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 device-map crash vs AudioFlamingo3 batched inference token/embedding leak." + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 batched track leakage are unrelated." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "No clear overlap beyond being model-specific issues; SigLIP2 docs/example problems are unrelated to GLM5." + "reason": "SigLIP2 doc-example errors are unrelated to the GLM5 issue." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "One is a tokenizer vocab-size mismatch, the other is a model-loading failure for a specific tokenizer/model; not the same bug." + "reason": "Torch version incompatibility is unrelated to meta-device model loading regressions." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Unrelated environment/compatibility issues: torch version incompatibility vs meta-device loading failures." + "reason": "Different tokenizer/vocab issues affecting different models." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different problems entirely: LoRA gradient checkpointing vs an Apex RMSNorm memory leak." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different composite-model bugs: Gemma4 FSDP2 shared state rebuild vs Qwen multimodal `text_config` unwrapping in `from_config`." + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen composite config unwrapping are different failures." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/memory, but one is offloading not working and the other is reserved-memory OOM in int4; not the same concrete bug." + "reason": "Quantization offloading behavior and CUDA reserved-memory/OOM are different bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different model families and failure modes: SwitchTransformers sparse layer creation vs Gemma4 FSDP2 attention state rebuild." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 attention state rebuilding." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model-specific failures: Gemma4 FSDP2 keyerror vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + "reason": "Different Qwen/Gemma issues with different execution paths (FSDP2 attention vs CPU offload rotary embedding)." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during meta init is unrelated to Strix Halo mmap OOM." + "reason": "init_empty_weights argument handling is unrelated to disabling mmap on Strix Halo." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different code paths and symptoms: batched inference embedding leak vs Gemma4 PLE device mismatch." + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are model loading/quantization failures, but they affect different models and different quantization formats." + "reason": "Different quantized-model loading failures with different models and symptoms." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a Strix Halo mmap issue." + "reason": "Both mention OOM, but the causes are different and not mergeable into one fix." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different regressions: GLM-4.7-Flash unit-test loading vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "GLM-4.7 loading and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "No concrete shared bug; recurrent-state reset with cache is unrelated to GLM5 loading." + "reason": "Qwen3 recurrent-state cache reset and GLM5 are unrelated issues." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different problems." + "reason": "Meta-device model loading regressions and Strix Halo mmap OOM are different problems." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings` regression; 45276 is a Gemma4-specific manifestation and 45292 states the generic output-embedding failure." + "reason": "Same root regression: resize_token_embeddings fails to update output embeddings/tied weights, with one report adding a model-specific detail." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is a permissions propagation bug and the other is wrong-module loading after save; distinct issues." + "reason": "Both concern custom-model save/load, but one is about permissions propagation and the other about loading the wrong module." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only clearly supported duplicate cluster is the resize_token_embeddings regression across 45292/45276/45335, and the remaining pair verdicts avoid overclaiming shared root cause evidence." + "feedback": "The summary is grounded in the packet and stays conservative. It correctly isolates the resize_token_embeddings duplicates (45276/45292/45335) while treating the rest as mostly unrelated, and the soft-edge verdicts do not overclaim beyond the evidence in the issue titles/descriptions." }, "evaluator_used": true, "retried": false, @@ -2354,8 +2291,8 @@ "issue:44589|issue:44756", "issue:44683|issue:45823", "issue:39404|issue:45701", - "issue:43906|issue:44530", "issue:43425|issue:45823", + "issue:43906|issue:44530", "issue:43611|issue:43645", "issue:43425|issue:43716", "issue:44530|issue:45084", @@ -2370,241 +2307,241 @@ "issue:44589|issue:45084", "issue:36032|issue:43452", "issue:44164|issue:45759", - "issue:44671|issue:44991", - "issue:43596|issue:44683" + "issue:43596|issue:44683", + "issue:44671|issue:44991" ], - "prepared_review_unit_hash": "51a9e14e6520bd39e19c6c4a19c1cb6164dc461155b699fd650d9e2b976fa666", + "prepared_review_unit_hash": "22098e8bdff3ab091b11d80ad19f6878c719681cc84eb533e1172b389a1bb50f", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37673, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "serialized_chars": 37672, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly broad Transformers v5/model-loading regression reports, but the soft edges are largely cross-model or cross-feature similarities rather than true duplicates. Two pairs look like the same underlying bug: custom model initialization/loading and resize_token_embeddings propagation.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43611 is the broadest, most representative v5 regression in the set: a model-loading breakage tied to core loader behavior, which best fits the cluster\u2019s overall theme.", + "summary": "Mostly a loose Transformers v5 bug cluster with only two convincing duplicate pairs: resize_token_embeddings propagation and Qwen3-VL MoE load failures. The rest are same-subsystem or same-version reports but not the same concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45292 is the broader, cleaner statement of the resize_token_embeddings bug; issue:45335 is a model-specific manifestation of the same failure to update downstream embeddings.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the clearest umbrella issue for the cluster\u2019s main pattern of Transformers 5.0 loading regressions and is the best triage anchor.", + "best_issue_reason": "issue:45292 is the best representative issue because it states the underlying API bug in a general way and cleanly subsumes the t5gemma-specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both mention gradient checkpointing, but the failures are different: eval-mode usage vs RLHF NaN from 3D position_ids/SDPA behavior." + "reason": "Different failures: eval-mode gradient checkpointing vs RLHF NaNs from Qwen3.5 SDPA/BF16 behavior." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Different problems: save/from_pretrained extra_state handling versus mmap-related OOM on Strix Halo." + "reason": "One is save/from_pretrained extra_state handling; the other is mmap/OOM on Strix Halo." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Same broad feature area, but one is PEFT LoRA checkpointing ineffectiveness and the other is eval-mode incompatibility; not the same bug." + "reason": "Both mention gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is eval-mode incompatibility." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict config loading are unrelated code paths despite both affecting Qwen/Gemma-era models." + "reason": "Video-input regression for Qwen VL models is unrelated to granite_speech strict-config loading." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization versus Trainer checkpoint-resume max_steps calculation are unrelated." + "reason": "Custom model init in notebooks is unrelated to Trainer max_steps resumption math." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different attention/cache failures: sink-less flash_attention crash versus Gemma4 FSDP2 shared_kv_states rebuild bug." + "reason": "Different code paths: flash_attention sink handling vs Gemma-4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "These are the same underlying resize_token_embeddings bug: the resized embeddings are not propagated to the model\u2019s output/decoder embeddings." + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied/output embeddings, with t5gemma as a specific case." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are different failure modes." + "reason": "Notebook-defined custom model initialization is not the same as extra_state save/load failure." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading issues, but one is Qwen3 MoE conversion with accelerate/deepspeed and the other is NemotronH checkpoint compatibility." + "reason": "Both are checkpoint-loading complaints, but they affect different model families and mechanisms." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer-loading issues for different models; no clear shared code-path bug." + "reason": "Different tokenizer/model loading problems; shared symptom of load failure is too broad." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both involve dtype/device issues, but one is autocast on Phi-tiny-MoE and the other is meta-device loading for different models." + "reason": "Autocast dtype mismatch is distinct from meta-device loading breakage." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch." + "reason": "Torch version incompatibility is not the same bug as Phi MoE autocast dtype mismatch." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Storage-object lookup failure and mmap OOM are unrelated." + "reason": "Float8 storage lookup error is unrelated to mmap-related OOM on Strix Halo." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map forwarding are different bugs." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map forward mismatch." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization-change report." + "reason": "Whisper pipeline return_language regression is unrelated to tokenization-version changes." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:43425", + "right": "issue:45823", "accept": false, - "reason": "Isolated reproduction of an earlier issue and a PagedAttentionCache linear_attention crash are not the same bug." + "reason": "Torch 2.10 incompatibility and Gemma4 device mismatch are different issues." }, { - "left": "issue:43425", - "right": "issue:45823", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same concrete problem as Gemma4 PLE device mismatch." + "reason": "Isolated reproduction of an earlier issue is not the same as the Qwen3.5 PagedAttentionCache linear_attention crash." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern loading custom models, but one is base_model_prefix loading and the other is notebook-specific initialization; too broad to treat as duplicate." + "reason": "Both involve v5 custom/loading breakage, but base_model_prefix loading and notebook-defined model init are different concrete failures." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are different failures." + "reason": "Torch compatibility issue is unrelated to Mistral-3 dtype mismatch between image preprocessor and model." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are unrelated." + "reason": "PagedAttentionCache linear_attention crash is not the same as the template-node compilation TypeError." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language and MXFP4 fallback on git-oss-20b are unrelated model/pipeline issues." + "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mentioning removed pipeline tasks is unrelated to TextClassificationPipeline return_all_scores behavior." + "reason": "Both are docs-related, but they refer to different pipeline/task deprecations." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export export failure with torch_compilable_check is a different bug from Perceiver non-default resolution handling." + "reason": "torch.export with torch_compilable_check is a different failure from Perceiver interpolation resizing." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and a mask shape IndexError do not appear to share the same root cause." + "reason": "Qwen VL video-input regression and generic mask-shape IndexError are not the same bug." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are different issues." + "reason": "Incorrect model/pipeline outputs are unrelated to ModelOutput key assignment when a key was previously None." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Both are Qwen3-VL loading regressions, but one is a dev0 breakage report and the other is a specific weight-shape mismatch; not enough to treat as the same bug." + "accept": true, + "reason": "Same Qwen3-VL loading problem family; 43931 looks like a specific weight-shape manifestation of the broader MoE load failure." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT MLM prediction errors are unrelated." + "reason": "Whisper pipeline regression is unrelated to CamemBERT masked-LM prediction changes." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch incompatibility and Qwen3.5 embedding unpacking under TRL SFT are different concrete problems." + "reason": "Torch version incompatibility is not the same issue as Qwen3.5 input-embedding unpacking in TRL SFT." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup and compilation of non-template nodes are unrelated." + "reason": "Float8 storage lookup and non-template-node compilation failures are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and gguf_file breaking from_pretrained are different loading bugs." + "reason": "T5Tokenizer special-token method conflict is unrelated to gguf_file loading breakage in AutoTokenizer/AutoModel." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and text_config unwrapping in from_config are different code paths." + "reason": "extra_state save/load handling is unrelated to unwrapping text_config for composite Qwen configs." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "CamemBERT prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + "reason": "Deepspeed ZeRO3 BertModel initialization failure is unrelated to compiled flex_attention on newer torch." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Zero3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." + "reason": "CamemBERT masked-LM prediction regression is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The cluster is clearly centered on Transformers 5.x loading/regression reports, and the chosen umbrella issue (43611) is a reasonable conservative anchor. The only accepted soft-edge pair, 45292/45335, is well supported by the shared resize_token_embeddings propagation bug. The other pairwise rejections are cautious and do not overstate duplication." + "feedback": "The summary stays within the evidence in the packet: it identifies the two strongest duplicate pairs and treats the rest as related-but-distinct reports. The soft-edge rejections are conservative, and the accepted pairs are reasonably supported by the issue titles." }, "evaluator_used": true, "retried": false, @@ -2683,19 +2620,19 @@ "issue:44488|issue:45081", "issue:44661|issue:44683", "issue:40990|issue:43421", - "issue:43611|issue:43644", "issue:44488|issue:44987", + "issue:43611|issue:43644", "issue:44206|issue:44220", "issue:43716|issue:45084", "issue:43643|issue:44530", - "issue:34567|issue:40444", "issue:36032|issue:42915", + "issue:34567|issue:40444", "issue:43883|issue:44488", "issue:44811|issue:45584", "issue:44464|issue:45987", "issue:43644|issue:43646", - "issue:43452|issue:43482", "issue:44451|issue:44987", + "issue:43452|issue:43482", "issue:42915|issue:44530", "issue:43541|issue:45084", "issue:43317|issue:43482", @@ -2705,214 +2642,214 @@ "issue:43089|issue:45987", "issue:43404|issue:44466" ], - "prepared_review_unit_hash": "5a9bcb9b149ac969aac0e57706c60ed71ab6e8a9ce660b2cec20d503d6b7d30e", + "prepared_review_unit_hash": "0e84dd37745fb3a5504dc462073c89ee66adce156c4111ba4959201b9a32e24c", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36125, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "serialized_chars": 36131, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose, heterogeneous cluster of Transformers regressions and feature requests. The soft pairs are mostly same-subsystem but different bugs; none look like true duplicates.", - "confidence": 0.16, - "canonical_issue_reason": "issue:43611 is a clear, self-contained regression report with a concrete failure mode and a broad enough scope to serve as the best anchor issue in this mixed cluster.", + "summary": "These issues are only superficially similar; several are Transformers v5 regressions, but they describe different code paths and failure modes. No soft pair looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the closest broad representative: it captures a Transformers v5 model-loading regression, which is the main recurring theme among the more similar items. Still, the overall set is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most actionable and broadly representative issue here: it states a specific loading regression, has a clear title, and is easier to triage than the more model-specific reports.", + "best_issue_reason": "43611 is the strongest single anchor if one must pick one issue: it is broad, actionable, and closer to the repeated v5 loading breakages than the more model-specific reports. It is not a perfect cluster canonical, just the least bad representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Different code paths and symptoms: Trainer GPU broadcast NoneType error vs Whisper pipeline `return_language` regression." + "reason": "Different subsystems and failures: Trainer GPU broadcast NoneType vs Whisper pipeline return_language regression." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both involve memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo; not the same bug." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM; not the same bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading problems, but they affect different models and failure mechanisms; not one concrete duplicate." + "reason": "Both involve loading/tokenizers, but one is a specific tokenizer loading regression and the other is a Mistral regex patch crash." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU/offload behavior, but XLNet relative position CPU placement and Qwen3_5Moe rotary embedding offload are distinct issues." + "reason": "XLNet CPU device placement bug vs Qwen3_5Moe CPU offload incompatibility; unrelated code paths." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization/state handling vs video-input regression; unrelated bugs." + "reason": "save/from_pretrained extra_state handling and a video input regression are distinct problems." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` flag breakage are separate regression paths." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are separate regressions." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different model-loading failures with different root causes; not the same underlying defect." + "reason": "Different model-loading failures: one is a specific BERT load issue, the other is a tokenizer regex patch crash." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer/model-mapping extension issue vs compiled flex_attention failure on torch>=2.9; unrelated." + "reason": "Tokenizer mapping extension failure vs compiled flex_attention failure on torch>=2.9; unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity quality problem vs runtime special-token post-processor update bug; not duplicates." + "reason": "Perplexity anomaly on gpt-oss-20b is not the same as runtime special-token post-processor updates." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is non-persistent buffer initialization corruption." + "reason": "Both are load failures, but they affect different models and appear to stem from different breakages." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Both are model-loading regressions, but they concern different models and different failure modes." + "reason": "Both are v5 regressions, but one is model-loading/base_model_prefix and the other is non-persistent buffer serialization; different fixes." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Feature extractor `center` arg crash and `_torch_extract_fbank_features()` issue are related audio code, but not the same concrete bug." + "reason": "Different audio-processing bugs: unsupported center arg vs _torch_extract_fbank_features behavior." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch vs template compilation error; unrelated failures." + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to the template compilation TypeError." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "`trust_remote_code` config field loss and PagedAttentionCache linear_attention crash are different subsystems and bugs." + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache linear_attention crash are separate issues." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "TrainerState token counter bug vs multimodal IterableDataset finetuning failure; no shared root cause." + "reason": "Tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are different issues." + "reason": "TrainerState token counting and iterable dataset multi-image fine-tuning are different bugs." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing `all_tied_weights_keys` attribute vs tokenizer/model loading regression; different defects." + "reason": "Missing all_tied_weights_keys on Molmo is not the same as a model loading failure for a specific checkpoint." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one is `batch_decode` skipping tokens and the other is empty-transcription generation after alignment; not the same bug." + "reason": "Whisper batch_decode skip_special_tokens handling and empty transcription after align_special_tokens are related to Whisper, but not the same failure." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation with compiled forward and StaticCache seq-length return type are separate generation issues." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer serialization corruption and custom model initialization breakage are not the same underlying problem." + "reason": "Non-persistent buffer junk and custom model initialization regressions share a release but not a concrete code path." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Both mention GGUF loading, but one is `gguf_file` API breakage and the other is a specific Qwen2.5-GGUF v5 failure." + "reason": "Different model-loading reports with different failure signatures and targets." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Different model-specific loading regressions with no shared concrete code-path shown." + "reason": "GGUF-related loading failures, but one is the gguf_file API path and the other is a Qwen2.5-GGUF v5 regression." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config and PagedAttentionCache linear_attention crash are distinct Qwen3-family issues." + "reason": "Qwen3 MoE FineGrainedFP8Config and PagedAttentionCache invalid group type are distinct architectural failures." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure vs template compilation error; unrelated." + "reason": "Torch dynamo tracing failure in Mixtral grouped_mm and template-node compilation are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU+CPU offload dequantized model loading and Qwen2.5-GGUF loading failure are separate loading paths." + "reason": "gpu+cpu offload dequantized-model loading and Qwen2.5-GGUF loading are different loading paths." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-family regressions, but one is `output_hidden_states` and the other is rope index scaling for still images." + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are separate model-specific regressions." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token method conflict vs Jupyter custom model initialization breakage are unrelated." + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization failure are not the same bug." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both fail on loading models in v5+, but they target different repositories and different breakpoints." + "reason": "Both are model/tokenizer load failures, but they target different checkpoints and likely different regression points." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs cache seq-length return-type bug are not the same issue." + "reason": "Generation performance overhead vs StaticCache sequence-length contract bug; different problems." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "lm_head weight tying bug and inconsistent serialization by device are different tied-weights problems with different symptoms." + "reason": "Untied lm_head weight in Mistral3 and inconsistent serialization by device are related to weights, but not the same concrete issue." } ] }, @@ -2987,8 +2924,8 @@ ], "soft_pairs": [ "issue:43262|issue:43377", - "issue:43883|issue:44991", "issue:45084|issue:45507", + "issue:43883|issue:44991", "issue:43994|issue:44610", "issue:43646|issue:44534", "issue:43322|issue:43540", @@ -3001,14 +2938,14 @@ "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:44220|issue:44683", - "issue:43404|issue:45127", "issue:42915|issue:44291", + "issue:43404|issue:45127", "issue:43632|issue:44756", "issue:44062|issue:44987", "issue:44479|issue:45325", "issue:36032|issue:43742", - "issue:40444|issue:45325", "issue:42915|issue:44589", + "issue:40444|issue:45325", "issue:43296|issue:43531", "issue:43611|issue:44534", "issue:36032|issue:41720", @@ -3019,20 +2956,20 @@ "issue:43632|issue:44534", "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "3acff4f8ad354601680bdebe329e42f9b7623d5ecf706195196396934d353059", + "prepared_review_unit_hash": "69d09afdca9fd2fdaaf5045be1e69cce67a45c5aee6f3a960342455fc05bbbbd", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37269, + "serialized_chars": 37272, "estimated_input_tokens": 9318, "estimated_eval_tokens": 18892 }, @@ -3041,210 +2978,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of Transformer/v5-related bugs with different model families and failure modes. I only see one likely duplicate pair (Qwen3.5 save_pretrained checkpoint corruption); the rest are too dissimilar to merge confidently.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43646 is the broadest, most representative Transformers v5 model-initialization regression in this set; it\u2019s a good umbrella issue even though many other items are distinct bugs.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers bug reports; the only strong duplicate candidate is the pair about Qwen3.5 `save_pretrained` writing incorrect checkpoint/visual-encoder keys.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43611 is the best umbrella representative of the shared v5 model-loading regression theme: it is broad, concrete, and closer to the center of the cluster than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best global issue candidate because it is generic, closed, and central to the recurring v5 custom-model initialization breakages in the cluster.", + "best_issue_reason": "Issue 43611 is the strongest overall representative because it captures the widest and most central failure mode in the set: Transformers v5 breaking model loading for affected classes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Different subsystems: audio chat-template sampling-rate handling vs MIMI encoder padding-mask batching." + "reason": "Different bug classes: audio chat-template sampling-rate defaulting vs MIMI batching/padding-mask mismatch." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Unrelated failures: missing all_tied_weights_keys on Molmo vs tokenizer loading for est-roberta." + "reason": "Unrelated failures: template compilation error vs GraniteMoEHybrid calling an invalid method." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Different bugs: template-node compilation error vs GraniteMoEHybrid calling an invalid method." + "reason": "Both involve loading, but one is a missing tied-weights attribute and the other is tokenizer loading; not the same concrete bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and code paths: SigLIP2 nonsensical outputs vs OmDet-Turbo processor size mismatch." + "reason": "Both are vision model input/processor issues, but the models and failure mechanisms differ." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression is unrelated to non-persistent buffer initialization junk." + "reason": "Custom model initialization in notebooks is unrelated to non-persistent buffer corruption." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different modalities and symptoms: Llava Next segfault vs Qwen3OmniMoe video ValueError." + "reason": "Different multimodal models and different failure paths: segfault on Llava Next vs video-processing ValueError on Qwen3OmniMoe." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook/custom-init regression is not the same underlying issue as buffer initialization corruption." + "reason": "Notebook custom-model init regression is not the same as buffer initialization junk." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise on loading a transformer is unrelated to the Mistral regex patch crash." + "reason": "Generic loading noise issue vs a specific Mistral regex patch crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are latent-representation correctness issues, but MIMI padding-mask batching and DAC missing-STE behavior are distinct." + "reason": "One is padding-mask batching in MIMI; the other is DAC `from_latents` vs forward mismatch." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to an image-preprocessing resolution mismatch." + "reason": "Torch export compiler checks and image-size processor mismatch are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to template-node compilation." + "reason": "FP8 config failure is unrelated to template-node compilation." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect saved checkpoints/visual-encoder keys in the same code path." + "reason": "Both are the same Qwen3.5 `save_pretrained` serialization regression, with the second narrowing it to incorrect visual-encoder keys." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model load failure for ScandiBERT is not the same as the Mistral regex patch tokenizer crash." + "reason": "Model load failure for a specific checkpoint is not the same as a Mistral tokenizer regex crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Generic loading failure for physical-intelligence/fast is too vague and not clearly the same tokenizer backend crash." + "reason": "Tokenizer/model loading failure for one repo vs a specific Mistral regex patch bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug and compiled flex_attention regression are unrelated." + "reason": "Feature extraction and flex-attention compilation are different subsystems and different bugs." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Weight tying in Mistral3 and LoRA-merge collapse with extended vocab are different failure modes." + "reason": "FP8 config handling and `init_empty_weights` argument incompatibility are different regressions." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Qwen3Moe FP8 configuration failure is unrelated to the _is_hf_initialized init_empty_weights TypeError." + "reason": "Both mention tied weights, but one is a missing `lm_head` tie and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag regression and Strix Halo mmap OOM are unrelated." + "reason": "HF initialization flag handling is unrelated to Strix Halo mmap/OOM behavior." }, { "left": "issue:44062", - "right": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "AddedToken special-argument conflict is not clearly the same as the physical-intelligence/fast loading failure." + "reason": "Tokenizer `AddedToken` keyword collision is not clearly the same concrete bug as the EMBIDDIA tokenizer load failure." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL/video/image processing, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + "reason": "Related Qwen-VL family, but one is a broad video-input regression and the other is still-image temporal position-id scaling." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM loading KeyError are different tokenizer/model-loading bugs." + "reason": "Different load-time errors for different models: T5 tokenizer conflict vs MobileLLM key error." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index scaling issue." + "reason": "FP8 config failure and missing Float8 storage type are distinct low-level issues." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to missing Float8 storage support." + "reason": "IterableDataset multi-image training failure is unrelated to Qwen2.5-VL RoPE temporal scaling." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window bug are different models and code paths." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage is not the same as non-persistent buffer junk filling." + "reason": "Both are v5 regressions, but one is base-model-prefix loading and the other is non-persistent buffer initialization." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Tokenizer conflict vs CUDA assert from auto device mapping are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different issues." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to granite_speech config strictness." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and loading-noise are not the same bug." + "reason": "Torch version incompatibility is not the same as noisy transformer loading." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "`ModelOutput` key assignment and Gemma4 FSDP2 shared-kv KeyError are distinct bugs." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Perplexity anomaly on a language model is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized regression and non-persistent buffer junk are distinct transformer-v5 changes." + "reason": "HF-initialization flag regression is distinct from junk-filled non-persistent buffers." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow/backend packaging, but one is install-extra coverage and the other is a runtime undefined tf backend error; not enough to treat as the same bug." + "reason": "Both touch TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is an undefined backend error when only tensorboard is present." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s mostly heterogeneous issue set, and the single accepted duplicate pair (issue:45216 / issue:45357) is plausibly the same Qwen3.5 save_pretrained regression. The other soft-edge rejections stay within the evidence shown by the titles/descriptions and do not overstate duplication." + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen representative issue (43611) matches the broad v5 model-loading regression theme, and the only accepted soft pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained bug family. The remaining soft-edge rejections are cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -3316,15 +3253,15 @@ "soft_pairs": [ "issue:41553|issue:43582", "issue:43421|issue:44568", - "issue:43818|issue:45357", "issue:43792|issue:44589", + "issue:43818|issue:45357", "issue:44683|issue:45020", "issue:33666|issue:40444", "issue:44403|issue:44991", "issue:44462|issue:45812", "issue:43317|issue:43856", - "issue:44829|issue:45479", "issue:43482|issue:45538", + "issue:44829|issue:45479", "issue:43381|issue:45923", "issue:35707|issue:40444", "issue:44079|issue:44534", @@ -3333,8 +3270,8 @@ "issue:43377|issue:45491", "issue:43749|issue:44079", "issue:40444|issue:45381", - "issue:43644|issue:44079", "issue:41720|issue:45081", + "issue:43644|issue:44079", "issue:44265|issue:45072", "issue:43531|issue:44291", "issue:45325|issue:45381", @@ -3343,202 +3280,202 @@ "issue:43611|issue:43646", "issue:42175|issue:43296" ], - "prepared_review_unit_hash": "0aa323b5f9da7f79a0b90e7bce1a0c8e766d5db60662a55a8e705bd626948e11", + "prepared_review_unit_hash": "b3da27a5267265b1921e18bb0276d9a811c9ce8083a188f9c98eb7a4b503c7cb", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35630, - "estimated_input_tokens": 8908, - "estimated_eval_tokens": 18072 + "serialized_chars": 35637, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct Transformers regressions, often tied to specific models, tokenizers, or runtime features. I don\u2019t see any soft pair that is clearly the same underlying bug, so I rejected all pair merges.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45020 is the closest umbrella representative for this cluster because it captures the broad theme of recent Transformers-version regressions breaking model loading, especially remote_code paths.", + "summary": "This cluster is mostly a loose collection of unrelated or only broadly similar Transformer regressions; there are no convincing duplicate pairs to merge. The best representative issue is the core v5 initialization regression, but it still does not unify the rest into a single duplicate thread.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43632 is the most central umbrella for the set because it describes a core Transformers v5 initialization regression that overlaps several other loading/init failures more than any other candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best overall issue representative: open, broad, and central to the v5 regression pattern, even though it is not a duplicate of the others.", + "best_issue_reason": "Issue 43632 is the strongest cluster anchor: broad, high-impact, and closest to the recurring v5 model-loading/initialization breakages seen elsewhere in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error-message bug vs Apple Silicon TypeError in caching_allocator_warmup; unrelated failures." + "reason": "Voxtral tokenizer error and Apple Silicon allocator TypeError are unrelated subsystems and failure modes." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor update for special tokens vs BOS/EOS not added by a specific tokenizer; different code paths." + "reason": "Both concern token special handling, but one is runtime post-processor sync while the other is add_special_tokens behavior for a specific tokenizer." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Video-LLaVA video_tower weight/temporal-attention issue vs Qwen3.5 save_pretrained key regression; not the same bug." + "reason": "Whisper model runtime failure and Float8 storage lookup error are unrelated." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Whisper model runtime failure vs Float8 storage lookup TypeError; different backend problems." + "reason": "Video-LLaVA video_tower architecture bug and Qwen3.5 save_pretrained key regression are different code paths and symptoms." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "torch.compile flex_attention failure on torch>=2.9 vs remote_code model-loading regressions; separate issues." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code model-loading regressions." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training request vs finetuning failure with multi-image iterable datasets; not the same underlying defect." + "reason": "Both involve Qwen VL training, but multi-GPU training and iterable-dataset multi-image failure are different bugs." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noise/warnings while loading a transformer vs tokenizer loading failure for a specific model; different symptoms and fixes." + "reason": "Generic loading noise is not the same as tokenizer loading failure for a specific model." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Ignores tokenizer.json in repo vs wrong token IDs for Granite models; both tokenizer-related but different bugs." + "reason": "Both are AutoTokenizer regressions, but ignoring tokenizer.json and producing wrong Granite token IDs are distinct issues." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "device_map/offload load failure vs Qwen3 MoE training memory inefficiency; distinct subsystems." + "reason": "GPU/CPU offload loading failure and Qwen3 MoE training memory inefficiency are unrelated." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "flash_attention_3 causes degenerate training vs num_labels=1 zero-loss classification bug; unrelated model behaviors." + "reason": "GGUF loading failure and CLIPTokenizer max_length behavior are unrelated tokenizer/model problems." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Qwen2.5-GGUF loading failure under v5 vs CLIPTokenizer model_max_length constant; not the same code-path problem." + "reason": "Flash-attention training degeneration and num_labels=1 zero-loss classification are different root causes." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing eval-mode constraint vs missing supports_gradient_checkpointing flag on a remote-code model; different issues." + "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are not the same bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "inputs_embeds/past_key_values generation bug vs multi-image IterableDataset finetuning failure; unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset failure." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug vs non-persistent buffers getting junk values; separate regressions." + "reason": "ModelOutput key assignment bug and non-persistent buffer junk regression are separate internal issues." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized constructor-arg breakage vs Float8 storage lookup failure; different failure modes." + "reason": "init_empty_weights/_is_hf_initialized argument error is unrelated to Float8 storage resolution." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure vs missing pad_token_id on Llama4Config; unrelated model/config issues." + "reason": "Both are loading regressions in v5, but GGUF loading and missing pad_token_id on Llama4Config are different problems." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI encoder missing padding-mask support vs Gemma3 NaN embeddings from sliding-window all-padding windows; distinct bugs." + "reason": "MIMI padding-mask discrepancy and Gemma3 sliding-window NaNs are different batching/masking bugs." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage vs ModelOutput key handling; not the same problem." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image prompt finetuning failure vs Qwen2.5-VL video position_ids regression; related domain, different bug." + "reason": "Qwen2.5-VL multi-image training failure and video vision_position_ids regression are different multimodal paths." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Non-persistent buffers filled with junk vs ModelOutput key assignment issue; separate v5 regressions." + "reason": "Qwen3 device-map cuda assert and Mistral tokenizer regex patch crash are unrelated." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex crash; unrelated." + "reason": "Both are v5 regressions, but non-persistent buffer corruption and ModelOutput key assignment are distinct behaviors." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure vs bfloat16 dtype mismatch in CI; different areas." + "reason": "torch.export/check failure and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights arg regression; no shared underlying bug." + "reason": "Sliding-window behavior in Qwen3-MoE and init_empty_weights argument handling are unrelated." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Still-image temporal position scaling bug vs video vision_position_ids bug; same model family but not clearly the same defect." + "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video input positional handling; not the same concrete bug." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag regression vs dtype mismatch in bfloat16 inference; unrelated." + "reason": "_is_hf_initialized regression and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 AutoModel/pipeline nonsense outputs vs Perceiver non-default resolution failure; different models and failure modes." + "reason": "Different vision models and different failure modes; only a broad image-resolution theme overlaps." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "base_model_prefix loading breakage vs custom model initialization breakage; both broad v5 regressions, but not the same concrete bug." + "reason": "Both are Transformers v5 model-init regressions, but base_model_prefix handling and custom model initialization are distinct enough that they should not be merged." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "pip extra missing tensorflow backend vs PaddleOCR-VL loading failure under transformers 4.53/vLLM; unrelated." + "reason": "Package backend selection and vLLM model-loading failure are unrelated." } ] }, @@ -3615,40 +3552,40 @@ "issue:45325|issue:45834", "issue:43792|issue:43957", "issue:42915|issue:43482", - "issue:44387|issue:44617", "issue:43296|issue:45800", + "issue:44387|issue:44617", "issue:43701|issue:45325", "issue:44479|issue:45823", "issue:43606|issue:44265", - "issue:43881|issue:44488", "issue:43262|issue:43746", + "issue:43881|issue:44488", "issue:44291|issue:44877", "issue:40990|issue:45584", "issue:44568|issue:45920", "issue:34634|issue:35707", "issue:43873|issue:45701", "issue:44186|issue:44265", - "issue:43606|issue:43819", "issue:35707|issue:41720", + "issue:43606|issue:43819", "issue:41720|issue:45823", "issue:43454|issue:43550", "issue:43377|issue:44610", - "issue:43317|issue:43873", "issue:39692|issue:40444", + "issue:43317|issue:43873", "issue:43377|issue:44898", "issue:43257|issue:45923", "issue:43454|issue:45072", "issue:43572|issue:45759", "issue:40990|issue:42947" ], - "prepared_review_unit_hash": "ecdd46ccd6c7570390a543208fd6d0a2e6b1d84d11cf9ff754c79747b342eaf0", + "prepared_review_unit_hash": "28eba6e828c993326e10d7f15b8a60962727597b1e0b83599814cbdf6e4ed10a", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 47, @@ -3663,186 +3600,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a collection of distinct model-specific regression reports with superficial overlap around loading, offloading, quantization, and tokenization. None of the soft pairs look like the same underlying bug or a mergeable PR pair.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43873 is the broadest representative of the cluster's recurring offloading/quantization theme, so it is the best single issue to anchor this mostly heterogeneous set.", + "summary": "The cluster looks noisy and mostly consists of superficially similar but distinct issues across tokenization, offloading, multimodal loading, and model-specific regressions. I would use issue 43873 as the best umbrella representative because it is open, broad, and has the strongest offloading/quantization framing, but I do not see any PRs in the cluster.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43873 is the broadest open report with active discussion and inbound references, and its offloading/quantization framing makes it the most plausible umbrella issue in this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most generic and central issue here; it plausibly covers the nearby offload/quantization failures better than the more model-specific reports.", + "best_issue_reason": "issue:43873 is the best representative because it is open, broadly scoped, and thematically central to one of the few recurring patterns in the cluster (offloading/quantization).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a config tie failure and the other is device-dependent serialization behavior; not the same bug." + "reason": "Both mention lm_head/tied weights, but one is a model-specific failure to tie weights and the other is a device-dependent serialization inconsistency; related area, not the same bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal indexing issues, but they affect different models and different code paths (rope temporal ids vs OCR index error)." + "reason": "These are different multimodal bugs: Qwen2.5-VL rope/index scaling vs Kosmos2.5 OCR long-input indexing. No concrete shared code-path is evident." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and generic meta-device loading regression are different problems." + "reason": "Whisper runtime failure and meta-device loading regressions are different symptoms and likely different code paths." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Both involve model loading/quantization, but the models and failure modes are unrelated." + "reason": "Qwen3MoE FP8 config failure and Qwen2.5 GGUF loading failure are unrelated model-loading problems." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "A global int4 memory regression is not the same as a model-specific CUDA OOM report." + "reason": "PaddleOCR-VL/vLLM loading failure and a torch-transformers version incompatibility are too broad and not the same concrete bug." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Different compatibility failures in different stacks: PaddleOCR-VL in vLLM versus torch/transformers version mismatch." + "reason": "Reserved-memory OOM under int4 quantization and Sam3Video OOM are both memory issues, but the titles point to different failure modes and models." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope/position-id issue." + "reason": "Checkpoint resume key mismatch is unrelated to the Qwen2.5-VL rope-position bug." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are device/multimodal regressions, but one is a video-input bug and the other is a device_map forward mismatch on a different model." + "reason": "Video input regression in Qwen VL models and Gemma4 PLE device mismatch are different model families and different failure mechanisms." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export failure via torch_compilable_check are different concrete bugs." + "reason": "Bark CPU offload device mismatch and torch.export failure on torch_compilable_check are unrelated code paths." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Separate model-loading failures with no clear shared code path." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate audio/model-loading problems." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Audio chat-template sampling-rate handling and PEFT checkpoint loading are unrelated." + "reason": "glm-4v-9b load failure and sleng-bert load failure are different models with no obvious shared root cause." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument handling is not the same as strict config rejection for granite_speech." + "reason": "init_empty_weights/_is_hf_initialized and strict config loading are both v5-loading regressions, but the concrete failures differ." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity on a language model and Whisper empty-transcription generation failure are unrelated." + "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation are unrelated generation bugs." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but the symptoms and scope differ; 45920 is a broader wrong-token-id bug, not this BOS/EOS omission." + "reason": "Both concern tokenization in v5, but one is a specific add_special_tokens/BOS-EOS regression and the other is broader wrong-token-ID behavior across multiple models." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization behavior and tokenization changes across versions are unrelated." + "reason": "Offloading/quantization issues and tokenizer-version changes are different subsystems and different bug classes." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export failures." + "reason": "LayoutLMv2 tokenizer padding/NER crashes and torch.export torch_compilable_check failures do not point to the same underlying defect." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Both touch audio/codepath correctness, but one is offload device mismatch and the other is a DAC latent/forward mismatch." + "reason": "These are both generation/runtime issues, but one is about inputs_embeds/past_key_values and the other is a Qwen3 device-map CUDA assert." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Progressive generation with embeddings is not the same as a Qwen3 auto-device-map CUDA assert." + "reason": "Bark CPU offload mismatch and DAC.from_latents vs forward missing-STE mismatch are distinct audio-model bugs." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map auto, but one is a CUDA assert during Qwen3 loading and the other is a forward-time device mismatch in Gemma4." + "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 PLE forward device mismatch are different models and different device-placement failures." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied-weight configuration and torch.compile/SDPA failure are different model-specific issues." + "reason": "Tied-weight lm_head bug in AyaVision and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI is unrelated to OmDet-Turbo's processor/model resolution mismatch." + "reason": "MIMI batch-vs-single padding-mask mismatch and OmDet-Turbo image-size mismatch are separate processor/model contract bugs." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Both involve offload/quantization, but 43317 is a dequantized-model load failure on gpu+cpu offload while 43873 is a broader offloading regression; not clearly the same bug." + "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failure are different multimodal issues." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Documentation example errors and iterable-dataset finetuning failure are different workflows and bugs." + "reason": "Both involve offloading/quantization, but one is a device_map loading failure for a dequantized model and the other is a broader offloading regression; too little evidence they are the same bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batched-vs-single encoder output mismatch is unrelated to Perceiver non-default-resolution failure." + "reason": "Missing padding-mask support in MIMI encoder and Perceiver non-default-resolution failure are unrelated input-handling bugs." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MoE weight conversion with accelerate/deepspeed is not the same as a missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MoE weights not converted with accelerate+deepspeed and missing supports_gradient_checkpointing on a trust_remote_code model are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying/serialization and bfloat16 dtype mismatches are different concrete problems." + "reason": "lm_head tying/serialization and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx and unwrapping text_config for composite configs are unrelated config issues." + "reason": "StableLmConfig pad_token_idx regression and AutoModelForCausalLM.from_config unwrapping text_config are not the same bug." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a benchmark and ineffective gradient checkpointing with LoRA do not share the same underlying bug." + "reason": "High perplexity on a language model and ineffective gradient checkpointing with PEFT LoRA are unrelated." } ] }, @@ -3917,8 +3854,8 @@ "soft_pairs": [ "issue:43526|issue:43883", "issue:44466|issue:45357", - "issue:43749|issue:44534", "issue:43454|issue:43720", + "issue:43749|issue:44534", "issue:41720|issue:43322", "issue:43881|issue:44991", "issue:43296|issue:44991", @@ -3926,8 +3863,8 @@ "issue:44008|issue:45823", "issue:42617|issue:42915", "issue:40990|issue:45701", - "issue:43404|issue:45357", "issue:44186|issue:45072", + "issue:43404|issue:45357", "issue:45632|issue:45684", "issue:43577|issue:43708", "issue:44387|issue:45704", @@ -3941,240 +3878,240 @@ "issue:44610|issue:44898", "issue:44186|issue:44610", "issue:44479|issue:44918", - "issue:43550|issue:43606", "issue:41720|issue:42617", + "issue:43550|issue:43606", "issue:43316|issue:44913", "issue:42915|issue:43317", "issue:43295|issue:45701", "issue:41720|issue:45161", "issue:43526|issue:43881" ], - "prepared_review_unit_hash": "ae671003713a0d402db23dbbd253a8fcbd38ec09c01549de3471c6ce0f692d27", + "prepared_review_unit_hash": "3df6d4c613af69fd9f80f2135ccb5056e588253381b80cc78fdc19684b7f4f53", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37099, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "serialized_chars": 37092, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated model-specific bugs, so I found no true duplicate pairs to merge. The closest theme is offloading/quantization/loading behavior, with issue 43873 as the best broad representative.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43873 is the broadest issue in the set and most representative of the offloading/quantization failure theme shared by several nearby items; the others are either more specific model regressions or unrelated bugs.", + "summary": "This cluster is very noisy: most items are distinct model-, processor-, quantization-, or trainer-specific bugs, not duplicates of one underlying defect. No soft-edge pair looks safe to merge into a single canonical artifact.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45701 is the broadest active report in the set and the best umbrella anchor for the cluster's recurring version/regression theme, with the most general user-facing symptom among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global issue candidate because it covers a wider class of loading/offload problems than the more model-specific reports, making it the most useful representative if one issue must anchor the cluster.", + "best_issue_reason": "45701 is the strongest standalone issue to keep as the canonical reference because it is open, broadly phrased, and most likely to attract related regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different failures: one is a processor label-reduction bug, the other is a missing model attribute during weight tying/loading." + "reason": "Different subsystems and symptoms: image label reduction bug vs missing tied-weights metadata on a causal LM." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization, but they describe different concrete bugs and different affected weights/paths; not the same underlying issue." + "reason": "Both involve save_pretrained, but one is a device-dependent lm_head serialization issue and the other is incorrect visual encoder keys in Qwen3.5." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "One is broken FSDP CPU-efficient loading, the other is junk-filled non-persistent buffers in v5; distinct code paths and symptoms." + "reason": "Different failure modes: tied lm_head weights on AyaVision vs packed-weight unpacking during accelerate loading for BitNet." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different areas: tied lm_head weights in a multimodal model versus packed-weight unpacking during accelerate loading." + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are separate bugs with different code paths." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are runtime failures, but one is Qwen3 auto device-map cuda assert and the other is a Llava Next segmentation fault; not the same bug." + "reason": "Both are load-time failures, but they affect different models and different errors (cuda assert vs segfault)." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Unrelated: model loading failure for glm-4v-9b versus tokenizer loading regression for a text model." + "reason": "Unrelated model loading vs tokenizer loading failures; no shared concrete code path." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "Different issues: PaddleOCR-VL load failure versus tokenizer loading regression; no shared concrete code-path." + "reason": "PaddleOCR-VL loading in vLLM and est-roberta tokenizer loading are unrelated issues." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen-family models, but one is device-mapping CUDA assert and the other is flash-attention generation failure; distinct defects." + "reason": "Same model family, but one is auto device-mapping load failure and the other is flash-attention generation regression." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different model families and failures: variable-name collision in Gemma3n versus device mismatch in Gemma4 PLE." + "reason": "Different Gemma models and different bugs: variable-name collision in forward vs device mismatch in PLE." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Different runtime contexts and errors; one is a 3d_parallel.py execution problem, the other is a FineGrainedFP8Config failure." + "reason": "3d_parallel.py runtime failure and Qwen3Moe FP8 loading failure are unrelated." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "A perplexity regression on a specific model is not the same as a general tokenization-version change regression." + "reason": "High perplexity on GPT-OSS and tokenization changes are not the same bug without evidence tying the symptom to tokenizer regression." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Both mention model weight handling, but one is untied lm_head weights in Mistral3 while the other is incorrect visual encoder keys in Qwen3.5." + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatch in bfloat16 inference." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches in two model wrappers." + "reason": "Both concern model serialization/tied weights, but they describe different models and different broken artifacts." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Different bugs: trust_remote_code cache collision versus read-only permissions propagation during save_pretrained." + "reason": "Cache-path collision for trust_remote_code and permission propagation in save_pretrained are separate filesystem concerns." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different Trainer/config behaviors: dtype not propagating to Blip2 submodules versus resume_from_checkpoint max_steps miscalculation." + "reason": "BLIP2 dtype propagation and Trainer checkpoint step calculation are entirely different bugs." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both are memory-related in v5, but one is int4 CUDA reserved-memory/OOM and the other is an apex RMSNorm memory leak." + "reason": "Quantization memory growth and an apex RMSNorm memory leak are different performance issues with different causes." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Different crashes in different serve/model paths: multimodal continuous batching string-to() error versus Gemma4Processor missing _tokenizer." + "reason": "Both affect serve/multimodal flows, but they fail on different missing attributes and different processor code paths." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both involve memory/offloading, but one is a quantization/offload behavior bug and the other is a Strix Halo mmap OOM workaround; not the same concrete defect." + "reason": "Quantization offload behavior and mmap OOM on Strix Halo are not the same underlying defect." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "An unexpected Trainer keyword argument is unrelated to a 3d_parallel.py runtime failure." + "reason": "Trainer compute_loss signature break and 3d_parallel.py execution failure are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are distinct problems." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Different trainer API mismatch versus model configuration/loading failure." + "reason": "CustomTrainer kwargs regression and Qwen3Moe FP8 failure are unrelated trainer/model bugs." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different problems: torch.compile with SDPA in Bamba-9B-v2 versus packed-weight unpacking in accelerate loading." + "reason": "torch.compile SDPA failure in Bamba and packed-weight loading failure in BitNet are different code paths." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching-shape bug is unrelated to a version-dependent tokenization change." + "reason": "Batched video shape bug is unrelated to tokenization/version behavior." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different vision issues: OmDet processor output resolution mismatch versus Perceiver non-default resolution handling." + "reason": "Both are image-size related, but they affect different processors/models and different normalization/resize logic." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash and image-classification resolution mismatch are separate code paths." + "reason": "NER tokenizer crashes and OmDet-Turbo image size mismatch are unrelated." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video input regression and unpacking embeddings with TRL SFT trainer are different multimodal/training bugs." + "reason": "Video-input regression in Qwen models and SFT embedding unpacking are different issues." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Both mention device mismatch/offload-adjacent behavior, but the concrete failures and affected models are different." + "reason": "Different models and unrelated failures: CUDA assert during auto device mapping vs running 3d_parallel.py." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Different failures and code paths; no evidence they are the same underlying bug." + "reason": "Different failures: compile/SDPA regression vs CPU-offload device mismatch." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Config API discrepancy in Gemma3TextConfig and GPTNeoX rotary_pct reload bug are unrelated." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different model-loading failures with different configs and symptoms." + "reason": "Qwen3Moe FP8 config failure and dequantized model offload failure are different loading paths." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Regression in processor.tokenizer/image passing is unrelated to version-dependent tokenization changes." + "reason": "Processor.tokenizer regression in multimodal custom code and generic tokenization-change report are not the same concrete bug." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and GPT-OSS MoE tensor-parallel failure are different parallelism bugs." + "reason": "Auto device mapping CUDA assert and TP-only GPT-OSS MoE issue are separate distributed/model-loading problems." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Label reduction bug is unrelated to a model loading failure." + "reason": "ImageProcessorFast label reduction and glm-4v-9b load failure are unrelated." } ] }, @@ -4260,8 +4197,8 @@ "issue:45406|issue:45464", "issue:33357|issue:35707", "issue:43421|issue:45701", - "issue:43606|issue:43720", "issue:41720|issue:43746", + "issue:43606|issue:43720", "issue:30064|issue:34634", "issue:43550|issue:43653", "issue:44492|issue:44509", @@ -4278,214 +4215,214 @@ "issue:43782|issue:45381", "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "ce830c10a4d30a2e0c38579ab01318aa4a839221d5a6f89208f4444bdbc4e359", + "prepared_review_unit_hash": "457a3b71e8f538d55a8247f428160c98327e2f98311d318ad541669fd00ffef7", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36679, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "serialized_chars": 36688, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a bag of unrelated issues; only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-padding crashes. All other soft edges should be rejected as they describe different models, different code paths, or different failure modes.", - "confidence": 0.93, - "canonical_issue_reason": "If forced to choose a canonical issue from the only obvious duplicate pair, issue:44514 is the better representative: it is the earlier report and has the same concrete crash as issue:44545.", + "summary": "Mostly unrelated issue set; only one pair is a clear duplicate. The rest share broad subsystem/theme similarity but describe different failure modes or code paths.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45812 is the strongest representative overall: it is open, has multiple inbound references, and describes a broad, high-impact tokenizer regression affecting all Granite models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone issue: it reports a broad, concrete regression ('AutoTokenizer produces wrong token IDs for all Granite models') with clear impact and a specific failure mode.", + "best_issue_reason": "Issue 45812 is the best global issue candidate because it appears central, user-impacting, and widely referenced; it is more representative than the narrow duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is Granite token ID regression; different model families and different bugs." + "reason": "Both involve tokenization-related regressions, but one is a Mistral regex patch crash and the other is Granite token ID corruption; different models and code paths." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state cache handling are unrelated failures in different architectures." + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset are unrelated bugs in different model families." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "One is a Qwen3-MoE sliding-window behavior issue; the other is a StableLmConfig pad_token_idx regression. No shared code-path bug." + "reason": "Qwen3-MoE sliding window behavior and StableLmConfig pad_token_idx regression are separate config/model issues." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both mention Qwen multimodal models, but one is a video-processing ValueError and the other is a weight_only load error; distinct problems." + "reason": "Video-input processing failure in Qwen3OmniMoe is not the same as weight_only loading failure in Qwen3VL." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and 3d_parallel execution failure are unrelated." + "reason": "GenerationMixin import error and failure to run a 3D parallel script are unrelated." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime post-processor refresh vs wrong Granite token IDs are related only at a high tokenizer level, not the same concrete bug." + "reason": "Runtime special-token post-processing update and Granite token ID regression are different tokenizer lifecycle bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers, different task failures, and no shared underlying implementation bug." + "reason": "LayoutLMv2 NER/padding crash and MLukeTokenizer AttributeError are distinct tokenizer issues." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3-MoE and Llava Next segfault are separate model-loading issues." + "reason": "Qwen3Moe FP8 failure and Llava Next segfault have different triggers and model paths." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering with tuple labels and SAM3 text/box behavior are unrelated." + "reason": "Tuple-label metric gathering bug and SAM3 text/box weirdness are unrelated training/evaluation problems." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different runtime paths." + "reason": "Gemma4Processor missing _tokenizer in serve is a server-side processor bug, not the Qwen3.5 streaming API failure." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values do not point to the same bug." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different runtime failures." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "A runtime tokenizer post-processing update bug is not the same as a broader version-dependent tokenization change report." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different loading/offloading issues." + "reason": "Both mention tokenization, but one is about special-token post-processing and the other is a broader version-dependent tokenization change." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech local checkpoint loading with PEFT adapters are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small and BitNet packed-weight unpacking during accelerate loading are different loading bugs." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation maps in image processing and BarkProcessor voice_preset are unrelated processor bugs." + "reason": "Image Processor void segmentation maps and BarkProcessor voice_preset are unrelated processor issues." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile + SDPA on Bamba and BigBirdTokenizer special-token registration are different subsystems and failure modes." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 and BigBirdTokenizer mask token registration are different subsystems." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs and outdated pipeline-task docs are documentation issues, but not the same change." + "reason": "A typo in cache strategies and outdated docs mentioning removed pipeline tasks are not the same underlying bug." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex.FusedRMSNorm memory leak are unrelated." + "reason": "Quantization/offloading behavior and T5 apex.FusedRMSNorm memory leak are separate issues." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same title, same batched-input crash when padding=False, and the reports describe the same underlying Qwen2_5_VLProcessor.apply_chat_template bug." + "reason": "Same title, same processor method, same batched padding=False crash; this is a clear duplicate pair." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is not the same as BigBirdTokenizer mask-token registration/empty decode output." + "reason": "CPU offload device mismatch in Bark-small and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash import warning and a missing video-branch helper/variable bug are unrelated." + "reason": "Trailing-slash local model import warning and undefined video-branch variables in multimodal token counting are different bugs." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and AutoModelForCausalLM not unwrapping text_config are different issues." + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM config unwrapping for Qwen 3.5/3.6 multimodal configs are distinct." }, { "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 device-mapping CUDA assert are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter update and progressive generation cache handling are not the same bug." + "reason": "TrainerState token counting and progressive generation cache handling are different areas." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Num-label propagation in Qwen3.5 and a generic zero-loss classification regression are related only loosely via classification config, not the same concrete issue." + "reason": "Qwen3.5 num_labels propagation and zero-loss classification with num_labels=1 are not the same defect." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processor updates and DiaConfig custom token ID loss on save/load are different tokenizer/config bugs." + "reason": "Special-token post-processor update and DiaConfig custom token ID loss on save/load are related to token IDs but not the same 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." + "reason": "Tie-word-embeddings warning in Qwen3.5 fine-tuning and incorrect visual encoder keys on save_pretrained are different config persistence issues." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids bug involve different code paths." + "reason": "Qwen3VL weight_only loading error and qwen2.5-vl video vision_position_ids mismatch are different multimodal bugs." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver non-default resolution handling and bfloat16 dtype mismatches are unrelated inference bugs." + "reason": "Perceiver interpolation failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are separate inference issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The duplicate call on issue:44514/issue:44545 is well supported by the nearly identical titles and matching batched-input crash. The remaining soft-edge rejections are appropriately cautious and do not overclaim equivalence across different models, code paths, or failure modes." + "feedback": "The assessment is grounded in the packet and stays conservative overall. The canonical issue choice is well supported by the title and inbound references for issue 45812, and the soft-edge verdicts mostly avoid overclaiming. The only accepted pair, 44514/44545, is clearly duplicate from the matching title/function/crash description." }, "evaluator_used": true, "retried": false, @@ -4561,9 +4498,9 @@ "issue:44987|issue:45042", "issue:45759|issue:45859", "issue:43531|issue:44589", + "issue:39692|issue:44610", "issue:44062|issue:44451", "issue:45704|issue:45923", - "issue:39692|issue:44610", "issue:43421|issue:43653", "issue:45588|issue:45759", "issue:45663|issue:45923", @@ -4573,211 +4510,248 @@ "issue:43421|issue:44186", "issue:43994|issue:44671", "issue:45704|issue:45859", - "issue:45081|issue:45356", "issue:43525|issue:43531", + "issue:45081|issue:45356", "issue:41720|issue:45704", - "issue:45356|issue:45907", "issue:43746|issue:43873", - "issue:40444|issue:43746", "issue:39692|issue:43873", + "issue:40444|issue:43746", + "issue:45356|issue:45907", "issue:43596|issue:44220", "issue:42915|issue:43746", "issue:43720|issue:43819", "issue:43540|issue:44008", "issue:44220|issue:44661", "issue:30064|issue:36010", - "issue:43618|issue:43697" + "issue:43618|issue:43697", + "issue:43653|issue:43720" ], - "prepared_review_unit_hash": "8d10b3acadbc01995ec0bf47f5c577a3ca5d71e02dd5dedf69f1b6ab3627360c", + "prepared_review_unit_hash": "9d2c0141deffb3d9755e9ea96936de89a73b183d3155d4b47fe5a55a45331852", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37207, - "estimated_input_tokens": 9302, - "estimated_eval_tokens": 18860 + "soft_pair_count": 32, + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of unrelated Transformers issues; only one soft pair looks like a true duplicate around offline tokenizer loading regression. I\u2019d anchor the cluster on the offline tokenization bug with the explicit model_info/_patch_mistral_regex root cause.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the exact offending path (_patch_mistral_regex calling model_info() unconditionally) and the concrete offline failure mode.", + "summary": "This cluster is mostly heterogeneous: nearly all pairs are different model/config/tokenizer bugs with only superficial similarity. The only plausible duplicate subgroup is the Mistral/Kimi tokenizer regex patch area (_patch_mistral_regex / fix_mistral_regex).", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if a representative is needed, issue 45081 is the best anchor because it is the most concrete manifestation of the shared tokenizer-regex failure mode with 45356.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best cluster representative because it is specific, actionable, and also explains the broader offline tokenizer-loading symptom seen in the matching issue.", + "best_issue_reason": "Issue 45081 is the best issue candidate because it describes a specific, reproducible tokenizer-loading crash in the shared fix_mistral_regex path, which is the only clearly duplicated theme here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but they concern different models and different failure details; not the same bug." + "reason": "Both are tokenizer/model loading failures, but for different models and likely different root causes; not the same bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different subsystems and symptoms: patchtsmixer post-init handling vs Qwen3.5 num_labels propagation." + "reason": "Unrelated model-specific config bugs: PatchTST post-init vs Qwen3.5 num_labels propagation." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Unrelated failures: a model loading issue vs a PIL image processor/torchvision dependency regression." + "reason": "Different problems: loading a specific model vs PIL image processors incorrectly depending on torchvision." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Same model family, but different concrete bugs and code paths: config unwrapping vs CPU-offload rotary embedding behavior." + "reason": "Both involve Qwen 3.5, but one is config unwrapping and the other is CPU-offload behavior in rotary embedding; distinct code paths." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Completely different problems: sliding window handling in Qwen3-MoE vs a float8 storage loading error." + "reason": "Qwen3-MoE sliding window vs Float8 storage loading; unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc/example mismatch in SigLIP2 vs OmDet-Turbo processor/model size mismatch; not the same issue." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "One is an AddedToken constructor argument bug; the other is a model/tokenizer loading regression for a specific checkpoint." + "reason": "Tokenizer AddedToken argument handling vs loading a specific tokenizer/model; too different to be duplicates." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Unrelated: T5/apex RMSNorm memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "Both involve vision models, but one is a docs example/model-processor mismatch and quantization failure; the other is an OmDet-Turbo resolution mismatch." + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Related to tokenizer special tokens in a broad sense, but not the same concrete bug; one is runtime post-processor refresh, the other is BigBird mask-token registration." + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor updating and the other is BigBird mask-token registration/decode behavior." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different code paths and domains: flash-attention aux handling vs multimodal Qwen config unwrapping." + "reason": "Flash-attention crash on sink-less models vs Qwen composite config unwrapping; different bugs." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Different training/runtime bugs: Gemma-4 FSDP2 shared_kv_states vs a missing gradient-checkpointing flag." + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to the trust_remote_code gradient-checkpointing flag issue." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both mention trainer behavior, but the failures are distinct and not the same underlying bug." + "reason": "Both are trainer-related, but one is input-embedding unpacking and the other is evaluate-after-train state handling; not the same defect." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same offline tokenizer-loading regression: both point to tokenizer.from_pretrained failing offline, and 44843 identifies the exact cause in _patch_mistral_regex/model_info()." + "accept": false, + "reason": "Both concern offline tokenizer loading, but 44843 is specifically the mistral regex patch calling model_info(); 42886 is broader cache-loading failure." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Unrelated training-mode constraint vs DeepSpeed ZeRO-3 gradient anomaly." + "reason": "Eval-mode gradient checkpointing limitation vs abnormal gradient growth under ZeRO-3; unrelated training issues." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer bugs: special-token post-processing update vs LayoutLMv2 NER/padding crashes." + "reason": "General TokenizersBackend post-processor/runtime special-token update bug vs LayoutLMv2Tokenizer crash on NER padding/truncation." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms; both are output-correctness regressions but not the same bug." + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM regression." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different families and different failure modes: T5 memory leak vs Qwen3_5Moe CPU offload incompatibility." - }, - { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Both touch mistral-regex/tokenizer behavior, but one is a crash in _patch_mistral_regex and the other is a Kimi-K2.5 codec/regression report; not clearly the same bug." + "reason": "RMSNorm memory leak in T5 vs Qwen3.5 CPU-offload rotary embedding issue; not duplicates." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/Llama configuration issues with no shared concrete failure path." + "reason": "Llama4 pad_token_id attribute error vs Qwen3-MoE sliding_window issue; separate config/model bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": true, + "reason": "Both point to the same tokenizer regex patch path (_patch_mistral_regex / fix_mistral_regex) and appear to be variants of the same regression in tokenizer loading/codec handling." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Completely unrelated: device-mapping CUDA assert vs a T5 RMSNorm memory leak." + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to the T5 RMSNorm memory leak." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "No meaningful overlap: tokenizer regression vs list_repo_files revision forwarding in a CI use case." + "reason": "PEFT/local checkpoint loading for GraniteSpeech vs quantization offloading behavior; different bugs." }, { - "left": "issue:43746", + "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Both involve loading/offloading, but one is PEFT local checkpoint loading and the other is quantization/offloading behavior; different bugs." + "reason": "SigLIP2 docs/model mismatch vs quantization offloading; no shared root cause." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Different model families and failure modes: multi-image Qwen2.5-VL finetuning vs GraniteSpeech adapter loading." + "reason": "IterableDataset multi-image finetuning failure vs GraniteSpeech PEFT local checkpoint loading; unrelated." }, { - "left": "issue:42915", - "right": "issue:43746", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Unrelated model-specific failures: FineGrainedFP8Config on Qwen3Moe vs GraniteSpeech PEFT checkpoint loading." + "reason": "Tokenizer regex regression vs list_repo_files revision forwarding in CI; different layers and symptoms." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different code paths and symptoms: DeepSpeed zero3/BertModel index error vs audio fbank feature extraction." + "reason": "DeepSpeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs GraniteSpeech PEFT checkpoint loading; different bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading issue vs DAC.from_latents/STE mismatch; distinct code paths." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe vs Gemma 3n audio mask name collision; unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction vs add-new-model-like tokenizer mapping bug; no common underlying defect." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import error are entirely unrelated." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both are v5 regressions, but they affect different models and different outputs; not the same underlying bug." + "reason": "CLIPOutput attentions assignment vs RTDetrV2 output differences in v5; different model regressions." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs BitNet packed-weight loading; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted soft pair, 42886 \u2194 44843, is plausibly the same offline tokenizer-loading regression, and the rest of the false negatives are described cautiously without overclaiming. No mergeability issues apply because there is no PR pair." + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:45081 with issue:45356, is plausibly the same Mistral/Kimi tokenizer-regex regression. The other pairwise rejections are appropriately cautious and do not overstate duplication from surface similarity alone." }, "evaluator_used": true, "retried": false, @@ -4813,7 +4787,6 @@ "issue:43643", "issue:43653", "issue:43716", - "issue:43720", "issue:43756", "issue:43782", "issue:43818", @@ -4825,12 +4798,11 @@ "issue:44062", "issue:44186", "issue:44448", - "issue:44485", "issue:44488", - "issue:44509", "issue:44561", "issue:44671", "issue:44811", + "issue:44821", "issue:44843", "issue:44877", "issue:44898", @@ -4839,6 +4811,7 @@ "issue:45020", "issue:45072", "issue:45081", + "issue:45084", "issue:45183", "issue:45381", "issue:45479", @@ -4849,9 +4822,8 @@ ], "soft_pairs": [ "issue:45183|issue:45479", - "issue:43653|issue:43720", - "issue:43335|issue:43756", "issue:43295|issue:45834", + "issue:43335|issue:43756", "issue:43716|issue:44008", "issue:43550|issue:45072", "issue:43550|issue:43819", @@ -4874,198 +4846,192 @@ "issue:43825|issue:43994", "issue:30064|issue:36331", "issue:41720|issue:44991", - "issue:44485|issue:44509" + "issue:44821|issue:45084" ], - "prepared_review_unit_hash": "e859d8061a11769741e2c6e526739fcd40206616e51ea631a05a2207c12c43c9", + "prepared_review_unit_hash": "c1f5c1e9a08c7c0a741fccae8e5f394592acf581dbd95bd959feb1316c69b006", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36257, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35296, + "estimated_input_tokens": 8824, + "estimated_eval_tokens": 17904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct regression reports across unrelated models/components. I did not find any soft pair that is clearly the same concrete bug; a few are adjacent (especially Mistral/remote_code loading issues) but still separate failure modes.", - "confidence": 0.83, - "canonical_issue_reason": "Issue #45020 is the broadest umbrella report in the set, covering recent-version breakage of remote_code models and best matching the cluster\u2019s overall regression theme.", + "summary": "This cluster is a loose semantic grouping of mostly unrelated issue reports, with no clear duplicate pair. The best representative issue is the broad remote-code regression report, but the soft edges are not strong enough to merge any pair.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style report in the set; it summarizes a general regression affecting remote_code models, whereas the other issues are narrower, model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the most representative general framework-regression issue here; it is broader and more central than the model-specific reports.", + "best_issue_reason": "Issue 45020 is the most suitable cluster representative because it is the most general and user-facing regression report. It is not a duplicate of the others, just the best umbrella issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Different bugs: input validation/error messaging vs degenerate zero-loss classification behavior." + "reason": "Different bugs: input/embedding validation vs. sequence-classification loss logic. Same broad area, but not the same concrete failure." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer special-token decode bug is unrelated to BitNet packed-weight loading." + "reason": "Both involve multimodal processors, but one is a processor.tokenizer regression and the other is an OCR long-input index error. Not the same issue." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different model/config problems: sparse-layer construction vs RoPE layer dropping." - }, - { - "left": "issue:43295", - "right": "issue:45834", - "accept": false, - "reason": "Both are model-input issues, but one is processor/tokenizer API regression and the other is an OCR length/index error in Kosmos2.5." + "reason": "Unrelated model internals: sparse-layer construction vs. RoPE layer count mismatch. No shared code-path bug." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Separate multimodal bugs: dtype mismatch vs variable name collision/AttributeError." + "reason": "Different subsystems and failures: image preprocessor dtype mismatch vs. Gemma3n variable-name collision in forward()." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Unrelated failures: torch.compile/SDPA on Bamba vs bfloat16 dtype mismatch in other models." + "reason": "Both mention model execution, but one is torch.compile/SDPA on Bamba and the other is bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel. Not mergeable." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different code paths and symptoms: SDPA/compile issue vs DAC latent/forward mismatch." + "reason": "Distinct problems: compile+SDPA failure vs. DAC from_latents/forward mismatch with missing STE." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Core loading regression vs cache length return-type bug; not the same underlying change." + "reason": "One is a from_pretrained buffer-loading regression; the other is a StaticCache return-type contract bug. Different code paths." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor error is distinct from failing to load a specific tokenizer/model." + "reason": "Tokenizer construction TypeError vs. a specific model failing to load. The titles are tokenizer-related but not the same underlying defect." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault when loading Llava Next is unrelated to MPS histogram support in MoE." + "reason": "Segfault on Llava Next loading and an MPS histogram limitation in MoE are unrelated failures." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer NER/padding crash vs image-classification resolution/interpolation failure." + "reason": "Tokenizer crash on NER/padding versus image-classification resolution handling. Different components and symptoms." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same Mistral patch area, but different bugs: unconditional hub call in offline mode vs backend_tokenizer attribute access." + "reason": "Both touch _patch_mistral_regex, but one is an offline network call regression and the other is an AttributeError on backend_tokenizer. Related area, not the same bug." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to DAC latent conversion mismatch." + "reason": "BigBird special-token registration issue is unrelated to DAC latent reconstruction mismatch." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token/post-processor update bug is distinct from Whisper batch_decode skip_special_tokens handling." + "reason": "Post-processor refresh on special-token edits vs. Whisper batch_decode skip_special_tokens handling. Similar tokenization surface, different bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both concern config/loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "Both concern config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech. Not the same defect." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention weight issues are unrelated." + "reason": "Blip2 dtype propagation bug and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both mention video inputs, but they affect different Qwen model families and different failure modes." + "reason": "Both involve Qwen video inputs, but the concrete failures differ: ValueError in Qwen3OmniMoe vs. wrong vision_position_ids in qwen2.5-vl." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "from_pretrained weight_only loading error is not the same as flash-attention generation failure." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are separate code paths." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window bug in Qwen3-MoE is unrelated to trust_remote_code config field loss." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction errors are separate model-specific regressions." + "reason": "Both are output regressions, but on different models and likely different causes. Not enough to treat as the same bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Whisper empty-transcription generation failure and Kosmos2.5 OCR index error are different model-specific issues." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation/example errors and OCR index errors are not the same bug." + "reason": "Documentation/example problems and quantization mismatch are unrelated to long OCR input indexing." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Closely related remote_code regression reports, but one is a specific removed-API breakage and the other is a broader umbrella issue; not the same concrete bug." + "reason": "Both mention remote_code, but 45020 is a broad umbrella regression while 44561 is a specific is_torch_fx_available removal breakage. Not the same concrete bug." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error-message regression is unrelated to SigLIP2 nonsensical outputs." + "reason": "Pipeline translation-task messaging issue vs. SigLIP2 nonsensical outputs. Different failure modes and code paths." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map handling and CustomTrainer loss-signature regression are unrelated." + "reason": "Image segmentation-map processing and CustomTrainer loss-signature mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and tokenizer loading for est-roberta are unrelated." + "reason": "A800 cudaErrorAssert with auto device mapping and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to stale v5 pipeline docs." + "reason": "Loading AutoImageProcessor from URL and template-node compilation errors do not share an underlying bug." } ] }, @@ -5117,34 +5083,33 @@ "issue:44368", "issue:44442", "issue:44479", + "issue:44485", + "issue:44509", "issue:44554", "issue:44610", "issue:44671", "issue:44805", - "issue:44821", "issue:44857", "issue:44912", "issue:44936", "issue:45020", "issue:45072", "issue:45081", - "issue:45084", "issue:45325", "issue:45406", "issue:45459", - "issue:45538", "issue:45600", "issue:45701", "issue:45803", "issue:45834" ], "soft_pairs": [ - "issue:44821|issue:45084", "issue:43644|issue:43749", "issue:44186|issue:44442", + "issue:44485|issue:44509", "issue:44479|issue:45834", - "issue:43606|issue:45072", "issue:43577|issue:43582", + "issue:43606|issue:45072", "issue:43825|issue:43827", "issue:44805|issue:44936", "issue:34634|issue:36010", @@ -5163,207 +5128,200 @@ "issue:43526|issue:44554", "issue:34634|issue:36331", "issue:45459|issue:45803", - "issue:43653|issue:44912", - "issue:43329|issue:45600", "issue:43742|issue:45020", - "issue:45084|issue:45538" + "issue:43329|issue:45600", + "issue:43653|issue:44912" ], - "prepared_review_unit_hash": "79f9d44023dcf20e640fcd7a4cc1e99b5d74fa91a3ab0a6529e3e69f2620d068", + "prepared_review_unit_hash": "117e82d9fc6cec8357a07038c268bd98b9d340de03e930d785bb444139021311", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "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": 35610, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of superficially similar but actually unrelated Hugging Face/Transformers issues. The soft pairs mostly share broad themes like loading, tokenizers, multimodal processors, or dtype/device problems, but they do not describe the same concrete bug or fix path.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue emerges: the items span unrelated bugs across tokenizers, processors, loading, training, and platform-specific failures, and the soft matches are only lexical/theme-level.", + "summary": "These soft pairs are mostly false positives: they share broad Transformers themes (v5 regressions, loading, tokenizers, multimodal models) but describe different concrete bugs, code paths, or model families. No PRs are present. The most representative issue is the broad remote-code regression report, but the cluster is too heterogeneous to treat as one duplicate set.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45020 is the broadest issue in the set and best captures the recurring 'recent versions break loading/runtime behavior' theme, even though the overall cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong cluster representative because there is no shared underlying defect tying these reports together.", + "best_issue_reason": "issue:45020 is the best umbrella representative because it spans a wide class of version-induced breakages rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "URL image-processor loading and template compilation are unrelated subsystems and failures." - }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both are loading-related, but one reports non-persistent buffer junk in v5 and the other FSDP RAM-efficient loading breakage." + "reason": "Both are loading/runtime regressions, but one is junk non-persistent buffers and the other is FSDP CPU RAM efficient loading; different failure modes and code paths." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and different failure modes; NER/batching crash vs AutoTokenizer load failure." + "reason": "Different tokenizer bugs on different models: LayoutLMv2 NER/padding crash vs FastSpeech2Conformer AutoTokenizer load failure." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Both are multimodal input bugs, but for different models and different code paths: video regression vs long OCR indexing." + "reason": "One is a GLM-5 RoPE implementation discussion, the other is docs still mentioning removed pipeline tasks; same area only at a very high level." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Bark CPU-offload device mismatch is unrelated to bf16 dtype mismatches in other models." + "reason": "Both concern multimodal inputs, but the concrete issues differ: Qwen video regression vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated bugs." + "reason": "Blip2 dtype propagation and Apple Silicon caching allocator TypeError are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Same broad v5 pipeline-removal theme, but one is a runtime message and the other is stale documentation; not the same bug." + "reason": "One is an error-message wording bug, the other is stale docs referencing removed pipelines; related topic but not the same defect." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different code paths and symptoms: mask/index shape mismatch vs trainer evaluate-after-train failure." + "reason": "Both are trainer/runtime failures, but they affect different workflows and symptoms; no evidence of a shared root cause." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import regression are unrelated." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are separate issues in different subsystems." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT MLM prediction drift and a general tokenization-change report are not the same concrete issue." + "reason": "CamemBERT masked-LM regressions and tokenization changes across versions are not the same underlying bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch is unrelated to dtype mismatch in inference." + "reason": "OmDet-Turbo processor size mismatch and dtype mismatch bugs are unrelated." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs: one is a load error with weight_only=True, the other is a rope-index scaling bug." + "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only load error and the other is a rope-index scaling bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different failure than dtype mismatch." + "reason": "BitNet packed-weight loading failure is a different code path from generic inference dtype mismatches." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package/backend dependency selection and Mistral regex patch crashes are unrelated." + "reason": "Backend installation packaging and Mistral tokenizer regex patching are unrelated." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading issues, but the concrete causes differ: FSDP CPU RAM-efficient loading vs unexpected _is_hf_initialized argument." + "reason": "Both are model-loading regressions, but FSDP RAM-efficient loading and init_empty_weights argument handling are distinct problems." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer patch crash and Gemma4Processor missing _tokenizer are different code paths." + "reason": "Mistral tokenizer backend-tokenizer access and Gemma4Processor missing _tokenizer are separate processor/tokenizer failures." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A placeholder issue titled 'ADD THE DATA' is unrelated to an isolated reproduction report." + "reason": "One is a nonsensical/abnormal issue title, the other is a reproduction for a specific upstream bug; no duplicate relation." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are platform- and path-specific, not the same bug." + "reason": "Apple Silicon allocator TypeError and CUDA float16 AMP crash are different platform-specific issues." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but they involve different Qwen variants and different concrete behavior." + "reason": "Both involve tied-weights warnings, but one reports an incorrect tying bug and the other a user warning about tie_word_embeddings configuration." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + "reason": "Audio sampling-rate defaulting and DAC from_latents/forward mismatch are unrelated audio bugs." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Beit label reduction bug and RTDetrV2 output drift are different model issues." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different vision-processing bugs." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image-label reduction and MPS attention correctness are unrelated failures." + "reason": "Image label reduction and MPS attention correctness are unrelated." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Bark voice_preset handling and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer compute_loss signature mismatch do not share a code path." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but in different functions and with different bugs; not the same underlying problem." + "reason": "Both involve exception handling, but they are in different functions and solve different error-hiding problems." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "BigBird special-token registration and MXFP4 quantization loading/fallback are unrelated." + "reason": "A specific MobileLLM key error is not the same as broad remote_code breakage." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting in a video branch and stale auto_mappings references are different code paths." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "MobileLLM load-key failure and remote_code breakage are not the same defect." + "reason": "Video-token counting bug in multimodal processors and stale auto_mappings config references are unrelated." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max_length misuse are unrelated." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization loading are separate CI/runtime regressions." } ] }, @@ -5408,7 +5366,6 @@ "issue:43643", "issue:43645", "issue:43696", - "issue:43697", "issue:43720", "issue:43746", "issue:43749", @@ -5428,15 +5385,16 @@ "issue:44977", "issue:44991", "issue:45042", + "issue:45084", "issue:45356", - "issue:45357", - "issue:45381", "issue:45488", + "issue:45538", "issue:45701", "issue:45759", "issue:45859" ], "soft_pairs": [ + "issue:45084|issue:45538", "issue:43638|issue:44936", "issue:43452|issue:44991", "issue:43746|issue:44811", @@ -5444,13 +5402,13 @@ "issue:44589|issue:45042", "issue:43854|issue:44977", "issue:43819|issue:43927", + "issue:36010|issue:43645", "issue:39692|issue:44912", "issue:43257|issue:43329", - "issue:36010|issue:43645", "issue:43720|issue:44610", "issue:43550|issue:44912", - "issue:43257|issue:43696", "issue:43454|issue:43577", + "issue:43257|issue:43696", "issue:43262|issue:44811", "issue:43329|issue:44479", "issue:42490|issue:43257", @@ -5461,243 +5419,223 @@ "issue:34567|issue:40990", "issue:43643|issue:45759", "issue:43329|issue:43450", - "issue:44568|issue:45488", "issue:43257|issue:43931", + "issue:44568|issue:45488", "issue:43606|issue:45859", - "issue:44849|issue:45701", - "issue:43697|issue:45357", - "issue:44479|issue:45381" + "issue:44849|issue:45701" ], - "prepared_review_unit_hash": "b1ee4cc587000de3b3b91e260b5cd33eaa7268a3bac7d9abacb8915a66d699cb", + "prepared_review_unit_hash": "56ab62806ed466e72188a1b627140b671d19eb7ab183687abd632854301d171f", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36983, - "estimated_input_tokens": 9246, - "estimated_eval_tokens": 18748 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and does not contain broad duplicate groups, except for one clear Qwen video-regression pair. I would use issue 44479 as the representative issue for that narrow duplicate set.", - "confidence": 0.55, - "canonical_issue_reason": "issue:44479 is the broadest, clearest statement of the accepted Qwen video-input regression and subsumes the narrower 45381 report.", + "summary": "The cluster is still mostly noisy and spans several unrelated bug classes. The safest anchor remains the broad tokenizer/version-regression issue, while the video pair should not be merged as the same bug without stronger evidence.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenizer/version-regression portion of the cluster, which is the most coherent subgroup here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative among the items because it captures the widest version-scoped bug description; the rest of the cluster is too mixed to serve as one canonical issue.", + "best_issue_reason": "issue:45701 is the best global issue anchor because it is the most general report and can loosely cover several tokenizer-regression variants, even though the cluster also contains unrelated loading, multimodal, and runtime bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different failure modes: compiler/template-node error vs. CLIPTokenizer max-length behavior." + }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Both are training failures, but they describe different code paths and symptoms (ZeRO3/non-pretrained BERT indexing vs post-train evaluate failure)." + "reason": "A deepspeed zero3 Bert training crash is not the same bug as evaluate-after-train failure." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading/tokenizer-related, but one is a gguf_file from_pretrained breakage and the other is a model-specific tokenizer regression for est-roberta." + "reason": "gguf_file loading and a tokenizer regression for a specific model are different code paths." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different components and failures: local checkpoint loading with PEFT adapters vs Whisper processor.batch_decode skip_special_tokens handling." + "reason": "PEFT/local-checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both involve vision models, but the bugs are different: zero probabilities in SigLIP2 vs a processor/model input-size mismatch in OmDet-Turbo." + "reason": "Different models and distinct problems: zero probabilities vs. image-size mismatch." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Unrelated failures: a Float8 storage TypeError vs an image-processor torchvision dependency issue." + "reason": "Float8 storage lookup failure is unrelated to the PIL backend processor torchvision dependency issue." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific generation/loading regressions; same broad area but not the same concrete bug." + "reason": "Both are model-specific inference issues, but the titles point to separate regressions with different models and symptoms." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC from_latents consistency and DiaConfig token-ID persistence are unrelated bugs." + "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID loss are unrelated bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and custom-model initialization in Jupyter are separate API breakages." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Both mention quantization, but one is a documentation/example mismatch and the other is a load-path MXFP4 fallback issue." + "reason": "SigLIP2 docs errors and gpt-oss MXFP4 fallback are unrelated model-specific issues." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to a multimodal token-counting video-branch undefined-name bug." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "Importing GenerationMixin and Jupyter custom-model initialization are different regressions." + "reason": "Qwen3 MoE loading/conversion and multimodal token counting are different problems." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to the OmDet-Turbo processor size bug." + "reason": "Packed-weight handling during accelerate loading is unrelated to the OmDet-Turbo size mismatch." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization loading fallback in gpt-oss." + "reason": "torch.compile/SDPA failure in Bamba and MXFP4 quantization fallback are different bugs." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "MoE weight conversion/loading and CUDA OOM are not the same bug." + "reason": "Weight tying failure and dtype propagation are distinct multimodal-loading issues." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype propagation are different model-loading problems." + "reason": "Qwen3 MoE loading/conversion and GPT-oss OOM are not the same underlying issue." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode special-token handling are unrelated." + "reason": "Audio chat-template sample-rate defaulting and Whisper special-token handling are separate processor behaviors." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both are video/VLM related, but 43329 is an undefined-function bug in token counting while 44479 is a broader video-input regression; not enough to treat as the same concrete issue." + "reason": "They are related to video processing, but 43329 is a specific undefined-name bug in the video token-count branch while 44479 is a broader video-input regression across multiple Qwen VL variants; the linkage is not strong enough to treat as the same mergeable fix." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path slash import warning and Qwen3 MoE loading are unrelated." + "reason": "Trailing-slash local-model loading warnings and Qwen3 MoE conversion are unrelated." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to PIL backend torchvision requirements." + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are unrelated." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are distinct trainer/API regressions." + "reason": "Importing GenerationMixin and compute_loss keyword mismatch are separate API regressions." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are memory/loading related, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different problems." + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are both memory-related but not the same concrete bug." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token insertion for mDeBERTa and Kimi-K2.5 codec/warning regressions are different bugs." + "reason": "Tokenizer special-token insertion and Kimi-K2.5 codec/warning regression are different tokenizer problems." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token accounting and GPT-oss perplexity are unrelated." + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated training/metric issues." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and AutoModelForCausalLM text_config unwrapping are different config-loading issues." + "reason": "trust_remote_code config field loss and unwrapping text_config for composite multimodal configs are different config-loading bugs." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both touch video processors, but one is an undefined-name bug in token counting and the other is a batched-shape bug." + "reason": "Both mention video processors, but one is an undefined-name token-count bug and the other is a batched-shape issue." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Tokenizer regressions, but different concrete failures: missing BOS/EOS vs pre-tokenizer override to Metaspace." + "reason": "Accelerate/deepspeed conversion failure and Qwen3-VL weight-shape mismatch are different loading errors." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Qwen3 MoE loading during accelerate/deepspeed and Qwen3-VL shape mismatch are different load failures." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different mechanisms." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both involve CPU offload, but they affect different models and code paths, so they are not the same bug." + "reason": "CPU offload device mismatch in Bark and Qwen3_5MoE rotary embedding incompatibility are unrelated runtime bugs." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and version-dependent tokenization changes are unrelated." - }, - { - "left": "issue:43697", - "right": "issue:45357", - "accept": false, - "reason": "RTDetrV2 output divergence and Qwen3.5 visual-encoder save_pretrained keys are different regressions." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen video-input regression around v5.3.0; 45381 is a narrower symptom of the broader issue in 44479." - }, - { - "left": "issue:44991", - "right": "issue:45356", - "accept": false, - "reason": "Tokenizer loading failure for est-roberta and Kimi-K2.5 codec handling regression are different model-specific tokenizer bugs." - }, - { - "left": "issue:43645", - "right": "issue:45701", - "accept": false, - "reason": "Custom models in Jupyter notebooks and tokenization changes are unrelated." + "reason": "Qwen3.5 hidden-state output bug and the broad tokenization-version regression are different failure modes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate pair is supported by the titles and descriptions, and the rejection rationales do not overstate equivalence." + "accept": false, + "feedback": "The overall clustering is plausible, but the one accepted soft pair is too strongly asserted from the packet alone. `issue:43329` is about undefined names in `_get_num_multimodal_tokens`' video branch, while `issue:44479` is a broader video-input regression across several Qwen VL variants; the titles support related video-processing failures, but not clearly the same underlying bug or a single mergeable fix. Because the positive linkage is overstated, I can\u2019t accept the summary as fully conservative." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5731,10 +5669,10 @@ "issue:43540", "issue:43577", "issue:43582", + "issue:43697", "issue:43742", "issue:43749", "issue:43756", - "issue:43782", "issue:43824", "issue:43906", "issue:43927", @@ -5753,7 +5691,7 @@ "issue:45042", "issue:45072", "issue:45137", - "issue:45325", + "issue:45357", "issue:45381", "issue:45405", "issue:45479", @@ -5764,11 +5702,13 @@ "issue:45987" ], "soft_pairs": [ + "issue:43697|issue:45357", "issue:42915|issue:43742", - "issue:33357|issue:34567", "issue:44291|issue:45042", - "issue:44987|issue:45538", + "issue:33357|issue:34567", "issue:43452|issue:43582", + "issue:44479|issue:45381", + "issue:44987|issue:45538", "issue:41720|issue:43540", "issue:42915|issue:44821", "issue:44987|issue:45907", @@ -5776,35 +5716,33 @@ "issue:42915|issue:45538", "issue:43927|issue:44912", "issue:43540|issue:44479", - "issue:43540|issue:44560", "issue:42175|issue:43824", + "issue:43540|issue:44560", "issue:43317|issue:45538", - "issue:44062|issue:44991", "issue:43577|issue:45072", + "issue:44062|issue:44991", "issue:42175|issue:44938", - "issue:43404|issue:45987", "issue:38175|issue:44898", + "issue:43404|issue:45987", "issue:45137|issue:45405", - "issue:43906|issue:45381", - "issue:42175|issue:44488", "issue:28282|issue:34689", + "issue:42175|issue:44488", + "issue:43906|issue:45381", "issue:42915|issue:43749", "issue:43742|issue:44291", "issue:44737|issue:45588", "issue:43540|issue:45823", - "issue:43526|issue:45479", "issue:28282|issue:29127", - "issue:43582|issue:43782", - "issue:43756|issue:45325" + "issue:43526|issue:45479" ], - "prepared_review_unit_hash": "be3cc063cd3237bd0d898ddd392c9fe0ea58faf62493f73b1b926fc88c3c3a24", + "prepared_review_unit_hash": "6199b3d04228fe5d9f95c7ed9e7be38dcb5f030d9bf5f36c32544d506c4a451c", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, @@ -5819,54 +5757,66 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers bugs spanning model loading, quantization, video inputs, tokenizers, device placement, and trainer/state issues. I don\u2019t see any pair that looks like the same underlying bug/change, so no soft edges should be merged.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43749 is the best representative because it has the broadest loading-related framing, substantial discussion, and inbound references, but it is still not a duplicate of the rest of the cluster.", + "summary": "This cluster is largely heterogeneous; the soft pairs mostly share broad vocabulary but do not look like the same underlying bug/change. I\u2019d use the broad Qwen 5.3.0 video-input regression issue as the best representative issue, but confidence is only moderate because the cluster has several unrelated subthemes.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 44479 is the broadest and most explicit concrete regression report among the few Qwen/video-input candidates, so it is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the strongest single issue to anchor the cluster: it is impactful, clearly described, and closer to the common theme of load-time regressions than the others.", + "best_issue_reason": "Issue 44479 has the clearest versioned regression framing and spans multiple affected Qwen VL variants, making it the strongest representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Different model families and failures: Qwen3Moe FP8 handling vs MobileLLM key error during loading." + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failure modes: RTDetrV2 output drift vs Qwen3.5 visual-encoder save_pretrained regression." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token-count update are unrelated subsystems." + "reason": "Both are model-loading related, but they describe different models and distinct root causes." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unexpected init_empty_weights argument vs PIL image processor dependency requirement are unrelated." + "reason": "init_empty_weights/_is_hf_initialized is unrelated to PIL backend torchvision requirements." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Physical-intelligence model loading bug and CLIPTokenizer max-length behavior are unrelated." + "reason": "MacOS bus error in CLIP is unrelated to TrainerState token-count tracking." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Tokenizer/model gguf loading issue vs Apple Silicon warmup TypeError; no shared code path." + "reason": "Tokenizer/gguf loading and AppleSilicon allocator warmup are unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen video input, but one is a broad multi-model regression and the other is a specific vision_position_ids issue; not enough evidence they are the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast and CLIPTokenizer max_length are unrelated issues." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both involve Qwen3, but one is auto device mapping cuda assert and the other is video-input validation in Qwen3OmniMoe; not the same bug." + "reason": "cudaErrorAssert with auto device mapping is unrelated to Qwen3OmniMoe video-input ValueError." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are different code paths and failures." }, { "left": "issue:44987", @@ -5878,145 +5828,133 @@ "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer mismatch are different problems." + "reason": "Qwen3 MoE conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE-layer dropping." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "No overlap beyond general model/tokenizer loading context." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are different bugs." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are unrelated." + "reason": "DiaConfig token-ID persistence and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both mention video regressions, but the affected models and failure mechanisms differ; not clearly one concrete bug." + "reason": "Both involve Qwen video inputs, but the titles point to different models and different symptoms; too little evidence for one duplicate." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Different Qwen video paths and distinct errors: ValueError vs StopIteration." + "reason": "TensorFlow backend packaging and missing Qwen2.5-VL import are unrelated." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Packaging/backend selection issue vs missing Qwen2_5_VL export are unrelated." + "reason": "Both are Qwen video-input bugs, but the failures differ and there is no clear sign of a single shared defect." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map offload loading failure and tokenizer max length are unrelated." + "reason": "device_map/offload loading failure is unrelated to CLIPTokenizer max_length." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "AddedToken keyword conflict and est-roberta tokenizer load failure are not the same bug." + "reason": "Blip2 dtype propagation and SwitchTransformers/TimmWrapperModel bf16 mismatch are separate model-specific dtype issues." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Both mention dtype, but one is loading BLIP2 to fp16/bf16 and the other is inference-time mismatches in different models." + "reason": "AddedToken special-arg duplication and tokenizer loading for EMBEDDIA/est-roberta are not clearly the same bug." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Tensorflow backend packaging and Python 3.14 import failure are unrelated." + "reason": "TensorFlow backend packaging and Python 3.14 import failure are unrelated." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Tied lm_head bug in Mistral3ForConditionalGeneration and StaticCache return-type contract are unrelated." + "reason": "Zero probabilities in SigLIP2 and Perceiver non-default-resolution failure are different image-model issues." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Different image-model bugs with different symptoms and code paths." + "reason": "Mistral3 lm_head tying and StaticCache seq-length return type are unrelated code paths." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version pin mismatch are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow and unreleased MIN_PEFT_VERSION bump are unrelated." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Isolated reproduction of an older issue and Qwen2.5-VL video position-id bug are not the same concrete failure." + "reason": "Missing PyTorch ImportError and Llama 3.2 Vision loading regression are different problems." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend issue and a model-loading failure for cjvt/sleng-bert are unrelated." + "reason": "TensorFlow backend packaging and model-loading failure for cjvt/sleng-bert are unrelated." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "PyTorch-not-found ImportError and Llama 3.2 Vision load regression are different root causes." + "reason": "A reproduction of another issue and a Qwen2.5-VL video-position regression are not the same concrete bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe quantization/config bug and FSDP CPU RAM efficient loading bug are unrelated." + "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are different loading paths with different failures." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights argument mismatch are different load-time bugs." + "reason": "MobileLLM-125M key error and init_empty_weights _is_hf_initialized TypeError are unrelated." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU allocation inefficiency and flash_attention sink-less crash are unrelated." + "reason": "XLNet CPU-device inefficiency and flash_attention sink-less AttributeError are unrelated." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Qwen3OmniMoe video-input error and Gemma4 PLE device mismatch are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:45479", - "accept": false, - "reason": "BEiT label reduction bug and sequence-classification zero-loss bug are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError about missing PyTorch and layoutlmv3 error-message clarity are unrelated." - }, - { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Apple Silicon warmup TypeError and Qwen3VL weight_only loading error are unrelated." + "reason": "PyTorch-missing ImportError and LayoutLMv3 box-information error are unrelated." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Smollm3 RoPE layer selection and Qwen2.5-VL still-image position-id scaling are different model-specific issues." + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss degeneration are unrelated." } ] }, @@ -6045,18 +5983,19 @@ "issue:34567", "issue:36331", "issue:41762", - "issue:43295", "issue:43452", "issue:43493", "issue:43531", "issue:43577", + "issue:43582", "issue:43643", "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", - "issue:43819", + "issue:43756", + "issue:43782", "issue:43994", "issue:44062", "issue:44291", @@ -6068,7 +6007,6 @@ "issue:44625", "issue:44704", "issue:44792", - "issue:44811", "issue:44821", "issue:44843", "issue:44877", @@ -6080,17 +6018,18 @@ "issue:45081", "issue:45216", "issue:45290", - "issue:45356", + "issue:45325", "issue:45357", "issue:45375", "issue:45381", "issue:45405", "issue:45600", - "issue:45823", "issue:45920" ], "soft_pairs": [ + "issue:43582|issue:43782", "issue:43493|issue:43994", + "issue:43756|issue:45325", "issue:34567|issue:36331", "issue:44062|issue:45081", "issue:44291|issue:44821", @@ -6100,217 +6039,214 @@ "issue:43452|issue:44488", "issue:45042|issue:45081", "issue:43742|issue:44589", - "issue:45405|issue:45600", "issue:43531|issue:44821", + "issue:45405|issue:45600", "issue:43697|issue:45216", - "issue:43688|issue:43749", "issue:44514|issue:45381", + "issue:43688|issue:43749", "issue:43720|issue:44898", "issue:44484|issue:44704", "issue:24643|issue:29127", "issue:41762|issue:44936", "issue:44625|issue:44877", - "issue:43452|issue:44843", "issue:44514|issue:45290", + "issue:43452|issue:44843", "issue:43452|issue:43577", - "issue:44466|issue:45005", - "issue:43295|issue:45356", - "issue:43819|issue:44811", - "issue:44936|issue:45823" + "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "bffcabc8ed6701d50a3be09799ae324d462305b24da4b5fc83d0a1205d44a8a0", + "prepared_review_unit_hash": "ad58a6ee9988efa233db3550a8e6f1e02f66c23fa7ed9967b5725b70f7279db0", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36186, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35283, + "estimated_input_tokens": 8821, + "estimated_eval_tokens": 17898 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers bugs. Two soft-duplicate pairs stand out: SigLIP2 output correctness regressions, and tied-weights serialization issues in v5; the rest are distinct model/tokenizer/training problems.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45920 is the broadest representative here: it describes a cross-model v5 tokenizer regression affecting multiple model families, making it the best umbrella issue among otherwise fairly specific reports.", + "summary": "Conservative cluster overall: most soft edges are false positives, and the `apply_chat_template` pair should not be treated as an exact duplicate because the triggers differ. Real duplicate-like matches remain limited to the clearly same-model/same-regression pairs, while the Qwen/VL chat-template issues are related but distinct crash modes.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45290 is the cleaner anchor for the `apply_chat_template` crash family because it states a concrete failure mode, but it is not an exact duplicate of 44514.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the most suitable cluster anchor because it is open, regression-focused, and spans multiple concrete model failures rather than a single niche code path.", + "best_issue_reason": "Issue 45290 is the best issue anchor for the cluster\u2019s main `apply_chat_template` branch, but only as a related report; 44514 should remain separate because its batched `padding=False` trigger is different.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Different failure modes and code paths: Apple Silicon allocator TypeError vs Qwen3VL weight_only loading error." + }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both are SigLIP2 correctness regressions on the same model family and appear to describe the same underlying implementation/output mismatch." + "reason": "Both reports point to the same SigLIP2 correctness regression for the same model family." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Related vision/position-id themes, but different models and distinct RoPE/position encoding bugs." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Unrelated bugs: TrainerState token counter not updating vs a custom compute_loss signature change." + "reason": "TrainerState token counting and CustomTrainer compute_loss signature incompatibility are unrelated issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures: AddedToken constructor argument conflict vs Mistral regex/backend_tokenizer AttributeError." + "reason": "Both are tokenizer-related, but the concrete bugs differ: AddedToken kwarg duplication vs mistral regex backend_tokenizer crash." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different code paths: init_empty_weights/_is_hf_initialized handling vs loading AutoImageProcessor from a URL." + "reason": "Different loading paths and symptoms: init_empty_weights/_is_hf_initialized vs AutoImageProcessor URL loading." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both are regression reports, but one is Qwen3.5 save_pretrained visual-key serialization and the other is a broad tokenizer token-id bug; not the same concrete defect." + "reason": "save_pretrained visual-encoder key regression and tokenizer ID regression are different code-path bugs." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Related theme of config field loss, but one is trust_remote_code config materialization and the other is a specific @strict field-drop in Qwen3_5MoeVisionConfig." + "reason": "Both concern config fields, but one is a generic trust_remote_code AutoConfig omission and the other is a specific strict-field drop." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal/model-loading issues, but they affect different models and failure modes." + "reason": "Different multimodal model failures with no shared concrete bug." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Generic loading breakage vs a specific model failing to load; no clear shared code-path bug." + "reason": "Different loading regressions: gguf_file/autoload breakage vs a model-specific load failure." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "One is an image-processor torchvision dependency regression, the other is a tokenizer regex crash." + "reason": "Unrelated bugs: image processor torchvision dependency vs tokenizer regex crash." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Completely different failures: MobileLLM config/key error vs missing Float8 storage support." + "reason": "Different model-loading errors with no shared concrete code path." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "A dependency version bump issue vs stale auto_mappings references; not the same underlying bug." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading are unrelated." + "reason": "PEFT version bump and removed auto_mappings references are separate maintenance issues." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different subsystems: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint regression." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained regression affect different code paths." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are separate issues." + "reason": "Both are Qwen/VL-related, but one is a chat-template/tool-call crash and the other is a vision_position_ids bug." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different Qwen2.5-VL bugs: batched chat template crash vs incorrect vision_position_ids for video input." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated bugs." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation are unrelated." + "reason": "BitNet packed-weight loading and Perceiver interpolation are different problems." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained max_shard_size default question vs cached_file kwargs forwarding bug." + "reason": "A save_pretrained sharding-size question is unrelated to AutoProcessor cached_file kwargs handling." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training runtime error vs LayoutLMv3 error-message clarity are unrelated." + "reason": "DeepSpeed weight-shape training error and LayoutLMv3 error-message clarity are different issues." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure vs trainer.evaluate() after train failure have different triggers and code paths." + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate after train are unrelated." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict-config loading of granite_speech are distinct config bugs." + "reason": "Different config bugs: num_labels propagation vs strict config loading for granite_speech." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "gguf_file loading breakage vs offline model_info() call in mistral regex patch are different tokenizer-loading defects." + "reason": "Related `apply_chat_template` crashes, but the triggers differ (`padding=False` batched input vs assistant tool-call messages with no content), so there is no exact-duplicate evidence." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Both involve apply_chat_template, but the crashes are on different inputs and likely different branches." + "reason": "gguf_file loading breakage and HF_HUB_OFFLINE mistral-regex behavior are different regressions." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading vs Blip2 dtype handling are unrelated." + "reason": "Model loading via gguf_file is unrelated to Blip2 dtype propagation." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both reports are about tied-weights behavior in v5 on translation models and look like the same serialization/tied-weight code-path problem." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer-related regressions, but one is processor/tokenizer access and image handling while the other is Kimi-K2.5 codec handling/mistral-regex warning." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Both describe the same tied-weights serialization regression in v5, centered on lm_head/translation-model weight handling." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are plausible same-bug groupings: the SigLIP2 regression reports and the v5 tied-weights serialization reports. The rejected pairs are mostly well-justified as different failure modes or code paths, and the canonical choice of 45920 is defensible as the broadest open regression issue in the set." + "accept": false, + "feedback": "The cluster is mostly conservative, but one soft-edge verdict overstates the evidence: treating issue:44514 and issue:45290 as an exact duplicate is not grounded in the packet. Their titles describe related `apply_chat_template` failures, but with different triggers (`padding=False` batched input vs assistant messages with tool calls and no content), and the packet provides no direct evidence they are the same bug. Because the canonical anchor and summary lean on that stronger claim, I can\u2019t accept this review." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6338,9 +6274,7 @@ "issue:38175", "issue:41720", "issue:43122", - "issue:43278", "issue:43295", - "issue:43452", "issue:43504", "issue:43531", "issue:43550", @@ -6353,312 +6287,300 @@ "issue:43720", "issue:43742", "issue:43749", + "issue:43819", "issue:43906", "issue:43927", "issue:44361", "issue:44442", - "issue:44451", "issue:44464", "issue:44479", "issue:44554", "issue:44561", "issue:44568", - "issue:44610", "issue:44625", "issue:44743", - "issue:44821", + "issue:44811", "issue:44843", + "issue:44936", "issue:44977", "issue:44991", + "issue:45356", "issue:45440", "issue:45491", "issue:45588", "issue:45701", "issue:45704", + "issue:45823", "issue:46002" ], "soft_pairs": [ + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44936|issue:45823", "issue:38175|issue:43295", - "issue:43653|issue:44361", "issue:30064|issue:33666", "issue:44361|issue:44442", + "issue:43653|issue:44361", "issue:44464|issue:44743", - "issue:43643|issue:44561", "issue:41720|issue:43906", - "issue:43688|issue:45440", "issue:43653|issue:44568", - "issue:43688|issue:45704", "issue:28282|issue:32090", "issue:28282|issue:33357", + "issue:43688|issue:45704", + "issue:43688|issue:45440", "issue:45491|issue:46002", "issue:43577|issue:43697", "issue:28282|issue:35141", + "issue:43643|issue:44561", "issue:44843|issue:44991", "issue:43646|issue:43749", "issue:43688|issue:45701", "issue:43653|issue:43927", "issue:43531|issue:43742", - "issue:43550|issue:43927", "issue:44464|issue:44977", + "issue:43550|issue:43927", "issue:44479|issue:44625", "issue:43550|issue:44361", "issue:43577|issue:44554", - "issue:43122|issue:43906", "issue:43577|issue:45588", - "issue:43504|issue:43550", + "issue:43122|issue:43906", "issue:32090|issue:34567", - "issue:43504|issue:43720", "issue:41720|issue:44464", - "issue:43504|issue:44610", - "issue:32090|issue:33666", - "issue:43452|issue:44451", - "issue:43278|issue:43688", - "issue:43742|issue:44821" + "issue:43504|issue:43550", + "issue:43504|issue:43720" ], - "prepared_review_unit_hash": "0ecd355b9e385d7040c660781d66464e76dc5cb82f8eff5a194b6b3c4bf2d939", + "prepared_review_unit_hash": "3b6677e02867faea7ea7c0a4134e811d72ae4de2f036f52eb713957a9c6564ab", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38472, - "estimated_input_tokens": 9618, - "estimated_eval_tokens": 19492 + "soft_pair_count": 34, + "serialized_chars": 37929, + "estimated_input_tokens": 9483, + "estimated_eval_tokens": 19222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not one duplicate cluster; they span unrelated regressions across tokenizers, model loading, training, generation, and backend/device-specific bugs. No soft-edge pair looks like the same underlying issue tightly enough to merge.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, with no clear duplicate family spanning the full cluster.", + "summary": "The cluster is broad and heterogeneous, with many unrelated regression reports. None of the soft-edge pairs look like the same underlying bug/change, though several share surface-level themes like tokenization or model loading. The broadest representative issue is the tokenizer-regression umbrella report.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45701 is the broadest, most umbrella-like report in the set and has inbound references, so it is the best anchor for this loosely related cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No globally best issue candidate; the issues are too disparate to use one as a representative duplicate target.", + "best_issue_reason": "issue:45701 is the most representative issue overall because it is broad, version-related, and closest to the recurring tokenizer-regression theme seen in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Different failures in different areas: zero probabilities in SigLIP2 vs a processor/tokenizer regression in custom model code." + "reason": "Both are tokenizer regressions, but one is about custom model code/processor.tokenizer handling and the other is a Kimi tokenizer codec/regression issue; different bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents vs Whisper batch_decode special-token handling are unrelated code paths and symptoms." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure after train() is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both are tokenizer-related, but one is a special-token registration bug and the other is an AttributeError on tasks for a different tokenizer class." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-passing regression are different model behaviors and failure modes." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Image processor segmentation-map handling and Qwen2-VL multi-GPU training are unrelated bugs." + "reason": "Image processor segmentation-map parsing and Qwen2-VL multi-GPU training are unrelated issues." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and different load/runtime failures; not the same underlying bug." + "reason": "MLukeTokenizer task AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer failures." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both touch generation state, but one is chunked generation with compiled forward and the other is recurrent-state reset in a modular Qwen3.5 file." + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are unrelated bugs." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Both involve trust_remote_code, but the root causes differ: missing fields in AutoConfig vs removal of is_torch_fx_available." + "reason": "Chunked generation inconsistency with compiled forward and Qwen3.5 recurrent-state reset are different generation-path problems." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same as an isolated reproduction issue with no matching code-path evidence." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Different MoE bugs on different models: auxiliary-loss normalization vs native DeepseekV3MoE divergence." + "reason": "Qwen3 auto device-map cudaErrorAssert and an isolated reproduction of issue 38071 do not match the same concrete failure." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer regressions: BigBird mask token registration vs mdeberta add_special_tokens not adding BOS/EOS." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to T5 silently using apex.FusedRMSNorm." + "reason": "Both involve special tokens, but the models and defects differ: BigBird mask token registration vs mDeBERTa BOS/EOS insertion." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch and a Trainer GPU broadcast TypeError are unrelated failures." + "reason": "PyTorch-missing ImportError and Trainer _gpu_broadcast_one NoneType TypeError are unrelated." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch import failure and a MacOS bus error in CLIP loading are different problems." + "reason": "PyTorch-missing ImportError and Mac bus error on CLIP are different environments and root causes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and apex.FusedRMSNorm memory leak in T5 are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both touch MoE models, but auxiliary-loss normalization and native DeepseekV3MoE divergence are different bugs." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but the triggers and affected components differ: Gemma3 sliding-window embeddings vs classification-head NaNs after checkout/init." + "reason": "Gemma3 mixed-length sliding-window NaNs and classification-head NaNs after checkout/init are different contexts and mechanisms." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype loading bug and RTDetrV2 output divergence are distinct model-specific regressions." + "reason": "BLIP2 dtype-casting issue and RTDetrV2 output-difference regression are unrelated." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch import and embedding reinitialization on resize are unrelated." + "reason": "Missing PyTorch ImportError is unrelated to output-embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and removal of is_torch_fx_available are separate v5 breakages." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info patching in AutoTokenizer is not the same as a tokenizer-loading regression for a specific model." + "reason": "HF_HUB_OFFLINE breakage in _patch_mistral_regex and tokenizer loading failure for est-roberta are different tokenizer-path bugs." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different code paths." + "reason": "Custom model initialization breakage in v5 and FSDP_CPU_RAM_EFFICIENT_LOADING failure are not the same issue." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to a broad tokenization-version change report." + "reason": "MoE auxiliary-loss normalization is not the same as the broad tokenization-change regression." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token decode bug and DiaConfig token-ID loss after save/load are different issues." + "reason": "BigBird special-token registration and DiaConfig losing custom token IDs are different serialization/tokenizer bugs." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and a MobileLLM key error do not share the same root cause." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load key error are unrelated." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and DiaConfig token-ID corruption are unrelated." + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different inference bugs." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to a video-input regression in Qwen VL models." + "reason": "Bamba-9B-v2 torch.compile SDPA failure and DiaConfig token-ID loss are unrelated." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video input regression and num_labels propagation to text config are different bugs." + "reason": "Video-input regression for Qwen VL models and Qwen3.5 num_labels propagation are different defects." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different models and different failure modes; not the same underlying code-path problem." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype loading and an MPS attention correctness issue are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:43906", - "accept": false, - "reason": "Tokenizer-version differences and an isolated reproduction of another issue are not the same bug." + "reason": "BLIP2 dtype persistence and MPS attention correctness issue are unrelated." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype mismatch is unrelated to the flash_attention crash on sink-less models." + "reason": "BLIP2 dtype persistence and flash_attention.py s_aux=None crash are different code paths." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "BEiT legacy-field load failure and Bamba torch.compile SDPA failure are unrelated." + "reason": "Tokenizer-output changes across versions and an isolated reproduction of issue 38071 do not demonstrate the same bug." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer GPU broadcast TypeError and TrainerState token-count tracking are different training bugs." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Legacy-field loading in Beit and packed-weight unpacking in BitNet are different model-loading issues." + "reason": "Trainer broadcast TypeError and num_input_tokens_seen not updating are different Trainer-state issues." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert in Qwen3 device mapping is unrelated to chunked generation with compiled forward." + "reason": "Qwen3 auto device-mapping cuda assert and compiled-forward chunked generation inconsistency are unrelated." }, { "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Pretrained-load legacy field handling and processor/model input-size mismatch are distinct problems." - }, - { - "left": "issue:32090", - "right": "issue:33666", + "right": "issue:43550", "accept": false, - "reason": "Trainer broadcast failure and Qwen2-VL multi-GPU training are not the same bug." + "reason": "Beit legacy-field load failure and Bamba torch.compile SDPA failure are different model-loading/runtime bugs." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is broader and different from loading a specific model like ScandiBERT." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Embedding dtype drift between train/eval and MoE auxiliary-loss normalization are unrelated." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "A key error loading MobileLLM and failure to load AutoImageProcessor from URL are different loading paths and errors." + "reason": "Beit legacy-field loading issue and BitNet packed-weight unpacking failure are unrelated." } ] }, @@ -6683,6 +6605,7 @@ "cluster_id": "cluster-10000-404", "nodes": [ "issue:28218", + "issue:32090", "issue:33357", "issue:33666", "issue:36010", @@ -6694,26 +6617,27 @@ "issue:43295", "issue:43299", "issue:43334", + "issue:43452", "issue:43493", "issue:43504", "issue:43525", "issue:43540", "issue:43572", "issue:43606", - "issue:43646", + "issue:43688", "issue:43720", + "issue:43742", "issue:43756", - "issue:43824", "issue:43825", "issue:43844", "issue:43927", - "issue:44291", "issue:44361", - "issue:44466", + "issue:44451", "issue:44488", "issue:44568", - "issue:44589", + "issue:44610", "issue:44625", + "issue:44821", "issue:44843", "issue:44849", "issue:44913", @@ -6724,23 +6648,26 @@ "issue:45229", "issue:45357", "issue:45405", - "issue:45759", "issue:45803", "issue:45812", - "issue:45823", "issue:45987", "issue:46002" ], "soft_pairs": [ + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:43278|issue:43688", "issue:33666|issue:36010", + "issue:43262|issue:43295", "issue:43606|issue:43927", "issue:43493|issue:43825", "issue:43720|issue:43927", - "issue:43262|issue:43295", "issue:44849|issue:45357", - "issue:44568|issue:45812", "issue:43756|issue:44913", "issue:44625|issue:46002", + "issue:44568|issue:45812", "issue:43525|issue:43572", "issue:43720|issue:44361", "issue:28218|issue:33357", @@ -6748,243 +6675,217 @@ "issue:39692|issue:43493", "issue:43540|issue:44977", "issue:44964|issue:45405", - "issue:43493|issue:43844", "issue:45803|issue:45987", + "issue:43493|issue:43844", "issue:43278|issue:43844", - "issue:43756|issue:45083", "issue:43257|issue:43299", - "issue:44488|issue:44843", - "issue:45200|issue:45229", + "issue:43756|issue:45083", "issue:43334|issue:43572", - "issue:43334|issue:45759", - "issue:39692|issue:43295", - "issue:43646|issue:44466", - "issue:45229|issue:45823", - "issue:43824|issue:44589", - "issue:43504|issue:43606", - "issue:33357|issue:33666", - "issue:43572|issue:44291" + "issue:45200|issue:45229", + "issue:44488|issue:44843" ], - "prepared_review_unit_hash": "1d3b5c5e27205f9140bcbac5bd72140ab36b94fcbe99423c44d6a05b63366bad", + "prepared_review_unit_hash": "90d95324be902be1df5af617c0098a76343e846991e8eae14a6b86fff0de85c3", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37572, - "estimated_input_tokens": 9393, - "estimated_eval_tokens": 19042 + "soft_pair_count": 29, + "serialized_chars": 36496, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab-bag of unrelated Transformers bug reports; the soft edges mostly reflect broad similarity like \u201cversion regression\u201d or \u201cconfig/loading issue,\u201d not the same concrete defect. No soft pair is safe to merge as a duplicate.", + "summary": "This cluster is mostly heterogeneous transformer bugs/regressions across unrelated models and code paths. None of the suggested soft pairs look like true same-bug duplicates, so I would not merge any of them. The strongest single issue here is the Granite tokenizer regression, but there is no safe canonical duplicate anchor for the whole cluster.", "confidence": 0.93, - "canonical_issue_reason": "No single issue is a clear canonical duplicate anchor here: the items span different models, APIs, and failure modes, and the soft pairs are only superficially similar.", + "canonical_issue_reason": "No safe canonical issue: the cluster spans unrelated failures, and the soft pairs do not indicate a single underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good global representative because the cluster is not a single duplicate family; picking one would mischaracterize the rest.", + "best_issue_reason": "issue:45812 is the strongest representative issue because it is an open, high-signal tokenizer regression with multiple inbound references; however, it still does not unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Both are model-loading/processor failures, but they concern different models and different bugs: legacy field loading vs image size mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error and Qwen2-VL multi-GPU training are unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "One is a gguf_file loading regression; the other is a specific model-loading failure. Same broad area, not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError loading MobileLLM and AutoImageProcessor URL loading are different code paths and different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval and auxiliary loss normalization are unrelated training issues." + }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training vs a GenerationMixin import failure are unrelated failures." + "reason": "Multi-GPU training and GenerationMixin import failure are completely different problems." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processors, but one is an audio sampling-rate default and the other is a regression in processor.tokenizer/image handling." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and lost custom token IDs are different bugs in different code paths." + "reason": "CPU offload device mismatch for bark-small and DiaConfig token ID loss are unrelated bugs." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message/translation support issue." + "reason": "SigLIP2 implementation discrepancy and pipeline translation error messaging are different issues." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading bug vs DiaConfig save/load token-ID loss are distinct model-loading issues." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to processor.tokenizer/image handling regression." + "reason": "Packed-weight unpacking during accelerate loading and DiaConfig token ID persistence are different model-loading bugs." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder keys are different regressions." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "mDeBERTa special-token insertion bug and Granite token-ID regression are separate tokenizer issues." + "reason": "Qwen3.5 hidden-state behavior and visual encoder key saving are separate regressions." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and GPTNeoX rotary_pct reload are different configuration bugs." + "reason": "Smollm3 RoPE-layer loss and GPTNeoX rotary_pct reload are both config-related but not the same defect." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same defect." + "reason": "num_labels propagation and NaNs in classification heads are different symptoms with different likely causes." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS handling for mdeberta and the other is Granite token IDs; not the same bug." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad token fields, but they affect different configs/models and likely different code paths." + "reason": "Missing pad_token_id and missing pad_token_idx are similar in theme, but they affect different configs and code paths." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight accelerate loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in a CLIP model." + "reason": "Tokenizer spacing after added token and a MacOS CLIP bus error are clearly unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and a Trainer compute_loss signature mismatch are different issues." + "reason": "Multi-GPU training and unexpected num_items_in_batch in compute_loss are different trainer issues." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "A doc-example model/processor mismatch is not the same as a SigLIP2 HF-vs-JAX implementation discrepancy." + "reason": "Both mention SigLIP2, but one is a doc example problem and the other is an implementation discrepancy; not the same fix." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing failure and flash-attention generation bug are different Qwen3.5/Qwen3OmniMoe problems." + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure and an unreleased MIN_PEFT_VERSION bump are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient blow-up are different code-path problems." + "reason": "Model loading failure and MIN_PEFT_VERSION packaging issue are unrelated." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except swallowing errors and StaticCache returning a tensor instead of int are unrelated." + "reason": "Bare except in FuyuBatchFeature and StaticCache return-type mismatch are unrelated bugs." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and gradient growth under ZeRO-3 are not the same bug." + "reason": "SigLIP2 discrepancy and ZeRO-3 gradient growth are unrelated training/model issues." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Smollm3 RoPE layer count and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Embedding dtype regression and ZeRO-3 gradient abnormality do not share the same underlying cause." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MOE accelerate/deepspeed conversion and Qwen3VL Moe loading are different loading failures." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Loading sleng-bert and offline model_info() behavior in _patch_mistral_regex are separate issues." + "reason": "Both are Qwen3-family loading regressions, but the affected models and failure modes differ enough that they should not be merged." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and multi-GPU CUDA OOM are not the same problem." + "reason": "Smollm3 RoPE-layer issue and qwen3_omni_moe helper-length behavior are unrelated." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Qwen3VL and missing pad_token_idx in StableLmConfig are similar only at a high level." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "pad_token_id missing in Qwen3VL is different from AutoModelForCausalLM not unwrapping text_config for Qwen 3.5/3.6." - }, - { - "left": "issue:39692", - "right": "issue:43295", - "accept": false, - "reason": "SigLIP2 doc-example errors and processor.tokenizer/image passing regression are different multimodal issues." - }, - { - "left": "issue:43646", - "right": "issue:44466", - "accept": false, - "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different v5 regressions." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 inference OOM and PLE device mismatch under device_map=\"auto\" are separate runtime failures." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Qwen2.5-VL import failure and Float8 storage lookup error are unrelated import/runtime issues." - }, - { - "left": "issue:43504", - "right": "issue:43606", - "accept": false, - "reason": "BEiT legacy-field loading and suno/bark-small CPU-offload device mismatch are different model-loading bugs." + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different model-specific regressions." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "MacOS bus error in a CLIP model and Qwen2-VL multi-GPU training are unrelated." + "reason": "Zero-default token type IDs and CUDA OOM in multi-GPU inference are unrelated." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and init_empty_weights/_is_hf_initialized argument handling are distinct compatibility issues." + "reason": "Model load failure for sleng-bert and unconditional model_info() patching for offline mode are different tokenizer-loading issues." } ] }, @@ -7008,55 +6909,64 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:15354", "issue:28218", "issue:29942", "issue:30333", + "issue:33357", + "issue:33666", "issue:34567", - "issue:37428", - "issue:38175", + "issue:39692", "issue:42490", - "issue:43232", "issue:43278", - "issue:43493", + "issue:43295", + "issue:43334", "issue:43504", "issue:43540", + "issue:43572", "issue:43575", "issue:43582", "issue:43606", + "issue:43646", "issue:43653", "issue:43696", "issue:43701", + "issue:43824", "issue:43844", "issue:43927", - "issue:43957", "issue:43994", "issue:44112", - "issue:44315", + "issue:44291", "issue:44361", "issue:44423", "issue:44464", + "issue:44466", "issue:44493", "issue:44521", "issue:44554", "issue:44589", "issue:44734", "issue:44792", - "issue:44849", "issue:44964", "issue:44977", - "issue:45072", - "issue:45084", - "issue:45198", "issue:45200", + "issue:45229", "issue:45290", "issue:45405", "issue:45446", "issue:45520", "issue:45584", + "issue:45759", "issue:45823" ], "soft_pairs": [ + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:33357|issue:33666", + "issue:43572|issue:44291", "issue:44589|issue:45520", "issue:43927|issue:44361", "issue:43504|issue:43653", @@ -7067,207 +6977,199 @@ "issue:43994|issue:44493", "issue:43278|issue:43701", "issue:44792|issue:45405", - "issue:44521|issue:45290", "issue:29942|issue:30333", + "issue:44521|issue:45290", "issue:42490|issue:43696", "issue:43844|issue:44964", "issue:28218|issue:34567", "issue:44554|issue:45446", "issue:43582|issue:44977", - "issue:43540|issue:45200", - "issue:15354|issue:38175", - "issue:45084|issue:45520", - "issue:45072|issue:45198", - "issue:45200|issue:45823", - "issue:43232|issue:44849", - "issue:37428|issue:43957", - "issue:44315|issue:44849", - "issue:43493|issue:43701" + "issue:43540|issue:45200" ], - "prepared_review_unit_hash": "f8c6c0537fff58def76edc14b3907b1d7cad70586f07422a39ff637cd35b7886", + "prepared_review_unit_hash": "a5517783574e88c1f190601e157fa2e84270973dc2c679fee8df8220e8a1acf8", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34878, - "estimated_input_tokens": 8720, - "estimated_eval_tokens": 17696 + "serialized_chars": 35511, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bugs across tokenizers, generation, loading, device/dtype issues, and CI failures. The soft edges look like false positives rather than true duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe different underlying bugs and should be split rather than merged.", + "summary": "This cluster is a heterogeneous set of unrelated issue reports; none of the soft candidate pairs look like the same underlying bug or change, so all proposed duplicate edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue is appropriate here: the items cover many different models, APIs, and failure modes, so there is no single representative duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue 44521 is a clear, self-contained bug report, but it is not a good umbrella for the rest of the cluster.", + "best_issue_reason": "No best issue for deduplication: the cluster is not centered on one concrete problem, and the candidates do not form a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal loading/configuration, but one is a missing pad_token_id error and the other is AutoModelForCausalLM config unwrapping; different concrete failures." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "One is a SigLIP2 documentation example issue, the other is a regression in processor/tokenizer image handling; unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different code paths and symptoms." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is CUDA OOM in multi-GPU inference and the other is a device mismatch during forward; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and a Float8 storage TypeError are unrelated failures." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT pretrained loading with a legacy field and bark-small CPU offload device mismatch are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are different models, environments, and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and init_empty_weights unexpected argument are distinct initialization issues." + }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different failures: a missing float8 storage type vs a flash_attn import key error." + "reason": "Float8 storage lookup failure and Python 3.13 flash_attn KeyError are unrelated import/runtime problems." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Unrelated components and symptoms: config token IDs vs tokenizer attribute errors." + "reason": "DiaConfig token ID persistence and MLukeTokenizer task AttributeError are different tokenizer/config bugs." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/model loading bugs with different code paths and failure modes." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "One is compiled forward chunked generation, the other is Whisper empty-transcription handling." + "reason": "Compiled-forward chunked generation inconsistency and whisper empty-transcription failure after align_special_tokens are different paths." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both involve serve, but the crashes come from different code paths: multimodal input conversion vs KV-cache indexing." + "reason": "Both are serve-related crashes, but one is multimodal input handling and the other is KV-cache continuation indexing; not the same issue." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Different models and different problems: CPU offload device mismatch vs stale CI test override." + "reason": "A real CPU-offload device mismatch and a stale GraniteSpeech test failure are not the same bug." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel model loading is unrelated to a PEFT version bump." + "reason": "Qwen2-57B tensor-parallel OOM and a PEFT version bump problem are unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 incorrect outputs are not the same as a generic unexpected position-id key issue." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different model/config issues." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16-to-FP32 dtype drift is unrelated to resume checkpoint key mismatches." + "reason": "Embedding dtype drift between train/eval and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing Janus image-generation test is unrelated to the PEFT version pin issue." + "reason": "A failing Janus image-generation test and an unreleased PEFT version bump are unrelated." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Both hit apply_chat_template, but one is empty assistant masks for multimodal inputs and the other is a crash on tool-call messages." + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Flash Attention test failures and MLflow reporting after job failure are unrelated." + "reason": "Both concern apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages; distinct bugs." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning has nothing to do with GPT-oss OOM." + "reason": "Local-path trailing-slash import warning and GPT-oss CUDA OOM are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient explosion and a model loading failure are different bugs." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are different issues." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing behavior is unrelated to TrainerState token-count tracking." + "reason": "Tokenizer spacing after added token and TrainerState num_input_tokens_seen not updating are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a flex_attention version-check bug are not the same issue." + "reason": "An MPS attention correctness issue and a PyTorch version check bug in flex_attention are different code paths." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation errors are unrelated." + "reason": "AppleSilicon caching_allocator_warmup TypeError and Qwen3.5 flash-attention generation problems are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is distinct from Gemma4 token-id defaults for text-only fine-tuning." - }, - { - "left": "issue:15354", - "right": "issue:38175", - "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Compilation of non-template nodes is a different failure from a flash_attn import key error." - }, - { - "left": "issue:45072", - "right": "issue:45198", - "accept": false, - "reason": "BF16 inference dtype mismatches are unrelated to Wav2Vec2 save/tokenization failures." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Both are Gemma4, but one is a missing default token-id behavior and the other is a device_map forward mismatch." - }, - { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Flash-attention helper import error and meta-device model loading breakage are different problems." - }, - { - "left": "issue:44315", - "right": "issue:44849", - "accept": false, - "reason": "Liger Kernel model_init application and Qwen3.5 hidden-states output are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 HF vs JAX discrepancy does not match a checkpoint key mismatch." + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." } ] }, @@ -7291,12 +7193,14 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ + "issue:15354", "issue:28218", "issue:35141", "issue:37428", "issue:38175", "issue:42490", "issue:42915", + "issue:43232", "issue:43278", "issue:43295", "issue:43334", @@ -7306,19 +7210,14 @@ "issue:43525", "issue:43526", "issue:43572", - "issue:43575", - "issue:43653", - "issue:43819", + "issue:43701", "issue:43824", - "issue:43827", "issue:43844", "issue:43856", "issue:43873", - "issue:43901", "issue:43957", "issue:43975", - "issue:44112", - "issue:44206", + "issue:44315", "issue:44442", "issue:44466", "issue:44514", @@ -7326,34 +7225,44 @@ "issue:44554", "issue:44610", "issue:44792", + "issue:44849", "issue:44898", "issue:44936", "issue:44987", - "issue:45083", + "issue:45072", + "issue:45084", "issue:45127", "issue:45198", "issue:45200", - "issue:45245", "issue:45325", "issue:45356", "issue:45412", + "issue:45520", "issue:45563", - "issue:45584" + "issue:45823" ], "soft_pairs": [ + "issue:15354|issue:38175", + "issue:45084|issue:45520", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:44315|issue:44849", + "issue:43493|issue:43701", "issue:43295|issue:44610", "issue:44554|issue:45356", "issue:44898|issue:45412", "issue:44466|issue:45127", "issue:43572|issue:44987", - "issue:45200|issue:45325", "issue:37428|issue:43824", + "issue:45200|issue:45325", "issue:43572|issue:43957", - "issue:43844|issue:44936", "issue:43295|issue:43450", + "issue:43844|issue:44936", "issue:43295|issue:43873", - "issue:44792|issue:45563", "issue:43334|issue:43525", + "issue:44792|issue:45563", "issue:43824|issue:43975", "issue:43388|issue:43526", "issue:42915|issue:43824", @@ -7363,225 +7272,228 @@ "issue:44442|issue:45198", "issue:28218|issue:35141", "issue:43278|issue:43856", - "issue:42490|issue:43493", - "issue:43653|issue:44112", - "issue:43450|issue:43575", - "issue:43827|issue:43901", - "issue:44206|issue:45584", - "issue:45127|issue:45245", - "issue:43819|issue:45083" + "issue:42490|issue:43493" ], - "prepared_review_unit_hash": "399d17d9c5766a0dc1e1a191059466a06d87384aa6c9d6f218e5867267d05148", + "prepared_review_unit_hash": "f9b574db28ade7620fb6718d3367457d5a8871d82f296b3feb628ecc662e46ba", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36676, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36667, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair should be accepted on the available evidence. Most pairs are clearly unrelated, and the SigLIP2 pair (38175/43493) is only weakly related by model family and wording, not shown to be the same bug.", - "confidence": 0.89, - "canonical_issue_reason": "No canonical issue is justified from the packet alone; the cluster does not contain a clearly proven duplicate set, and the SigLIP2 pair lacks body evidence tying 38175 to 43493 as the same defect.", + "summary": "This cluster is mostly a similarity bucket of unrelated bug reports, not a true duplicate set. A few issues share surface-level themes (tokenizers, multimodal processors, config fields, model loading), but none look like the same concrete bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the reports are heterogeneous; if forced to pick a local hub, issue 43295 is the closest anchor among the processor-regression subset.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43493 is the strongest standalone issue in the cluster because it is the broadest SigLIP2 report, but it should be treated as related-not-duplicate to 38175 absent stronger body evidence.", + "best_issue_reason": "Issue 43295 is the best representative only in the narrow sense that it has the strongest local connectivity to other processor-related reports, but it still does not unify the cluster into one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Different failures in different areas: TorchScript export of a ViT model vs SigLIP2 output-probability behavior." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Both mention import-related problems, but one is a template-node compilation error and the other is a Python 3.13 flash_attn import warning/key lookup issue." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated model paths and symptoms: dtype mismatch during bfloat16 inference vs save_pretrained/tokenization failure in Wav2Vec2." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is missing/default mm_token_type_ids and the other is a device-map forward mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different concrete bugs: missing import symbol in flash attention utils vs model loading with torch.device(\"meta\")." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation-kwargs update after sync_gpus is unrelated to the Qwen3.5 hidden-states output bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied in model_init is a training/integration issue, not the same as Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation parity is unrelated to resume_from_checkpoint key mismatch." + }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are multimodal regressions, but they describe different failures and code paths: processor/tokenizer handling vs OmDet-Turbo image size mismatch." + "reason": "Both are processor/model integration regressions, but one is a processor-tokenizer API break and the other is an image-size mismatch for OmDet-Turbo." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Different subsystems and bugs: MPS attention correctness vs Qwen2.5-VL rope/position-id scaling." + "reason": "MPS attention correctness is unrelated to the Kimi-K2.5 tokenizer codec/regression issue." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution/interpolation bug and RT-DETR memory leak are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory release are different bugs with different code paths." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization of `lm_head.weight` and the other is LoRA merge collapse with extended vocab." + "reason": "Both touch tied weights, but one is device-dependent lm_head serialization and the other is LoRA merge collapse with extended vocabulary." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Loading regressions, but for different models and failure modes: `pad_token_idx` vs loading `physical-intelligence/fast`." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as loading the physical-intelligence/fast model." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention import symbol removal is unrelated to importing Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different model families and different bugs: Gemma 4 multimodal token-type defaults vs Qwen2.5-VL temporal position-id scaling." + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." }, { - "left": "issue:37428", + "left": "issue:43572", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but they involve different missing symbols and different modules/models." + "reason": "StableLmConfig pad_token_idx regression is unrelated to the Qwen2_5_VL import error." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "StableLm `pad_token_idx` regression and `torch.device(\"meta\")` loading failures are separate issues." + "reason": "Custom processor/tokenizer regression and batched video processor shape bug are different failures." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "Training instability with ZeRO-3 is unrelated to `trainer.evaluate()` breaking after `trainer.train()`." + "reason": "ZeRO-3 gradient explosion and trainer.evaluate-after-train are distinct training issues." }, { "left": "issue:43295", - "right": "issue:43450", + "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and batched video processor shape bug are different subsystems and defects." + "reason": "Processor/tokenizer regression is unrelated to offloading/quantization behavior." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same underlying bug." + "reason": "Both mention missing pad_token_id, but they affect different model configs and are not the same bug." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and stale paged-generate warning are unrelated." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and are not clearly the same defect." + "reason": "A janus test failure and a stale warning for num_return_sequences are unrelated." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for `Qwen2_5_VLForConditionalGeneration` and DeepSeek-Coder detokenization regression are unrelated." + "reason": "ImportError for a model class is unrelated to the DeepSeek coder detokenization regression." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-handling bugs in different code paths: `gather_for_metrics` vs `BeitImageProcessorFast.reduce_labels`." + "reason": "These are different label-handling bugs in different utilities (gather_for_metrics vs BeitImageProcessorFast)." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3MoE and Qwen2.5-VL ImportError are unrelated." + "reason": "Qwen3Moe FP8 config failure and Qwen2_5_VL import error are different model-loading problems." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero-probability issue and RT-DETR memory leak do not share the same bug." + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "The titles are thematically related, but the evidence only shows a possible SigLIP2 connection: zero probabilities vs HF-vs-JAX discrepancy. That is not enough to treat them as the same bug." + "reason": "Same model family, but one reports zero probabilities and the other an implementation-vs-JAX discrepancy; not the same concrete bug." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batching crash with `padding=False` and the other is all-zero assistant masks for multimodal inputs." + "reason": "Both are Qwen2_5_VLProcessor chat-template issues, but one is a batched padding crash and the other is all-zero assistant masks; different failure modes." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are separate tokenizer issues." + "reason": "FastSpeech2ConformerTokenizer load failure and Wav2Vec2 save/tokenization failure are different tokenizer bugs." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinit after resize are unrelated tokenization/model-init bugs." + "reason": "Tokenizer spacing after an added token is unrelated to embedding reinitialization after resizing." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in evaluation and Qwen3 MoE memory inefficiency are unrelated." + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory inefficiency." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path trailing-slash import warning and SigLIP2 implementation discrepancy are different issues." - }, - { - "left": "issue:43653", - "right": "issue:44112", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale test are unrelated." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video processor shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:43901", - "accept": false, - "reason": "Both are docs-related, but they refer to different documentation gaps and behaviors." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Unsupported `center` arg in LaserFeatureExtractor and Whisper empty-transcription failure are unrelated." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA/tied-weights collapse and category-count runtime limit are entirely different bugs." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC latent decoding mismatch and a Qwen3 Omni MoE helper behavior issue are unrelated." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The rejection judgments are mostly conservative, but the lone accepted soft-edge pair is too strong for the packet evidence. From titles alone, 38175 (\u201cUnexpected Zero Probabilities with siglip2-base-patch16-224\u201d) and 43493 (\u201cSigLIP2 discrepancy between HF implementation and original JAX implementation\u201d) are plausibly related, but the output states as fact that they are the same bug and that 38175 is merely a symptom. That overstates what\u2019s grounded here. The canonical/best-issue rationale also leans on that same unsupported equivalence. Please downgrade this pair to tentative or reject unless there is stronger body evidence." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7613,20 +7525,20 @@ "issue:43504", "issue:43526", "issue:43550", + "issue:43575", "issue:43606", "issue:43611", "issue:43653", - "issue:43720", "issue:43819", "issue:43825", + "issue:43827", + "issue:43901", "issue:43931", "issue:44112", "issue:44206", - "issue:44292", "issue:44351", "issue:44360", "issue:44448", - "issue:44462", "issue:44493", "issue:44561", "issue:44610", @@ -7634,36 +7546,43 @@ "issue:44779", "issue:44855", "issue:44857", - "issue:45072", "issue:45083", + "issue:45127", "issue:45200", + "issue:45245", "issue:45290", "issue:45310", "issue:45381", "issue:45478", - "issue:45520", + "issue:45584", "issue:45588", "issue:45593", "issue:45823", "issue:45859" ], "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43450|issue:43575", + "issue:43827|issue:43901", + "issue:44206|issue:45584", + "issue:45127|issue:45245", "issue:43262|issue:43450", + "issue:43819|issue:45083", "issue:43819|issue:44112", "issue:44610|issue:44857", - "issue:43335|issue:43550", "issue:37428|issue:43425", + "issue:43335|issue:43550", "issue:43606|issue:45083", "issue:45290|issue:45381", "issue:44448|issue:44743", "issue:44857|issue:45593", "issue:45200|issue:45588", "issue:43278|issue:43825", - "issue:44360|issue:44561", "issue:29942|issue:32090", "issue:37428|issue:44351", - "issue:44206|issue:45823", "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:44360|issue:44561", "issue:43335|issue:43653", "issue:39692|issue:43526", "issue:43819|issue:44493", @@ -7671,257 +7590,257 @@ "issue:43335|issue:43504", "issue:44855|issue:45083", "issue:45310|issue:45478", - "issue:43335|issue:45083", "issue:29127|issue:32090", - "issue:45588|issue:45859", + "issue:43335|issue:45083", "issue:39692|issue:44493", + "issue:45588|issue:45859", "issue:44448|issue:44779", - "issue:43335|issue:45072", - "issue:38175|issue:44493", - "issue:44292|issue:45520", - "issue:43335|issue:45593", - "issue:43720|issue:44112", - "issue:44462|issue:44561", - "issue:44561|issue:44779" + "issue:38175|issue:44493" ], - "prepared_review_unit_hash": "ae2fb70159dd2b4e06b5a045a429ec492e87ff5b5c0b23397852d062ddf37a62", + "prepared_review_unit_hash": "6fa737c7b0bf021caf5d4e422f2691e3c91e92c942d618be152a2dc7ddd65d9c", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37676, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "serialized_chars": 38289, + "estimated_input_tokens": 9573, + "estimated_eval_tokens": 19402 }, "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 superficial model/subsystem themes. I found one true duplicate pair: the two Qwen3.5 MoE from_pretrained failures. All other soft pairs should be kept separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the earliest report of the exact same Qwen3.5 MoE `from_pretrained` regression; issue:45478 is a later duplicate of that same concrete failure.", + "summary": "Only one soft-edge pair looks like a true duplicate: the two Qwen3.5 MoE from_pretrained regression reports. The rest are related only at a broad subsystem/theme level or have clearly different failure modes.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the earlier, more specific report of the same transformers>=5.4.0 / Qwen3.5 MoE from_pretrained failure, while issue:45478 reads like a later duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue because it captures the concrete bug clearly and appears to be the original report for the duplicate pair.", + "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it cleanly identifies the concrete regression and is the only clear duplicate anchor in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: tokenizer special-token registration vs a GraniteSpeech CI stale device override test." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different failures: batched video processor shape vs tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipelines and different behavior changes." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated audio issues: unsupported feature-extractor arg vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Different code paths entirely: LoRA merge with tied embeddings vs a category-count limit error." + }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Both are processor bugs, but one is audio chat-template sampling-rate handling and the other is batched video shape handling; different code paths." + "reason": "Different modalities and symptoms: audio chat-template sampling rate vs video batch shape." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model areas: DAC latent reconstruction mismatch vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI stale-device test are unrelated failures." + "reason": "No concrete overlap beyond both being bugs; the model/audio paths are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different models and bugs: OmDet processor input sizing versus LwDetrImageLoss AMP/CUDA crash." + "reason": "One is an image processor size mismatch, the other is an AMP/CUDA crash in a loss function." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are not the same underlying issue." + "reason": "An import error for one helper is not the same as broad Torch 2.10 incompatibility." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Both mention compatibility, but one is a specific flash-attention import symbol break and the other is a broad Torch 2.10 incompatibility report." + "reason": "Different subsystems: SwitchTransformers config bug vs Bamba torch.compile/SDPA failure." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small versus a qwen3_omni_moe helper length issue are distinct problems." + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call serialization crash and qwen2.5-vl video position-id corruption are different failures." + "reason": "Different problems in different models: tool-call template crash vs qwen2.5-vl vision_position_ids issue." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output drift across versions and qwen3 recurrent-state reset with cache are different code paths." + "reason": "Both are v4/v5 regression reports, but the affected model behavior is different." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "One is an AMP/CUDA loss crash; the other is missing auxiliary losses when denoising is off." + "reason": "Detection-loss AMP crash is not the same as missing auxiliary losses when denoising is off." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros and flash_attention crashing on s_aux=None are unrelated." + "reason": "Gemma 4 token-type-id handling and flash_attention sink-less auxiliary-state handling are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and a pipeline error-message issue are not the same bug." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer ReLU discussion and removal of `is_torch_fx_available` breaking trust_remote_code models are unrelated." + "reason": "A dtype regression in training/eval is unrelated to a pipeline error-message bug." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error do not describe the same failure." + "reason": "Flash Attention 2 test failures and a Trainer broadcast NoneType error are different issues." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Different import failures: missing `_flash_supports_window_size` versus missing `HybridCache` export." - }, - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are separate bugs." + "reason": "Both are import errors, but they concern different symbols and likely different breakages." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "`base_model_prefix` loading break and Qwen3-VL weight-shape mismatch are different model-loading issues." + "reason": "Generic model-loading breakage versus a specific Qwen3-VL weight-shape mismatch are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device-related problems, but they affect different models and different execution paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer discussion is unrelated to trust_remote_code breakage from removing is_torch_fx_available." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different models and failures: SwitchTransformers sparse-layer creation vs BigBirdTokenizer decode/special-token bug." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc-example errors and BeitImageProcessorFast `reduce_labels` returning one label are different issues." + "reason": "SigLIP2 docs/model mismatch is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/STE mismatch versus widespread unexpected position-id keys are not the same bug." + "reason": "DAC latent mismatch is unrelated to position-id/key warnings across many models." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA compile failure and GraniteSpeech stale-device test failure are unrelated." + "reason": "torch.compile/SDPA failure is unrelated to the GraniteSpeech CI device-override test." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Beit semantic-segmentation legacy-field load failure are different issues." + "reason": "A config bug in SwitchTransformers is not the same as Beit semantic-segmentation legacy-field loading failure." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 `IndentationError` in DebertaV2Model and qwen3_omni_moe output-length behavior are unrelated." + "reason": "Python 3.13 indentation/parsing failure in DebertaV2 is unrelated to qwen3_omni_moe feature-length logic." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same exact Qwen3.5 MoE `from_pretrained` regression (`transformers>=5.4.0`), clearly the same underlying bug." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Same underlying bug: both report the Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer broadcast TypeError are different failures." + "reason": "LayoutLMv3 box-content error handling and Trainer GPU broadcast NoneType are unrelated." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Flash-attention integration crashing on `s_aux=None` and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are distinct code paths." + "reason": "SwitchTransformers sparse-layer config bug does not match qwen3_omni_moe feature-length behavior." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 documentation mistakes and unexpected position-id keys across many models are unrelated." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Pegasus version output differences and Deepseek tokenizer regression are different problems." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 zero-probabilities issue and unexpected position-id key issue are not the same bug." - }, - { - "left": "issue:44292", - "right": "issue:45520", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 `flash_attn` import KeyError are unrelated." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "BitNet packed-weights loading bug and GraniteSpeech stale-device CI failure are different issues." + "reason": "SigLIP2 documentation/model mismatch is unrelated to the generic position-id warning issue." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "AutoTokenizer ignoring `tokenizer.json` and `is_torch_fx_available` removal breaking trust_remote_code are unrelated." + "reason": "Flash-attention auxiliary-state handling and Qwen3_5Moe rotary embedding CPU-offload compatibility are different code paths." }, { - "left": "issue:44561", + "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Trust_remote_code breakage from API removal and Deepseek tokenizer regression are different code paths." + "reason": "Pegasus output divergence and DeepSeek tokenizer regression are separate model-specific issues." }, { - "left": "issue:45520", - "right": "issue:44351", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "`flash_attn` import KeyError and missing `HybridCache` import are separate import failures." + "reason": "Unexpected zero probabilities in SigLIP2 are unrelated to the position-id/key warning issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and close timestamps, with 45310 being earlier. The rest of the verdicts read as cautious separations rather than overclaims." + "feedback": "The assessment is grounded in the packet: 45310 and 45478 have the same title and clearly read as the same Qwen3.5 MoE from_pretrained regression, with 45310 earlier, so the canonical choice is reasonable. The other soft-edge verdicts are conservative and mostly rely on distinct model/subsystem and failure-mode differences visible in the titles. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -7942,10 +7861,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:10000", - "issue:15354", "issue:28218", - "issue:29127", "issue:29942", "issue:32090", "issue:33357", @@ -7953,25 +7869,29 @@ "issue:35141", "issue:37428", "issue:40444", - "issue:41720", "issue:42490", "issue:43278", "issue:43329", + "issue:43335", "issue:43412", "issue:43526", "issue:43550", - "issue:43575", "issue:43606", "issue:43701", + "issue:43720", "issue:43723", "issue:43854", "issue:43873", "issue:43927", - "issue:43976", + "issue:44112", + "issue:44292", "issue:44448", + "issue:44462", "issue:44493", "issue:44554", + "issue:44561", "issue:44568", + "issue:44779", "issue:44857", "issue:44977", "issue:44987", @@ -7980,256 +7900,250 @@ "issue:45198", "issue:45229", "issue:45372", - "issue:45406", - "issue:45440", "issue:45459", "issue:45491", + "issue:45520", "issue:45563", "issue:45588", + "issue:45593", "issue:45698", "issue:45712", "issue:45803" ], "soft_pairs": [ - "issue:44977|issue:45229", + "issue:43335|issue:45072", + "issue:44292|issue:45520", + "issue:43335|issue:45593", + "issue:43720|issue:44112", "issue:42490|issue:43854", + "issue:44977|issue:45229", + "issue:44561|issue:44779", + "issue:44462|issue:44561", "issue:40444|issue:43526", "issue:34689|issue:35141", "issue:43606|issue:44857", "issue:44448|issue:44977", - "issue:43723|issue:44554", "issue:44857|issue:45072", + "issue:43723|issue:44554", "issue:28218|issue:32090", - "issue:43927|issue:45698", "issue:43701|issue:45083", + "issue:43927|issue:45698", "issue:44568|issue:45491", "issue:43550|issue:45083", "issue:45198|issue:45803", "issue:37428|issue:44987", "issue:43873|issue:44493", "issue:29942|issue:35141", - "issue:45372|issue:45588", "issue:32090|issue:33357", - "issue:45459|issue:45712", + "issue:45372|issue:45588", "issue:43873|issue:45229", + "issue:45459|issue:45712", "issue:44977|issue:45563", "issue:43412|issue:45588", - "issue:43278|issue:43329", - "issue:41720|issue:45229", - "issue:43976|issue:45440", - "issue:10000|issue:15354", - "issue:42490|issue:43575", - "issue:45372|issue:45406", - "issue:28218|issue:29127" + "issue:43278|issue:43329" ], - "prepared_review_unit_hash": "cd6711d8582516b0ad225c72ab4d4b76c7b14a0e77abc70161c69f1b83638686", + "prepared_review_unit_hash": "181b5188160d4b143559e20803e5d3ac10384d7533bc4158a5c15da2029d2c1c", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36390, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "serialized_chars": 36911, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated issue reports across tokenizer, model loading, attention, offload, and CI bugs. None of the soft pairs look like true duplicates or the same underlying fix.", + "summary": "This cluster is heterogeneous rather than duplicate-heavy: the soft pairs span unrelated tokenizer, loading, attention, training, quantization, CI, and model-specific regressions. I reject all soft-edge merges.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single issue is a safe canonical here; the items describe unrelated bugs across different code paths and model families.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue is suitable, because even the broadest-looking reports do not cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA inference failure; different model and failure mode." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error vs a Python 3.13 flash_attn import-utils KeyError; unrelated causes." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer construction bug vs D-FINE auxiliary-loss behavior; no shared code path." + }, + { + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs Gemma4 multi-GPU CUDA OOM." + "reason": "BitNet packed-weight loading bug vs GraniteSpeech CI device-override test flake; not the same issue." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local path trailing-slash import warning is unrelated to GLM-4.7-Flash unit-test loading failure." + "reason": "Trailing-slash import warning vs GLM-4.7 test loading failure; different loader problems." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM; different failure class." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removed helper breaking trust_remote_code vs Deepseek tokenizer regression; different components and symptoms." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json precedence bug vs v5 helper removal breakage; not the same underlying defect." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image IterableDataset fine-tuning bug for Qwen2.5-VL is not the same as BEiTImageProcessorFast reduce_labels behavior." + "reason": "Qwen2.5-VL iterable-dataset multi-image failure vs BEiT fast processor label reduction bug; unrelated." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading regression for Llama 3.2 Vision is unrelated to output embedding reinitialization after resize." + "reason": "Llama 3.2 vision model loading breakage vs embedding reinitialization after resize; different code paths." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are different bugs." + "reason": "CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss; unrelated bugs." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output drift is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure; not mergeable as one fix." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading regression and MPS attention correctness issue are unrelated code paths." + "reason": "LwDetrImageLoss AMP crash vs SwitchTransformers dtype mismatch; different subsystem and symptom." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Both mention dtype problems, but the affected models and failure modes differ; not the same underlying bug." + "reason": "Tokenizer loading regression in v5 vs MPS attention correctness issue; no shared bug." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Added-token spacing bug is unrelated to Trainer NoneType GPU broadcast failure." + "reason": "Tokenizer spacing after added token vs Trainer _gpu_broadcast_one NoneType error; unrelated." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module; different bugs." + "reason": "resume_from_checkpoint key mismatch vs qwen3_omni_moe length helper bug; different areas." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module; not the same defect." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer BOS/EOS handling issue is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Special-token insertion regression vs Gemma3 NaN embeddings with sliding-window attention; unrelated failures." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile SDPA failure for Bamba is unrelated to qwen3_omni_moe length computation." + "reason": "torch.compile SDPA failure vs feature-extraction length helper bug; different code paths." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and bare except swallowing errors in Fuyu are separate input-processing bugs." + "reason": "Wav2Vec2 save/tokenization failure vs bare except swallowing errors in FuyuBatchFeature; not duplicates." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Flash-attention utility import error is unrelated to loading physical-intelligence/fast." + "reason": "Missing flash_attention_utils symbol vs model loading failure for a specific repo; too different to merge." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantization/offloading issue and position-id key mismatch affect different mechanisms." + "reason": "Quantization offloading issue vs unexpected position-id keys; unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 processor import dependency issue and flash_attention.py s_aux=None crash are different failures." + "reason": "Flash Attention 2 test failures vs output embedding reinit on resize; different bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to MacOS bus error with a community CLIP model." + "reason": "Trainer broadcast NoneType error vs MacOS bus error on CLIP loading; unrelated." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer protobuf exception masking errors is unrelated to leftover dummy classes in dummy_pt_objects.py." + "reason": "Gemma processor import breakage vs flash_attention.py crash on s_aux=None; different components." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Quantization/offloading not working and Gemma4 multi-GPU OOM are memory-related but not the same concrete bug." + "reason": "Tokenizer error masking when protobuf is absent vs leftover dummy classes; not the same underlying issue." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure is unrelated to a stale paged-generate warning." + "reason": "Flash-attention generation bug vs stale paged-generate warning; one is behavioral, the other is warning cleanup." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "ExecuTorch export problems for Gemma3n are unrelated to flash_attention.py AttributeError on s_aux=None." + "reason": "Executorch export / erfinv support problem vs flash_attention.py AttributeError; unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 dtype change in evaluate is unrelated to undefined video-branch helper names in multimodal token counting." - }, - { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Auto device-map cudaErrorAssert on Qwen3 is not the same as Gemma4 multi-GPU OOM." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python version compatibility failure and DeepSeekV3MoE divergence are unrelated." - }, - { - "left": "issue:10000", - "right": "issue:15354", - "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp torch.jit export failure are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43575", - "accept": false, - "reason": "Trailing-slash import warning and tp-induced OOM for Qwen2-57B are different bugs." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Gemma4 processor loading import error and Gemma4Processor missing _tokenizer in serve are separate regression symptoms, not one fix." - }, - { - "left": "issue:28218", - "right": "issue:29127", - "accept": false, - "reason": "Tokenizer added-space bug is unrelated to LayoutLMv3 box-insufficient-information error messaging." + "reason": "Eval/training dtype drift vs undefined video-branch variables in multimodal token counting; different bugs." } ] }, @@ -8253,27 +8167,27 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ + "issue:10000", + "issue:15354", "issue:25251", + "issue:28218", "issue:29127", "issue:29942", "issue:30064", "issue:32090", - "issue:33290", - "issue:33357", - "issue:34567", - "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", "issue:43066", - "issue:43257", "issue:43278", "issue:43381", "issue:43421", + "issue:43575", "issue:43653", "issue:43756", - "issue:43873", + "issue:43976", "issue:43994", "issue:44186", "issue:44206", @@ -8284,14 +8198,15 @@ "issue:44462", "issue:44466", "issue:44479", - "issue:44610", "issue:44743", "issue:44857", "issue:44871", "issue:44977", "issue:45198", + "issue:45229", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", @@ -8299,21 +8214,26 @@ "issue:45520", "issue:45563", "issue:45588", - "issue:45593", "issue:45823" ], "soft_pairs": [ + "issue:41720|issue:45229", + "issue:10000|issue:15354", + "issue:43976|issue:45440", + "issue:42490|issue:43575", + "issue:45372|issue:45406", + "issue:28218|issue:29127", "issue:43065|issue:43994", "issue:45372|issue:45459", "issue:44857|issue:45588", "issue:43065|issue:45412", - "issue:45245|issue:45563", "issue:44448|issue:44466", + "issue:45245|issue:45563", "issue:45588|issue:45823", "issue:43653|issue:44743", "issue:43278|issue:43381", - "issue:44186|issue:45198", "issue:25251|issue:32090", + "issue:44186|issue:45198", "issue:44206|issue:44479", "issue:43994|issue:45412", "issue:43066|issue:44462", @@ -8322,219 +8242,206 @@ "issue:44451|issue:45520", "issue:42915|issue:42994", "issue:44265|issue:45198", - "issue:43756|issue:45440", "issue:43421|issue:45491", - "issue:29942|issue:30064", - "issue:33357|issue:39692", - "issue:43257|issue:43278", - "issue:29127|issue:34567", - "issue:42490|issue:43873", - "issue:32090|issue:33290", - "issue:44610|issue:45412", - "issue:45440|issue:45593" + "issue:43756|issue:45440", + "issue:29942|issue:30064" ], - "prepared_review_unit_hash": "f69eeacb26fbb0693c3d1236823cd625b1fdd8d09f59315bbbe990f84482fc65", + "prepared_review_unit_hash": "a5cdefd389b4d392eb7bb73de36fe3739d6699ea42d849a43fec5a5ab4a14539", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36348, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "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": "This cluster is heterogeneous: all soft pairs are false positives spanning unrelated tokenizer, model, training, quantization, and documentation bugs. No single issue stands out as a duplicate anchor.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items cover many unrelated problem areas and do not form one coherent duplicate set.", + "summary": "No soft pair looks like a true duplicate or same fix; most are only loosely related by subsystem (tokenization, Gemma, CUDA, etc.) but differ in concrete failure mode and code path. No PRs are present in the cluster, so triage is issue-only.", + "confidence": 0.91, + "canonical_issue_reason": "issue:28218 is the clearest, high-signal user bug report in the set: a specific tokenizer regression with a reproducible output change and active discussion.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is too mixed for any one issue to represent it as the likely duplicate target.", + "best_issue_reason": "issue:28218 is the best representative issue because it is specific, still open, and describes a concrete behavioral regression rather than a vague environment or model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are CUDA-related, but one is a Qwen3 device-mapping assert and the other is a Gemma4 multi-GPU OOM; different models and failure modes." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely unrelated model/runtime failures: DistilBERT init issue vs a torch.jit scripting/export GeneratorExp limitation." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "One is a Python-version compatibility issue, the other is a model implementation divergence for DeepSeekV3MoE; no shared underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2 tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma4 processor loading, but one is a missing ReasoningEffort import and the other is a missing _tokenizer attribute in serve; different root causes." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing regression vs a LayoutLMv3 error-message clarity issue; not the same bug." + }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different problems: a dummy Conv2d in Sam3PixelDecoder vs SigLIP2 model/processor mismatch and bad outputs." + "reason": "Sam3PixelDecoder dummy Conv2d vs SigLIP2 bad outputs are separate model issues." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Different failures: Gemma 4 processor import error vs tokenizer error masking when protobuf is absent." + "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are different tokenizer/loading paths." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Unrelated code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention sink-less model AttributeError." + "reason": "Different components and bugs: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py AttributeError on s_aux=None." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Model architecture placeholder bug vs RT-DETR memory leak on deletion; not the same issue." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Different behavior: category-count runtime error vs a stale warning in paged generate()." + "reason": "Model architecture placeholder layer vs RT-DETR memory release/leak issue; unrelated." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different bugs: output drift between v4/v5 for Pegasus vs inconsistent lm_head.weight serialization by device." + "reason": "Both concern output/serialization behavior, but one is generation output drift and the other is lm_head weight serialization depending on device." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and stale generate warning are unrelated." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention None-handling crash is separate from Gemma4 PLE device placement mismatch." + "reason": "Flash-attention sinkless-model crash vs Gemma4 PLE device mismatch; different code paths." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration bug vs Qwen3.5 recurrent state reset with cache; unrelated." + "reason": "BigBirdTokenizer special-token registration bug vs Qwen3.5 recurrent-state reset bug; not the same issue." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval dtype change in embeddings is not the same as gradient checkpointing being disallowed in eval mode." + "reason": "Embedding dtype drift and gradient checkpointing in eval mode are distinct training/eval concerns." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Different tokenizers and failure modes: LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure." + "reason": "Pipeline top_k output-shape change vs Trainer broadcast NoneType error are unrelated." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Pipeline top_k nesting regression is unrelated to Trainer _gpu_broadcast_one NoneType errors." + "reason": "Different tokenizer/model families and failures: LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in an image extractor vs Qwen video input regression; different subsystems and symptoms." + "reason": "Feature-extractor center-arg regression and Qwen video-input regression are separate regressions." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference/output problem is unrelated to RT-DETR model memory not being released." + "reason": "SigLIP2 incorrect outputs and RT-DETR memory retention are unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder type mismatch vs AutoTokenizer ignoring tokenizer.json; separate loading/serialization bugs." + "reason": "Wrong decoder type in v5 vs AutoTokenizer ignoring tokenizer.json are different tokenizer-loading bugs." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization fail do not share the same failure path." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config inconsistency is distinct from Qwen3.5 flash-attention generation regression." + "reason": "Gemma3 eos_token_id config mismatch vs Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model load failure for ScandiBERT is unrelated to Python 3.13 flash_attn import KeyError." + "reason": "ScandiBERT loading failure and Python 3.13 flash_attn import KeyError are separate compatibility/import problems." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both involve quantization broadly, but one is FP8 loading failure and the other is quantized saving failure." + "reason": "Both involve quantization, but one is a FineGrainedFP8Config load failure and the other is quantized model saving failure." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export/export and torch_compilable_check failure is unrelated to Wav2Vec2 tokenization/save_pretrained issues." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE layer dropping is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "torch.export.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained failure." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings in mixed-length sliding-window batching." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention 2 test failures do not match void segmentation map processing failures." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "Both mention vision-language models, but one is a MacOS bus error for a CLIP model and the other is a docs/example mismatch." - }, - { - "left": "issue:43257", - "right": "issue:43278", - "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is different from dtype drift between training and evaluation." - }, - { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "LayoutLMv3 box-validation messaging and TrainerState token-count tracking are unrelated bugs." - }, - { - "left": "issue:42490", - "right": "issue:43873", - "accept": false, - "reason": "Trailing-slash model path warning is unrelated to quantization offloading behavior." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer broadcast NoneType crash and Adafactor OOM in DeepSpeed are different failure modes." + "reason": "Tokenizer post-processor update bug and Gemma3 NaN embeddings with mixed-length batching are different problems." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory release behavior." + "reason": "RoPE-layer count mismatch in Smollm3 and DeepSeekV3MoE implementation divergence are not the same change." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "DeepseekV3MoE implementation divergence is not the same as D-FINE missing auxiliary losses when denoising is off." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." } ] }, @@ -8560,66 +8467,72 @@ "nodes": [ "issue:29127", "issue:29942", + "issue:32090", + "issue:33290", "issue:33357", + "issue:34567", "issue:35141", "issue:36010", + "issue:39692", "issue:42490", "issue:42915", - "issue:43232", + "issue:43257", "issue:43262", + "issue:43278", "issue:43334", "issue:43381", - "issue:43388", - "issue:43441", "issue:43526", "issue:43531", "issue:43575", - "issue:43646", "issue:43653", "issue:43701", "issue:43761", "issue:43824", + "issue:43873", "issue:43931", "issue:44062", - "issue:44077", - "issue:44079", "issue:44186", "issue:44206", "issue:44279", - "issue:44387", "issue:44442", "issue:44464", + "issue:44610", "issue:44625", - "issue:44743", - "issue:44811", "issue:44857", "issue:44977", - "issue:45003", "issue:45072", "issue:45103", "issue:45245", "issue:45372", + "issue:45412", "issue:45440", "issue:45491", "issue:45584", - "issue:45588", + "issue:45593", "issue:45834", "issue:45859", "issue:45907" ], "soft_pairs": [ + "issue:33357|issue:39692", + "issue:43257|issue:43278", + "issue:29127|issue:34567", + "issue:42490|issue:43873", + "issue:32090|issue:33290", + "issue:44610|issue:45412", "issue:43824|issue:44279", + "issue:45440|issue:45593", "issue:43653|issue:44442", - "issue:43761|issue:45859", - "issue:45103|issue:45372", "issue:43381|issue:43701", "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:45103|issue:45372", "issue:43526|issue:44186", "issue:29942|issue:36010", "issue:29127|issue:33357", "issue:44625|issue:45584", - "issue:43334|issue:43531", "issue:29127|issue:35141", + "issue:43334|issue:43531", "issue:44977|issue:45245", "issue:44464|issue:45491", "issue:42915|issue:43931", @@ -8627,212 +8540,205 @@ "issue:43262|issue:44206", "issue:43526|issue:44857", "issue:42490|issue:43381", - "issue:44062|issue:45907", - "issue:43232|issue:43388", "issue:43575|issue:43701", - "issue:44743|issue:44811", - "issue:43761|issue:44079", - "issue:43646|issue:44077", - "issue:43441|issue:45588", - "issue:43575|issue:44387", - "issue:45003|issue:45440" + "issue:44062|issue:45907" ], - "prepared_review_unit_hash": "5b5df8364d9a61d986de8e6201979bbd41a3af4c10b32a6c37232dfdb985b7fa", + "prepared_review_unit_hash": "fbfe63df3c14708dac9246e9521ae2bc91ce91563b8d30666dc81f171037c1ed", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36133, - "estimated_input_tokens": 9034, - "estimated_eval_tokens": 18324 + "serialized_chars": 35468, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated model-loading, tokenizer, generation, attention, and training bugs. I don\u2019t see a convincing duplicate core, so there is no clear canonical issue or PR here.", - "confidence": 0.96, + "summary": "The set spans many unrelated bugs, regressions, and loader/model-specific issues across different components. None of the soft-edge pairs look like the same underlying problem, so all candidate duplicates are rejected.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43824 is the strongest standalone report here: a concrete import regression with clear impact and multiple inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Both mention import/load problems, but one is a missing Qwen2.5-VL export and the other is a generic dependency issue; not the same bug or fix." + "reason": "Different problems: a MacOS bus error in CLIP loading vs documentation example mistakes for SigLIP2." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43257", + "right": "issue:43278", "accept": false, - "reason": "Both are tokenizer-related, but one is BigBird special-token registration and the other is FastSpeech2ConformerTokenizer loading; different code paths." + "reason": "Unrelated bugs: Qwen3 MoE weight conversion under accelerate+deepspeed vs embedding dtype drift in eval." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "A CLIPVisionModel hidden_states regression is unrelated to Qwen3.5Moe CPU-offload rotary embedding behavior." + "reason": "Different areas: LayoutLMv3 error messaging vs TrainerState token-count tracking." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A local-path import warning is not the same as quantization/offloading behavior." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast failure and deepspeed Adafactor OOM are distinct distributed-training issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "One is an auto_docstring annotation/introspection crash; the other is a mistral_common ReasoningEffort import breakage in Gemma processor loading." + "reason": "Processor/model input-size mismatch is unrelated to RT-DETR memory being retained after deletion." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing export/import for Qwen2_5_VL is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but different tokenizers and failure modes; not the same bug." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training-state issues." + "reason": "Gradient checkpointing in eval mode and checkpoint key mismatch are separate training-flow issues." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Both are vision/OCR-adjacent, but one is BeitImageProcessorFast label reduction and the other is a Kosmos2.5 long-OCR index error." + "reason": "BEiT label reduction bug vs Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility affect different code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash and Gemma 4 processor import failure are unrelated." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "LayoutLMv2Tokenizer batching/NER crashes are unrelated to BeitImageProcessorFast returning only one label." + "reason": "Both are tokenizer/processor reports, but they concern different models and different failure modes." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated regressions." + "reason": "Flash Attention 2 test failures are not the same as a GenerationMixin import error." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box validation messaging and a MacOS bus error loading a CLIP model are different bugs." + "reason": "LayoutLMv3 error clarity issue is unrelated to the CLIP MacOS bus error." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are separate model/processor issues." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are different regressions." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure is not the same as Qwen3-MoE sliding_window behavior." + "reason": "Error-message clarity for LayoutLMv3 is unrelated to embedding reinitialization after resize." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "LayoutLMv3 error messaging and token embedding reinitialization in post_init are unrelated." + "reason": "Both are Qwen3-family issues, but one is a missing pad_token_id and the other is a sliding_window bug." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure and category-count overflow are unrelated." + "reason": "Flash-attention generation regression and category-cardinality RuntimeError are unrelated." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Both affect generation, but compiled-forward chunked generation inconsistency is different from Gemma3 NaN embeddings caused by sliding-window/all-padding windows." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings are different generation-path bugs." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are different loading issues." + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct model-loading issues." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch in inference are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio processor chat-template sampling-rate defaulting and LasrFeatureExtractor center-arg crash are distinct processor bugs." + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are different processor bugs." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP/CUDA crash are different image-processing/training failures." + "reason": "BEiT label reduction and LwDetr float16 AMP crash are unrelated vision issues." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "A trailing-slash local-path import warning is not the same as gradient checkpointing being disallowed in eval mode." - }, - { - "left": "issue:44062", - "right": "issue:45907", - "accept": false, - "reason": "AddedToken special-argument duplication and list_repo_files missing revision forwarding are unrelated API bugs." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs sync after sync_gpus and gather_for_metrics dropping tuple label elements affect different subsystems." + "reason": "Import warning on local paths is unrelated to gradient-checkpointing restrictions in eval mode." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM when loading a Qwen2 model is unrelated to checkpoint key mismatch on resume." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are different model behaviors." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "CLIPVisionModel missing hidden_states and ModelOutput key assignment with None are separate regressions." - }, - { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "A broad Transformers 5.0 custom initialization regression is not the same as patchtsmixer-specific post_init handling." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "FlashAttention failures in Ministral-3 and sink-less-model s_aux=None crashes are different flash-attention code paths." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM and increased CUDA reserved memory under int4 quantization are not the same failure." + "reason": "Tensor-parallel OOM for Qwen2-57B and resume_from_checkpoint key mismatch are different problems." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and DeepSeekV3 divergence from remote implementation are unrelated." + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API bugs." } ] }, @@ -8863,18 +8769,19 @@ "issue:36010", "issue:36331", "issue:41628", - "issue:42175", "issue:42490", "issue:42907", + "issue:43232", "issue:43316", "issue:43381", - "issue:43404", + "issue:43388", "issue:43441", "issue:43493", "issue:43525", - "issue:43540", + "issue:43575", "issue:43611", "issue:43643", + "issue:43646", "issue:43720", "issue:43723", "issue:43749", @@ -8883,36 +8790,43 @@ "issue:43873", "issue:43931", "issue:44077", + "issue:44079", "issue:44188", - "issue:44190", + "issue:44387", "issue:44442", "issue:44479", - "issue:44496", - "issue:44514", "issue:44743", - "issue:44855", + "issue:44811", "issue:44871", - "issue:44877", "issue:44898", "issue:44913", - "issue:45137", + "issue:45003", "issue:45216", "issue:45290", "issue:45372", + "issue:45440", "issue:45479", + "issue:45588", "issue:45698", "issue:45759", "issue:45803" ], "soft_pairs": [ + "issue:44743|issue:44811", + "issue:43232|issue:43388", + "issue:43575|issue:44387", + "issue:43646|issue:44077", + "issue:43761|issue:44079", + "issue:43441|issue:45588", + "issue:45003|issue:45440", "issue:44442|issue:45803", "issue:43723|issue:45479", "issue:43761|issue:44188", "issue:44479|issue:45290", "issue:43316|issue:43525", "issue:44442|issue:44898", - "issue:42907|issue:45698", "issue:33290|issue:34567", + "issue:42907|issue:45698", "issue:42490|issue:44743", "issue:34689|issue:43611", "issue:33290|issue:35141", @@ -8921,229 +8835,229 @@ "issue:43931|issue:45216", "issue:43493|issue:43827", "issue:44077|issue:44479", - "issue:43316|issue:45759", "issue:43720|issue:44442", + "issue:43316|issue:45759", "issue:41628|issue:45372", "issue:43643|issue:44913", "issue:43749|issue:43931", "issue:34689|issue:36010", "issue:43873|issue:44871", - "issue:33290|issue:36331", - "issue:44190|issue:44496", - "issue:44855|issue:45137", - "issue:43540|issue:44514", - "issue:43316|issue:44877", - "issue:42175|issue:43316", - "issue:43404|issue:43441" + "issue:33290|issue:36331" ], - "prepared_review_unit_hash": "6d2176dfdd643dea230c2b9d169a6468cba4064c4ff21e53fef2adda4c2dd13e", + "prepared_review_unit_hash": "e058929b7a4e0b4ab837a2b89f5d493ed652a24d2c8f6835744ac9daf73f2ff9", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36426, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37235, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers issues; none of the soft pairs look like the same underlying bug, and there are no PRs to consolidate.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the items span distinct problems in loading, config handling, training, vision/multimodal processing, and docs.", + "summary": "The cluster is highly heterogeneous: most items are distinct framework regressions or model-specific bugs, not duplicates. I found no soft pair that looks safe to merge, and there are no PRs in the set.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 43646 is the broadest framework-level regression in the set, but the cluster is too mixed to treat it as a true umbrella duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue #43749 is the strongest representative by engagement and impact (multiple inbound refs, high discussion) and describes a concrete runtime regression.", + "best_issue_reason": "Issue 43646 is the closest thing to a general representative because it concerns core model initialization behavior rather than a single model or peripheral API surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are different code paths." + "reason": "Different code paths: Qwen3.5 recurrent-state caching vs Whisper processor decoding options." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "AutoTokenizer load failure and a sequence-classification zero-loss bug are unrelated." + "reason": "One is generation bookkeeping after sync_gpus; the other is metric gathering dropping tuple labels." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "CLIPVision hidden-states regression and attention-kernel divergence are different failures." + "reason": "Both mention OOM, but the causes differ: tensor-parallel loading vs extra CUDA reserved memory under int4 quantization." }, { - "left": "issue:44479", - "right": "issue:45290", - "accept": false, - "reason": "Video-input regression and chat-template tool-call crash involve different processing stages." + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression vs a patchtsmixer post_init API constraint; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states output bug and ModelOutput key assignment bug are unrelated internals." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Ministral FlashAttention failure and the other is an s_aux=None crash in a different integration path." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are unrelated issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs a broad exception swallowing errors in Fuyu batch feature conversion." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to a sequence-classification zero-loss bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile are different problems." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs chat template crashes on tool-call messages." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and missing pad_token_id in Llama4Config are separate config issues." + "reason": "Different config mismatches: Gemma3TextConfig API discrepancy vs Llama4 missing pad_token_id." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading and Perceiver interpolation failure are unrelated." + "reason": "AutoTokenizer loading failure and Perceiver positional interpolation failure do not share a bug path." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Dequantized-save bug and wrong custom-module reload bug are different save/load problems." + "reason": "OOM in deepspeed Adafactor training vs TrainerState token-count not updating." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "DeepSpeed Adafactor OOM and TrainerState token counter not updating are unrelated." + "reason": "Save/dequantization behavior and wrong custom-module reload after save_pretrained are related only broadly, not the same defect." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen recurrent-state reset are different issues." + "reason": "Trailing-slash local-model import warning is unrelated to Qwen recurrent-state reset behavior." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Llama 3.2 vision model loading and base_model_prefix loading break are not the same bug." + "reason": "Llama 3.2 vision loading breakage and base_model_prefix handling are distinct loading regressions." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM in optimizer use and embedding reinitialization after resize are distinct problems." + "reason": "Training OOM with Adafactor is unrelated to output embedding reinitialization in post_init." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Training OOM and model-loading regression are unrelated." + "reason": "OOM in optimizer use vs model-loading breakage for Llama 3.2 Vision are different bugs." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode bug and quantization offloading issue are different behaviors." + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading failure are separate runtime behaviors." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Shape mismatch on load and incorrect save_pretrained checkpoint serialization are different failures." + "reason": "Weight-shape mismatch on load and incorrect checkpoint save_pretrained behavior are different failure modes." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still mentioning pipeline() are unrelated." + "reason": "SigLIP2 implementation discrepancy and stale docs referencing pipeline() are not duplicates." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are not the same underlying issue." + "reason": "patchtsmixer post_init policy and Qwen video regression affect different models and code paths." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Gemma3TextConfig discrepancy and AutoModelForCausalLM text_config unwrapping are separate API/load-path bugs." + "reason": "BitNet packed-weight loading and AutoTokenizer loading are unrelated subsystems." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated." + "reason": "Both involve config APIs, but Gemma3TextConfig discrepancy and Qwen multimodal text_config unwrapping are different concrete bugs." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "AutoImageProcessor import error and Gemma 4 ReasoningEffort import failure are different dependency/import problems." + "reason": "AutoImageProcessor import error and mistral_common ReasoningEffort import error are separate missing-symbol issues." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reload behavior are unrelated config issues." + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reset are different config serialization problems." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading regressions." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are not the same defect." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama model loading regression and GenerationMixin import error are unrelated." + "reason": "Model-loading regression for Llama 3.2 vision vs GenerationMixin import failure are unrelated." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading and Gemma eos_token_id inconsistency are different configuration bugs." + "reason": "Quantization/offloading memory growth and Gemma-3 eos_token_id inconsistency do not share a code path." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "Adafactor OOM and CustomTrainer compute_loss signature mismatch are unrelated trainer issues." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Local dataset loading failure and unrecognized-model config error do not share a code path." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 indentation parsing error and DeepSpeed ZeRO3 deque pop are different failures." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Qwen3OmniMoe video processing and batched chat-template tool-call crash are distinct." - }, - { - "left": "issue:43316", - "right": "issue:44877", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy and strict granite_speech config loading are separate config-loading issues." - }, - { - "left": "issue:42175", - "right": "issue:43316", - "accept": false, - "reason": "TensorFlow backend packaging problem and Gemma3TextConfig API discrepancy are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:43441", - "accept": false, - "reason": "lm_head tying bug and Ministral flash-attention failure affect different model paths." + "reason": "Adafactor OOM in deepspeed and CustomTrainer.compute_loss signature mismatch are unrelated training bugs." } ] }, @@ -9171,16 +9085,19 @@ "issue:22355", "issue:25251", "issue:28282", - "issue:32090", - "issue:35141", "issue:41950", + "issue:42175", "issue:42617", "issue:43065", "issue:43295", + "issue:43316", "issue:43388", + "issue:43404", + "issue:43441", "issue:43452", "issue:43475", "issue:43504", + "issue:43540", "issue:43550", "issue:43575", "issue:43606", @@ -9191,258 +9108,254 @@ "issue:43742", "issue:43761", "issue:43825", - "issue:43931", - "issue:44060", "issue:44077", "issue:44162", - "issue:44242", - "issue:44464", + "issue:44190", "issue:44479", "issue:44496", + "issue:44514", "issue:44534", - "issue:44610", "issue:44617", "issue:44734", "issue:44743", "issue:44792", + "issue:44855", "issue:44871", + "issue:44877", "issue:44913", - "issue:44977", "issue:45127", + "issue:45137", "issue:45200", "issue:45406", - "issue:45563", "issue:45584", "issue:45698" ], "soft_pairs": [ - "issue:25251|issue:28282", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:42175|issue:43316", "issue:43065|issue:44617", - "issue:43673|issue:44743", + "issue:25251|issue:28282", "issue:43295|issue:43825", + "issue:43404|issue:43441", + "issue:43673|issue:44743", "issue:44162|issue:44792", "issue:43388|issue:43688", "issue:44077|issue:44534", "issue:16998|issue:22355", "issue:43550|issue:43701", - "issue:41950|issue:43475", "issue:43606|issue:43701", "issue:44871|issue:45584", + "issue:41950|issue:43475", "issue:43761|issue:44479", - "issue:45127|issue:45200", "issue:43295|issue:44871", + "issue:45127|issue:45200", "issue:42617|issue:43575", "issue:43575|issue:43742", "issue:43452|issue:44496", "issue:43646|issue:44913", "issue:43504|issue:45698", "issue:44734|issue:45406", - "issue:44617|issue:45584", - "issue:43761|issue:44242", - "issue:32090|issue:35141", - "issue:43931|issue:44060", - "issue:45563|issue:45584", - "issue:44464|issue:44871", - "issue:44479|issue:44734", - "issue:43065|issue:44610", - "issue:44792|issue:44977" + "issue:44617|issue:45584" ], - "prepared_review_unit_hash": "901b68322f4d7b90f03c999ef173e7f968db98a86bdb997cd748cd59b27c4bc2", + "prepared_review_unit_hash": "1fdb33ab47704883292917ebc42b40d45668f4b03157b55424017d9ca4c5c38d", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36086, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36029, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerges here: the soft pairs mostly share only a broad subsystem (generation, loading, vision, or training) but not the same concrete bug or change. All soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this set; the items are mostly unrelated regressions and feature bugs rather than one duplicated report.", - "canonical_pr_reason": "No pull requests are present in the cluster.", - "best_issue_reason": "No issue is a strong global representative because the set spans many different code paths and model families.", - "best_pr_reason": "No pull requests are present, so there is no best PR candidate.", + "summary": "These items are mostly unrelated Transformers issues that only share broad subsystem overlap (generation, processors, configs, multimodal models). None of the proposed soft edges look like true duplicates or mergeable same-bug reports.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s common theme: a Transformers 5.0.0 regression that breaks custom model initialization. It\u2019s general enough to serve as the best anchor, even though the surrounding items are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to represent the cluster because it captures the most general, cross-cutting v5 breakage among the set. It is clearer and broader than the more model-specific reports.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: local dataset loading in a training script vs model config missing model_type during AutoModel resolution." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely different code paths: torch.jit parsing on Python 3.13 vs DeepSpeed ZeRO3 deque handling." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal, but they target different models and different bugs: video input validation vs batched chat-template padding behavior." + }, + { + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Different problems: pipeline top_k output shape vs missing transformers.onnx import." + "reason": "Config API inconsistency for Gemma3TextConfig is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging extras/backend dependency issue is unrelated to a model config API discrepancy." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Both touch SAM 3, but one is a dummy Conv2d placeholder and the other is a CUDA OOM during video inference." + "reason": "A dummy Conv2d placeholder in one SAM3 component is not the same bug as CUDA OOM in Sam3Video." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both are cache-related, but they affect different models/code paths and different failure modes." + "reason": "Pipeline top_k output nesting and a missing transformers.onnx import are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "One is a processor/tokenizer regression; the other is an incorrect pipeline error message about translation tasks." + "reason": "Processor/tokenizer regression is different from an error-message issue about translation tasks in v5." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failures in Ministral-3 are distinct model bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked_prefill and the other is recurrent state reset in modular_qwen3_5.py." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a Janus image-generation test failure are unrelated." + "reason": "ESM2 breakage and a Janus image-generation test failure are different model-specific regressions." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training bugs: metric gathering on last batch vs auxiliary-loss normalization." + "reason": "Metric gathering dropping tuple labels is unrelated to auxiliary-loss normalization in MoE models." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "No shared concrete bug; optional post_init handling is unrelated to non-persistent buffer initialization." + "reason": "Optional post_init enforcement for patchtsmixer is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model max length behavior and missing transformers.onnx are unrelated." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure on Bamba is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute are different bugs." + "reason": "torch.compile/SDPA OOM and resume_from_checkpoint key mismatch are unrelated training/runtime issues." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + "reason": "CPU offload device mismatch is a different failure mode from checkpoint key mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "EOS-token config mismatch is unrelated to Whisper failing on empty transcription after align_special_tokens." + "reason": "Token ID config inconsistency for Gemma-3 is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "CLIPVision hidden_states regression and qwen video-input regression are different code paths." + "reason": "Video-classification pipeline processor selection and a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput are different bugs." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "LoRA/extended-vocab collapse and mm_token_type_ids defaults are distinct Gemma issues." + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are separate model-family issues." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer access regression is unrelated to eos_token_id configuration mismatch." + "reason": "Processor/tokenizer regression is not the same as an eos_token_id configuration mismatch." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to missing mm_token_type_ids defaulting." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel execution failure and tensor-parallel OOM are not the same bug." + "reason": "A 3d_parallel script failure is not the same bug as tensor-parallel OOM loading a large model." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM when loading a large Qwen model is unrelated to a key error loading MobileLLM-125M." + "reason": "OOM during tp load and a key error loading MobileLLM-125M are different issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file breaks specific pretrained loaders; the other is an unrecognized-model/config issue." + "reason": "gguf_file/from_pretrained breakage is not the same as an unrecognized model_type in config.json." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage in v5 is unrelated to GPTNeoXConfig rotary_pct not persisting." + "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct not persisting on reload are related only at a very broad config level." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy preset loading for BEiT is not the same as loading the wrong custom module after save_pretrained." + "reason": "Legacy field rejection for Beit preset loading is distinct from loading the wrong custom module after save_pretrained." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation indexing in serve and a missing _tokenizer on Gemma4Processor are different server/runtime bugs." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:44242", - "accept": false, - "reason": "Hidden_states regression in CLIPVision and missing load-balancing loss are different issues." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "GPU broadcast NoneType error and output embedding reinitialization in post_init are unrelated training/model-init bugs." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model/config problems." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Stale num_return_sequences warning and Whisper empty transcription failure are not the same change." - }, - { - "left": "issue:44464", - "right": "issue:44871", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to eos_token_id config mismatch." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Video-input regression in Qwen models and serve KV-cache tensor indexing crash are different code paths." + "reason": "SAM3 video OOM and Whisper empty-transcription generation failure are unrelated." } ] }, @@ -9466,43 +9379,43 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ + "issue:32090", "issue:35141", - "issue:39692", "issue:41720", "issue:42490", - "issue:43295", + "issue:43065", "issue:43335", "issue:43388", - "issue:43540", - "issue:43550", "issue:43582", "issue:43644", - "issue:43650", + "issue:43761", "issue:43827", "issue:43906", - "issue:43976", + "issue:43931", "issue:43994", + "issue:44060", "issue:44077", "issue:44079", - "issue:44112", "issue:44190", - "issue:44220", + "issue:44242", "issue:44462", "issue:44464", - "issue:44496", + "issue:44479", "issue:44521", "issue:44534", + "issue:44610", "issue:44734", "issue:44737", "issue:44792", "issue:44855", + "issue:44871", "issue:44913", "issue:44933", "issue:44938", "issue:44964", + "issue:44977", "issue:45127", "issue:45245", - "issue:45276", "issue:45290", "issue:45357", "issue:45362", @@ -9516,245 +9429,224 @@ "issue:45907" ], "soft_pairs": [ + "issue:43761|issue:44242", + "issue:32090|issue:35141", + "issue:43931|issue:44060", + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44792|issue:44977", "issue:44521|issue:45381", "issue:43827|issue:43994", "issue:44464|issue:45563", - "issue:43906|issue:45290", "issue:44534|issue:44913", + "issue:43906|issue:45290", "issue:44190|issue:44964", "issue:41720|issue:45245", "issue:44933|issue:45362", "issue:44792|issue:45600", "issue:44855|issue:45588", "issue:35141|issue:42490", - "issue:45127|issue:45357", "issue:43388|issue:43582", + "issue:45127|issue:45357", "issue:44737|issue:45803", "issue:44462|issue:45907", - "issue:43335|issue:44855", "issue:44077|issue:44079", - "issue:44938|issue:45542", - "issue:43550|issue:44190", + "issue:43335|issue:44855", "issue:43644|issue:44913", - "issue:43976|issue:44855", - "issue:43540|issue:44734", - "issue:44112|issue:45600", - "issue:43650|issue:44220", - "issue:43335|issue:44190", - "issue:45276|issue:45584", - "issue:44496|issue:45803", - "issue:39692|issue:44190", - "issue:45245|issue:45584", - "issue:43295|issue:45276" + "issue:44938|issue:45542" ], - "prepared_review_unit_hash": "8463946e37114c66f6e3db65840b0cb54e4752e417f5abac22763a69b29f481b", + "prepared_review_unit_hash": "aa8b8d9800375b15112185a8e79a51d05671b3f3d36a2ffd4deccf9f70488998", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36821, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "soft_pair_count": 27, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated bugs, docs regressions, CI failures, or environment-specific issues. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The most representative issue is the token-embedding resize/post_init bug, since it is a concrete code-path regression rather than a broad environment or documentation problem.", - "confidence": 0.74, - "canonical_issue_reason": "issue:35141 is the clearest, most self-contained code-path bug in the set: resizing token embeddings triggers unintended output-embedding reinitialization when `tie_word_embedding=False`.", + "summary": "These issues are largely unrelated across different models, configs, and runtime paths; none of the soft links look like true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:35141 is the best representative issue because it precisely describes a reproducible model-state bug and is more canonical than the more model-specific variants.", + "best_issue_reason": "Issue 44521 is the most active/central item in the set (open and referenced), but it is still only a weak cluster anchor rather than a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: one is CLIPVisionModel hidden_states output regression, the other is MoE load-balancing loss handling when router logits are disabled." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are unrelated code paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both touch Qwen3 loading, but one is a weight-shape mismatch and the other is a tied-weights warning bug; not the same underlying issue." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but stale num_return_sequences warning and Whisper empty-transcription failure are distinct bugs." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and KV-cache continuation indexing crash are different failures in different execution paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor image-size mismatch are unrelated vision-model issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation bug are different model-specific problems." + }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal chat/template behavior, but one is assistant-mask generation and the other is Qwen3.5-VL video position ids; different bugs." + "reason": "Both are multimodal, but all-zero assistant masks in chat templating and wrong vision_position_ids in Qwen2.5-VL are not the same bug." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "One is docs still referencing removed `pipeline()`, the other is SigLIP2 model/pipeline inference misbehavior; unrelated fixes." + "reason": "Docs referencing pipeline() after removals and SigLIP2 producing bad outputs are unrelated." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is a different code path from a stale warning about `num_return_sequences` in paged generate." + "reason": "Both involve generation behavior, but compiled-forward inconsistency and a stale warning are separate issues." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "A reproduction of an older issue is not the same as a crash in `apply_chat_template(tokenize=True)` for tool-call assistant messages." + "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig rotary_pct reload loss are different persistence/config bugs." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Non-persistent buffer junk in v5 and GPTNeoX `rotary_pct` not persisting are separate config/model-state bugs." + "reason": "One is an isolated reproduction of a linked issue; the other is a crash on assistant tool-call messages. The relationship is too weak to treat as the same bug." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script and loading a specific multimodal model are unrelated failures." + "reason": "Local dataset loading in a training script and loading a specific multimodal model are different failure modes." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping CUDA assert and a categories-cardinality runtime error are clearly unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are unrelated." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from `image_utils` and a Qwen3.5 chat crash are different problems." + "reason": "Missing import from image_utils and Qwen3.5 chat crash do not share an underlying code-path." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus generation test failure and stale auto-mapping references to removed configs are different CI issues." + "reason": "Janus test failure and stale auto_mappings references are different CI breakages." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import/indentation failure and a flash-attention `AttributeError` are unrelated." + "reason": "Python 3.13 import/parsing failure in DebertaV2 and flash_attention AttributeError on sink-less models are unrelated." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding resize/post_init reinit bug and a trailing-slash local-path import warning are unrelated." + "reason": "Embedding reinitialization after resize and slash-suffixed local model import warning are different issues." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43388", + "right": "issue:43582", "accept": false, - "reason": "LoRA merging with extended vocab collapse and incorrect visual-encoder keys in `save_pretrained` are different model-save behaviors." + "reason": "Metric gathering truncation and Apple Silicon warmup TypeError are unrelated." }, { - "left": "issue:43388", - "right": "issue:43582", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Metric-gather label truncation and Apple Silicon allocator warmup `TypeError` are unrelated." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different model-save bugs." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU device placement in XLNet positional encoding and a bare-except bug in Fuyu tensor conversion are separate code paths." + "reason": "CPU arange device bug in XLNet and bare except swallowing errors in FuyuBatchFeature are unrelated." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer resolution ignoring `tokenizer.json` and forwarding `revision` in `list_repo_files` are different hub API issues." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 import parsing error are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files missing revision forwarding are different repository/API issues." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "Optional `post_init` handling in PatchTSTMixer and `ModelOutput` key assignment when a key was previously `None` are different bugs." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 load failure and the missing-TensorFlow backend warning are separate environment compatibility problems." + "reason": "Optional post_init support in patchtsmixer and ModelOutput None-key assignment are separate logic bugs." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba and local dataset loading failure in a training script are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 Python 3.13 import failure are unrelated." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization junk and `GPTNeoXConfig.rotary_pct` not round-tripping are different state-persistence issues." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Python-version support regression and Python 3.13 indentation/import parsing are not the same defect." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are separate multimodal/runtime bugs." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "A stale GraniteSpeech CI test and stale auto-mapping references to removed configs are both CI-related, but not the same underlying failure." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "A placeholder/non-informative issue and an `_torch_extract_fbank_features()` bug are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "SwitchTransformers layer-creation logic and dataset loading in a training script are unrelated." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Gemma4 token-embedding resize behavior and Whisper empty-transcription generation are different model behaviors." - }, - { - "left": "issue:44496", - "right": "issue:45803", - "accept": false, - "reason": "Model-type resolution failure and bare `except` swallowing errors are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:44190", - "accept": false, - "reason": "SigLIP2 docs example errors and a local dataset loading failure are unrelated." + "reason": "Non-persistent buffer junk and config reload reverting rotary_pct are different state-handling problems." }, { - "left": "issue:45245", - "right": "issue:45584", - "accept": false, - "reason": "Category-count limit error and Whisper empty transcription generation are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and Gemma4 resize-token-embeddings behavior are different issues." + "reason": "Python 3.14 import/load failure and missing TensorFlow backend when only tensorboard is installed are unrelated." } ] }, @@ -9781,6 +9673,7 @@ "issue:36246", "issue:38175", "issue:38617", + "issue:39692", "issue:41628", "issue:41950", "issue:42175", @@ -9788,53 +9681,64 @@ "issue:42907", "issue:43065", "issue:43295", - "issue:43299", + "issue:43335", "issue:43404", "issue:43441", "issue:43479", - "issue:43526", - "issue:43531", + "issue:43540", + "issue:43550", "issue:43643", - "issue:43673", - "issue:43824", + "issue:43650", "issue:43854", - "issue:43901", "issue:43976", "issue:44016", - "issue:44062", "issue:44112", "issue:44186", + "issue:44190", "issue:44220", "issue:44246", "issue:44279", - "issue:44336", "issue:44466", "issue:44496", "issue:44561", "issue:44683", "issue:44734", + "issue:44855", "issue:44913", - "issue:44933", "issue:44964", "issue:44987", "issue:45003", - "issue:45042", "issue:45216", + "issue:45245", + "issue:45276", "issue:45335", "issue:45375", "issue:45446", + "issue:45584", "issue:45600", - "issue:45632" + "issue:45632", + "issue:45803" ], "soft_pairs": [ + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:45276|issue:45584", + "issue:44496|issue:45803", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:43295|issue:45276", "issue:41950|issue:44016", "issue:43479|issue:45375", "issue:36246|issue:41628", "issue:44186|issue:44734", "issue:36246|issue:38617", "issue:38175|issue:43065", - "issue:44683|issue:45446", "issue:42175|issue:44279", + "issue:44683|issue:45446", "issue:44016|issue:44220", "issue:44466|issue:44913", "issue:43404|issue:45216", @@ -9848,217 +9752,234 @@ "issue:43854|issue:44964", "issue:42907|issue:43441", "issue:43976|issue:44987", - "issue:44016|issue:44062", - "issue:43295|issue:45335", - "issue:43673|issue:44336", - "issue:43531|issue:45600", - "issue:43526|issue:43901", - "issue:44496|issue:45042", - "issue:43824|issue:44933", - "issue:43299|issue:45216" + "issue:43295|issue:45335" ], - "prepared_review_unit_hash": "c3a965f1937b8d1a7f91de596624856be6cea0e9d5af03eec0efbbb5f6e9687a", + "prepared_review_unit_hash": "65d26110ffc8216a6a80d45bf030cbc435743b81f035fd6bfeac5a1a354983a9", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35841, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37692, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very loose: the items mostly describe different Transformers regressions around imports, model loading, config handling, or serialization, but not the same underlying bug. I found no soft pairs that are safe to merge as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44964 is the best representative of the cluster\u2019s broadest repeated theme: latest-transformers model-loading breakage. It is concrete, user-facing, and close in spirit to several other items about loading failures, while still remaining a distinct issue rather than a duplicate of them.", + "summary": "These items are mostly a loose set of unrelated Transformers issues centered around import/load regressions, config bugs, pipeline failures, and model-specific breakages. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.76, + "canonical_issue_reason": "issue:41628 is the most generic, core-API-facing failure in the set (a direct transformers import/export regression) and is a reasonable anchor for this heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the most representative issue for this cluster because it captures the common failure mode of model loading breaking in recent Transformers versions and has a clear, actionable report.", + "best_issue_reason": "issue:41628 has the clearest, broadest user impact and the most canonical failure signature among the issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python/version-related failures, but one is a Transformers 5.1.0 compatibility problem and the other is a DebertaV2 import parsing error on Python 3.13; different code paths and fixes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA model failure vs local dataset loading in an example script; unrelated subsystems and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is Qwen3OmniMoe video input validation, the other is serve KV-cache continuation tensor indexing; both multimodal, but not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI failures, but one is a GraniteSpeech test regression and the other is stale auto_mappings references; different root causes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Generic placeholder issue vs a specific fbank feature extraction bug; no shared code-path." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading failure in an example script; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing bug vs Whisper empty-transcription generation failure; different models and mechanics." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Config/model-type loading error vs a bare-except bug in FuyuBatchFeature tensor conversion; unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc example errors vs example-script local dataset loading; only a vague documentation/example overlap." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit error vs Whisper generation on empty transcription; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs Gemma4 token embedding resizing; different APIs and failure modes." + }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline image-processor lookup is unrelated to a notebook syntax error." + "reason": "Video-classification pipeline processor lookup bug vs notebook syntax error; completely different issues." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both concern config fields, but they affect different model configs and different missing-field behaviors." + "reason": "Both involve multimodal config fields, but one is default-initialization with None and the other is a missing deepstack field being dropped by strict serialization." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different modules; not the same bug." + "reason": "Both are import errors for processor-related symbols, but they concern different names, models, and likely different export points." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer crashes on NER inputs is unrelated to serve KV-cache continuation indexing." + "reason": "LayoutLMv2Tokenizer NER/padding crash vs serve KV-cache continuation indexing bug; unrelated tokenization vs serving code." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different code paths; same broad area only." + "reason": "Two different missing imports from different modules; same symptom class only, not the same bug." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Unexpected probabilities in SigLIP2 is unrelated to a dummy Conv2d in Sam3PixelDecoder." + "reason": "Unexpected zero probabilities in SigLIP2 vs a dummy Conv2d in Sam3PixelDecoder; no concrete overlap." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both touch flex_attention/version gating, but they describe different failures and likely different fixes." + "reason": "Package/backend dependency complaint vs generic dependency issue; too broad and not the same failure." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Packaging/backend dependency issue is unrelated to a generic dependency issue report." + "reason": "Both touch flex_attention/PyTorch versioning, but one is compiled flex_attention failing on torch>=2.9 and the other is an import version check bug; not the same code-path problem." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction issue are unrelated." + "reason": "Notebook syntax error vs audio feature extraction bug; unrelated." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "lm_head serialization bug and GPTNeoX rotary_pct reload bug are different problems." + "reason": "Serialization of tied lm_head weights vs GPTNeoX rotary_pct reload persistence; different config/state issues." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve saving/tied weights, but they affect different models and different save_pretrained regressions." + "reason": "Both involve model weight handling, but one is tied lm_head weights in Mistral3 and the other is a Qwen3.5 save_pretrained regression; not mergeable as one fix." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import and unsafe sys.modules access may be related, but they are not the same concrete bug." + "reason": "Import slowdown vs unsafe sys.modules access; related only at a very high level." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache continuation crash is unrelated to trust_remote_code cache-path collisions." + "reason": "Serve tensor indexing bug vs local model cache-path collision with trust_remote_code; different layers of the stack." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both involve trust_remote_code, but one is about removed API breaks and the other about cache-path collisions." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models vs cache-path collision for local models; unrelated regressions." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing config fields with trust_remote_code is unrelated to unrecognized-model config loading." + "reason": "AutoConfig trust_remote_code field loss vs unrecognized model_type/config.json issue; both config-loading failures, but not the same bug." }, { "left": "issue:42490", "right": "issue:45632", "accept": false, - "reason": "Trailing-slash import warning and leaf-directory cache collision are different path-handling bugs." + "reason": "Trailing-slash import warning vs leaf-directory cache collision; both path-related, but distinct causes and fixes." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model load failure for Phi-4 multimodal and removed Sam3LiteText mapping references are different issues." + "reason": "Phi-4 multimodal loading regression vs stale Sam3LiteText auto_mappings references; different targets." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI device-override test failure is unrelated to Phi-4 multimodal loading." + "reason": "CI test failure in GraniteSpeech vs model-loading failure for Phi-4 multimodal; no shared code-path." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but for different models and likely different root causes." + "reason": "GLM-4.7-Flash load issue vs Phi-4 multimodal load issue; same broad area, but different model-specific problems." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized models and FlashAttention runtime failures are not the same bug." + "reason": "Dequantized save failure vs Ministral-3 FlashAttention runtime failure; unrelated model operations." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility issue and model-loading failure are different regressions." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error is unrelated to AddedToken argument handling." + "reason": "Python version compatibility issue vs loading a specific model on transformers>=5.1.0; different failure modes." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating decoder.embed_tokens." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Generation cache regression is unrelated to ANSI codes in loading_report." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings stale config references." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "ImageProcessorFast reduce_labels bug and docs mismatch for return_all_scores are unrelated." - }, - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Unrecognized model config and PIL backend torchvision dependency are different bugs." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Missing Qwen2_5_VL export and nonexistent image_utils import are different import/export problems." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Qwen3VL loading regression and Qwen3.5 checkpoint save regression are distinct failures." + "reason": "Both mention embedding/tokenizer-related behavior, but one is a processor/tokenizer regression and the other is Gemma4 decoder embedding resize propagation; not the same bug." } ] }, @@ -10082,38 +10003,39 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:33290", "issue:38175", "issue:39692", "issue:41950", "issue:43295", "issue:43299", "issue:43381", - "issue:43441", - "issue:43450", "issue:43479", "issue:43525", + "issue:43526", + "issue:43531", "issue:43577", "issue:43650", + "issue:43673", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", "issue:44016", + "issue:44062", "issue:44075", "issue:44242", "issue:44279", - "issue:44291", - "issue:44297", + "issue:44336", "issue:44351", "issue:44368", - "issue:44462", "issue:44496", "issue:44521", "issue:44617", "issue:44683", "issue:44779", + "issue:44933", "issue:45020", - "issue:45081", + "issue:45042", "issue:45200", "issue:45216", "issue:45278", @@ -10124,14 +10046,19 @@ "issue:45542", "issue:45584", "issue:45593", - "issue:45656", + "issue:45600", "issue:45759", "issue:45812", - "issue:45823", - "issue:45834", - "issue:45907" + "issue:45823" ], "soft_pairs": [ + "issue:44016|issue:44062", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43299|issue:45216", "issue:44075|issue:44368", "issue:45335|issue:45584", "issue:43976|issue:44279", @@ -10140,237 +10067,230 @@ "issue:43299|issue:45357", "issue:44496|issue:45759", "issue:44521|issue:45325", - "issue:43976|issue:45405", "issue:44242|issue:45200", "issue:44351|issue:45278", + "issue:43976|issue:45405", "issue:41950|issue:45020", "issue:43479|issue:43525", "issue:44779|issue:45812", - "issue:41950|issue:45823", "issue:38175|issue:44617", + "issue:41950|issue:45823", "issue:43577|issue:45216", "issue:44683|issue:45542", "issue:39692|issue:43901", - "issue:43299|issue:43854", "issue:44279|issue:45405", + "issue:43299|issue:43854", "issue:43295|issue:44779", - "issue:41950|issue:43650", - "issue:44462|issue:45081", - "issue:45081|issue:45907", - "issue:44297|issue:44462", - "issue:44016|issue:44291", - "issue:33290|issue:45656", - "issue:43441|issue:45834", - "issue:43450|issue:44279" + "issue:41950|issue:43650" ], - "prepared_review_unit_hash": "05718889b2d748fd1ed3041a22f22e07148307a2a0807c4915cc708aaa916e0e", + "prepared_review_unit_hash": "0cc9d57d95913c6f3bbafb632bafadaca5ab15b60e5c2b6c9edfd0c5ce3a3c5f", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36682, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "serialized_chars": 36020, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated bug reports across tokenizers, multimodal configs, pipelines, and regressions. None of the soft pairs look like the same underlying issue closely enough to merge as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44521 is the strongest representative: it is a concrete, reproducible API bug with broad user impact and several inbound references, making it a better anchor than the more niche or one-off reports.", + "summary": "The cluster is heterogeneous: issues span unrelated model-loading, tokenizer, config, pipeline, docs, and environment regressions across many different models/subsystems. No soft duplicate edges look safe to merge.", + "confidence": 0.96, + "canonical_issue_reason": "If forced to pick a representative issue, 44521 is the most central/active, but there is no true canonical because the cluster is not a single bug family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is a good global issue candidate because it describes a specific failure mode in a core helper, has clear reproduction value, and appears actively discussed.", + "best_issue_reason": "44521 is the best overall issue to represent the cluster only by activity and breadth; however, the set is too mixed for a meaningful duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword conflict; unrelated failures." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug vs ANSI coloring in loading_report; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs auto_mappings cleanup/CI breakage; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image processor label reduction bug vs docs mention return_all_scores; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config loading error vs PIL/torchvision dependency issue; different problems." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import symbols/modules and likely different root causes." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression vs Qwen3.5 save_pretrained regression; not the same code path." + }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Different problems: SGD args ignored vs a tie_word_embeddings warning during Qwen fine-tuning." + "reason": "SGD optimizer args ignored vs tie_word_embeddings warning; unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different components and failures: t5gemma resize_token_embeddings bug vs Whisper empty-transcription generation failure." + "reason": "Embedding resize bug vs Whisper empty transcription failure after align_special_tokens; different issues." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Both mention version/dependency breakage, but one is a Python-version support issue and the other is a generic transformers dependency problem." + "reason": "Python version compatibility vs vague dependency issue; too different and underspecified." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Both are training-loss related, but one is gradient checkpointing in eval mode and the other is missing auxiliary losses in D-FINE." + "reason": "Eval/gradient-checkpointing incompatibility vs auxiliary-loss omission in D-FINE; unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to model-loading config errors for OLMo-Hybrid." + "reason": "Documentation mismatch vs model config loading failure; no shared bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect save_pretrained visual encoder keys." + "reason": "Loading regression vs save_pretrained visual-key regression; different failure modes." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model/config loading error is different from from_config not unwrapping text_config." + "reason": "Unrecognized model config vs AutoModelForCausalLM text_config unwrapping; different model init paths." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Multimodal chat-template assistant masks are unrelated to Qwen2.5-VL rope/position_id scaling." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python compatibility breakage is not the same as a bad MIN_PEFT_VERSION bump." + "reason": "All-zero assistant masks vs still-image RoPE position scaling; both multimodal but different mechanisms." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss omission is a different bug from mm_token_type_ids default handling in Gemma 4." + "reason": "MoE load-balancing loss bug vs Gemma4 mm_token_type_ids defaulting; unrelated training-path issues." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Importing HybridCache and many import errors after upgrade are too broad and not the same concrete failure." + "reason": "Specific HybridCache import error vs broad import-errors-after-upgrade report; too coarse to treat as the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility vs PEFT minimum-version bump; different dependency problems." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug is not the same as remote_code model breakage." + "reason": "Video-classification processor lookup bug vs remote_code breakage across versions; unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization issues: multimodal defaults vs missing pad_token_id on Llama4Config." + "reason": "Multimodal config default initialization bug vs missing pad_token_id on Llama4Config; unrelated." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek tokenizer regression and Granite tokenizer regression are separate model-specific tokenizer bugs." + "reason": "DeepSeek tokenizer regression vs Granite tokenizer regression; same broad area, but different model-specific code paths." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Pipeline selecting image processors is unrelated to Gemma4 PLE device placement during forward." + "reason": "SigLIP2 probability issue vs Sam3Video CUDA OOM; unrelated." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as Sam3Video CUDA OOM." + "reason": "Video pipeline processor selection bug vs Gemma4 device-map mismatch; unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both involve model saving/loading state, but Blip2 dtype propagation and Qwen3.5 checkpoint serialization are different bugs." + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 checkpoint-saving regression; unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "flex_attention on torch>=2.9 and tensorboard-only TF backend errors are unrelated dependency/runtime issues." + "reason": "Torch flex_attention compile failure vs tensorboard/TensorFlow backend issue; unrelated." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 doc example errors are not the same as a TextClassificationPipeline docs mismatch." + "reason": "SigLIP2 docs example/model mismatch vs text-classification docs stale option; both docs-related but different topics." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Qwen3VL loading regression is unrelated to GLM-4.7-Flash unit-test loading issues." + "reason": "Generic transformers dependency issue vs specific PEFT version pin problem; different package constraints." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Generic dependency issue and MIN_PEFT_VERSION bump are different problems." + "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test load failure; different model families and code paths." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "processor.tokenizer regression in v4.57.5 is not the same as Deepseek tokenizer output changing in v5." + "reason": "Processor/tokenizer API regression vs DeepSeek tokenizer output regression; both tokenizer-related but not the same bug." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video processor/image-processor mismatch is unrelated to the vague 'ADD THE DATA' report." - }, - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is different from Mistral regex patch crashing on backend_tokenizer." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Mistral regex patch crash and list_repo_files not forwarding revision are unrelated utility bugs." - }, - { - "left": "issue:44297", - "right": "issue:44462", - "accept": false, - "reason": "Tokenizer_class mismatch on save_pretrained is not the same as AutoTokenizer ignoring repository tokenizer.json." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading TypeError." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "OOM with Adafactor in deepspeed is not the same as optimizer.step being called twice with deepspeed." - }, - { - "left": "issue:43441", - "right": "issue:45834", - "accept": false, - "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 OCR index errors." - }, - { - "left": "issue:43450", - "right": "issue:44279", - "accept": false, - "reason": "Batched video processor shape bug is unrelated to a generic transformers dependency issue." + "reason": "Video-classification processor bug vs low-signal issue title with no clear technical overlap." } ] }, @@ -10394,7 +10314,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:41628", + "issue:33290", "issue:42175", "issue:42994", "issue:43065", @@ -10403,30 +10323,26 @@ "issue:43317", "issue:43441", "issue:43450", - "issue:43525", - "issue:43643", "issue:43650", "issue:43653", "issue:43673", "issue:43723", "issue:43761", "issue:43784", - "issue:43824", - "issue:43881", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", - "issue:44188", "issue:44261", "issue:44263", + "issue:44279", + "issue:44291", "issue:44297", - "issue:44336", "issue:44361", + "issue:44462", "issue:44466", "issue:44521", - "issue:44617", "issue:44623", "issue:44671", "issue:44683", @@ -10434,241 +10350,245 @@ "issue:44779", "issue:44898", "issue:44987", + "issue:45081", "issue:45276", "issue:45290", "issue:45397", "issue:45542", "issue:45593", "issue:45600", + "issue:45656", "issue:45712", - "issue:45823" + "issue:45823", + "issue:45834", + "issue:45907" ], "soft_pairs": [ + "issue:44462|issue:45081", + "issue:45081|issue:45907", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:43450|issue:44279", "issue:45600|issue:45712", "issue:43065|issue:44898", "issue:44466|issue:45276", "issue:42994|issue:43317", "issue:44261|issue:44263", - "issue:44623|issue:45397", "issue:43650|issue:45290", + "issue:44623|issue:45397", "issue:44623|issue:44749", "issue:43441|issue:44683", "issue:43653|issue:45593", "issue:43262|issue:44521", - "issue:43673|issue:43761", - "issue:43723|issue:44162", "issue:44016|issue:45823", - "issue:42175|issue:43976", + "issue:43723|issue:44162", "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:42175|issue:43976", "issue:44361|issue:45593", "issue:43901|issue:43994", "issue:43784|issue:45542", "issue:44987|issue:45542", - "issue:43122|issue:43650", - "issue:44297|issue:45397", - "issue:43824|issue:43976", - "issue:44188|issue:44336", - "issue:43450|issue:44617", - "issue:43525|issue:43881", - "issue:43525|issue:43643", - "issue:41628|issue:43976" + "issue:43122|issue:43650" ], - "prepared_review_unit_hash": "41ba304ba3d4b779096d83f940241799f0a4d98156829e913632467711f7a70a", + "prepared_review_unit_hash": "57062d95c9f0543a65dab0719a0f41df8e8b10a66a78b4d4b1cdeb3f43f5fe52", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35977, - "estimated_input_tokens": 8995, - "estimated_eval_tokens": 18246 + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes tokenizer, processor/chat-template, model-loading, quantization, attention, docs, and packaging regressions. I don\u2019t see any pair that looks like the same underlying bug/change, so all soft-edge links should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "There isn\u2019t a true canonical duplicate here; if one issue must anchor the cluster, issue 44521 is the best representative because it is open, has the most discussion/inbound references, and is a concrete user-facing chat_template regression.", + "summary": "This cluster is mostly a loose topical grouping of unrelated Transformers issues sharing broad language around tokenizers, loading, processors, and model regressions. I found no soft-edge pair that looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical duplicate emerges because the items are heterogeneous. If one representative must be chosen, issue #44521 is the most active and broadly described, but it is not a true umbrella for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone issue in the set: active, well-discussed, and clearly actionable. It is not a duplicate of the others, but it is the best representative bug report in this mixed cluster.", + "best_issue_reason": "Issue #44521 is the best single representative only by discussion/references, not by duplicate semantics. Overall the cluster is too diverse for a meaningful canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex/backend_tokenizer crash; different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer patch crash and list_repo_files revision forwarding are unrelated subsystems and failure modes." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is a save/load serialization bug, not the same as AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights unexpected argument are completely different problems." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Adafactor OOM and the other is optimizer.step being called twice; not the same underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batched-shape bug and a generic dependency issue do not describe the same defect." + }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both mention dead/removed model plumbing, but one is auto_mappings cleanup for Sam3LiteText and the other is leftover dummy classes leaking into dir(transformers); different code paths." + "reason": "One is stale auto_mappings references to removed configs; the other is leftover dummy classes leaking into dir(transformers). Different cleanup issues." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver non-default resolution failure; not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated vision-model bugs." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both touch Gemma4 weight behavior, but one is serialization of tied lm_head weights and the other is resize_token_embeddings not updating per-layer embeddings/output embeddings; different fixes." + "reason": "Inconsistent lm_head.weight serialization and Gemma4 resize_token_embeddings propagation are both weight-related, but they affect different mechanisms and paths." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized-model loading with gpu+cpu offload are distinct lifecycle problems." + "reason": "Quantized model saving failure and dequantized model loading with gpu/cpu offload are distinct quantization lifecycle bugs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA q_a_layernorm eps precision issue and GlmMoeDsaIndexer torch.split return values are unrelated model internals." + "reason": "MLA q_a_layernorm precision error and GlmMoeDsaIndexer torch.split return values are unrelated implementation bugs." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43650", + "right": "issue:45290", "accept": false, - "reason": "Processor.save_pretrained missing files is a serialization bug; gemma-4 zero3 from_pretrained is a loading/offload bug." + "reason": "The placeholder-style 'ADD THE DATA' issue is not the same as an apply_chat_template crash on tool-call assistant messages." }, { - "left": "issue:43650", - "right": "issue:45290", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Generic data request versus apply_chat_template crashing on tool-call assistant messages; no shared underlying defect." + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different save-vs-load issues." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing files on processor.save_pretrained and tokenizer slowdown after upgrade are unrelated." + "reason": "Missing processor save artifacts and a performance regression after upgrade are unrelated." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both involve attention kernels, but one is a model-specific FlashAttention regression and the other is a torch>=2.9 compiled flex_attention failure; not mergeable as one PR." + "reason": "Both mention attention, but one is a model-specific FlashAttention incompatibility and the other is a compiled flex_attention torch-version failure." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary loss behavior are completely different bugs." + "reason": "BigBirdTokenizer special-token decoding bug and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both concern apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant_masks being all zero; distinct symptoms and fixes." + "reason": "Both involve apply_chat_template, but one is default audio sampling rate and the other is all-zero assistant masks for multimodal inputs; different bugs." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are different regression paths." + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model/loading issues." + "reason": "AutoTokenizer.from_pretrained loading issue and ESM2 model breakage are not the same bug." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are separate model/tokenizer failures." + }, + { + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Notebook syntax error and Gemma4 PLE device mismatch are not the same bug." + "reason": "GenerationMixin cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are different API regressions." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow backend in a pip extra install and a Python version compatibility problem are different environment/package issues." - }, - { - "left": "issue:44671", - "right": "issue:44779", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer regression are model-specific and unrelated." + "reason": "TensorFlow extra installation packaging and Python-version compatibility are different dependency/environment issues." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks and D-FINE auxiliary-loss behavior have no shared code path." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 model outputs." + "reason": "Documentation drift for return_all_scores and SigLIP2 nonsensical outputs are not the same underlying problem." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import NameError from sentence-transformers and missing TensorFlow backend with tensorboard are different dependency/import failures." + "reason": "Sentence-transformers import NameError and missing TensorFlow backend behavior are different missing-dependency problems." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Loading physical-intelligence/fast failing under transformers>=5.1.0 is unrelated to tensorboard being installed without TensorFlow." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and tensorboard/TensorFlow packaging are unrelated." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer behavior changed across versions versus an unrelated data request; no duplicate relationship." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and gemma-4 zero3 from_pretrained failure are different serialization/loading bugs." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and Python support regression are unrelated." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "torch.compile attention branching and ANSI codes in loading_report are entirely separate." - }, - { - "left": "issue:43450", - "right": "issue:44617", - "accept": false, - "reason": "Incorrect batched video processor shape and Sam3Video CUDA OOM are different failure modes." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure both concern model loading, but the concrete missing field/model path differs." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "pad_token_id missing in Llama4Config and missing fields when trust_remote_code=True are similar in spirit but not the same underlying bug." - }, - { - "left": "issue:41628", - "right": "issue:43976", - "accept": false, - "reason": "AutoImageProcessor import failure and Python-version incompatibility in v5.1.0 are distinct issues." + "reason": "Tokenizer version drift and the malformed placeholder issue have no substantive overlap." } ] }, @@ -10693,24 +10613,30 @@ "cluster_id": "cluster-10000-404", "nodes": [ "issue:36246", + "issue:41628", "issue:41950", "issue:42491", "issue:42757", - "issue:42886", - "issue:43232", - "issue:43262", "issue:43299", "issue:43352", + "issue:43450", + "issue:43525", "issue:43526", "issue:43531", "issue:43596", + "issue:43643", "issue:43673", + "issue:43824", + "issue:43881", "issue:43901", + "issue:43976", "issue:44162", + "issue:44188", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44373", @@ -10718,44 +10644,46 @@ "issue:44496", "issue:44561", "issue:44589", + "issue:44617", "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:44877", - "issue:44987", "issue:45003", "issue:45200", - "issue:45229", "issue:45250", "issue:45292", "issue:45362", "issue:45375", "issue:45397", - "issue:45459", "issue:45561", "issue:45563", - "issue:45584", - "issue:45593", - "issue:45701", - "issue:45759" + "issue:45593" ], "soft_pairs": [ + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43525|issue:43643", "issue:43901|issue:44246", + "issue:41628|issue:43976", "issue:44589|issue:45362", - "issue:44336|issue:44373", "issue:45561|issue:45563", "issue:42491|issue:43299", + "issue:44336|issue:44373", "issue:44242|issue:45593", "issue:44295|issue:45397", "issue:41950|issue:44220", "issue:44246|issue:44496", "issue:43531|issue:45362", "issue:43526|issue:45003", - "issue:44336|issue:44485", - "issue:43352|issue:45250", "issue:36246|issue:42757", + "issue:43352|issue:45250", "issue:36246|issue:44351", + "issue:44336|issue:44485", "issue:45003|issue:45561", "issue:43673|issue:44561", "issue:44246|issue:44871", @@ -10764,243 +10692,216 @@ "issue:44162|issue:45200", "issue:36246|issue:43596", "issue:44779|issue:45292", - "issue:44877|issue:45375", - "issue:45292|issue:45584", - "issue:43901|issue:45003", - "issue:45292|issue:45701", - "issue:43232|issue:44336", - "issue:44496|issue:45003", - "issue:44987|issue:45459", - "issue:45375|issue:45759", - "issue:42886|issue:45229", - "issue:43262|issue:44246" + "issue:44877|issue:45375" ], - "prepared_review_unit_hash": "5b8e2fd512d1b00341f5b77ebcfa0b16473bd94631e441fd168ddcdeca1cd8fa", + "prepared_review_unit_hash": "6d0a312b87210891297844274858a7d039e598e9d56b4d0255e9e9f2f823f7d6", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36776, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "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": "This is a loose thematic cluster of mostly unrelated Transformers regression reports. A few pairs share broad motifs like v5 compatibility, config loading, or import errors, but they do not describe the same concrete bug/change path closely enough to merge as duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "No exact canonical duplicate stands out; issue 44561 is the best representative because it captures the broadest v5 compatibility regression theme that overlaps with several other reports in this cluster.", + "summary": "All candidate pairs look like distinct bugs or regressions rather than duplicates. The set is broadly related to Transformers regressions, but the concrete failures span different symbols, models, configs, and subsystems, so I rejected every soft edge.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43824 is the clearest concrete user-facing regression here: a specific missing model export causing an ImportError, with strong discussion and inbound-reference signal.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44561 is the most central and reusable summary of the cluster\u2019s recurring \u2018v5 breaks existing usage\u2019 theme, even though most items are not true duplicates.", + "best_issue_reason": "issue:43824 is the strongest issue to anchor this cluster because it is specific, well-scoped, and has the most evidence of impact and reuse.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Different failures: a missing model export vs a Python-version compatibility problem." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug and CUDA OOM are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is not the same as GLM-4V loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-related, but one is a missing attribute and the other is trust_remote_code dropping fields." + }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs/behavior mismatch for text classification vs intermittent import slowness; different subsystems and failure modes." + "reason": "Documentation mismatch for return_all_scores does not match a slow import regression." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; unrelated code paths and symptoms." + "reason": "AutoImageProcessor import failure is unrelated to the Python 3.9/3.10 support issue." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "ANSI code leakage in loading report vs wrong position_ids docstring; one is runtime output, the other documentation." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different code paths." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist race in testing utils vs stale generate warning for num_return_sequences; different bugs." + "reason": "pytest-xdist file race is unrelated to a stale num_return_sequences warning." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE/version changes, but one is LoRA compatibility on hf4.x vs hf5.x and the other is loading Qwen3VL MoE models; not the same concrete bug." + "reason": "Both mention Qwen MoE, but one is a LoRA compatibility issue and the other is a model-loading regression." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output in a report utility is unrelated to a docstring bug." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both touch loss terms, but one is router/load-balancing loss and the other is denoising auxiliary losses; different mechanisms and model logic." + "reason": "Missing router loss and D-FINE auxiliary-loss behavior are different model-specific bugs." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access error vs Gemma-4 ZeRO3 from_pretrained loading; unrelated code paths." + "reason": "Position_ids buffer access error is unrelated to gemma-4 zero3 from_pretrained loading." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup vs _torch_extract_fbank_features(); different pipelines and media types." + "reason": "Video-classification processor selection and fbank feature extraction are different failures." }, { "left": "issue:44246", - "right": "issue:44496", + "right": "issue:44871", "accept": false, - "reason": "Import performance issue vs unrecognized model/config loading error; not the same bug." + "reason": "Slow import timing is unrelated to eos_token_id configuration inconsistency." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both mention Qwen, but sliding_window behavior and chat crashes are different problems." + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are not the same bug." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated components." + "reason": "BEiT label reduction logic and sys.modules access are unrelated." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Terminal color codes in loading_report vs GLM-5 RoPE implementation discussion; no shared failure path." + "reason": "Both are ImportErrors, but they affect different packages and symbols." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Model-specific Flash Attention unsupported error vs a generic Flash Attention 2.0 topic; not the same concrete issue." + "reason": "Model-specific Flash Attention 2 unsupported error is not the same as a generic flash-attention issue." }, { "left": "issue:36246", - "right": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Different import errors from different modules and symbols." + "reason": "Missing Qwen2_5_VL export and missing HybridCache export are distinct import regressions." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access vs captured_info.txt race; unrelated code paths." + "reason": "Unsafe sys.modules access does not match a pytest-xdist captured-info race." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked prefill cache handling vs removal of is_torch_fx_available; both v5 regressions but not the same bug." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowness vs Gemma eos_token_id mismatch; unrelated." + "reason": "Chunked-prefill cache handling and trust_remote_code breakage are different mechanisms." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing auxiliary loss vs AMP crash in LwDetrImageLoss; different model logic." + "reason": "Missing auxiliary loss and AMP CUDA crash are unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Buffer access error vs slow data filtering after upgrade; no common code path." + "reason": "Position_ids buffer reading bug is unrelated to a tokenizer/filtering slowdown regression." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage vs Gemma-4 mm_token_type_ids defaulting; different models and symptoms." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are different model bugs." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for Qwen2_5_VLImageProcessor vs deepspeed/BertModel IndexError; unrelated." + "reason": "Qwen2_5_VL image processor import failure is unrelated to Deepspeed/Bert index errors." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression vs resize_token_embeddings not updating output embeddings; both tokenization-related but not the same defect." + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config strictness, but one is config rejection for granite_speech and the other is silent field dropping in Qwen3.5MoeVisionConfig; not mergeable as one fix." - }, - { - "left": "issue:45292", - "right": "issue:45584", - "accept": false, - "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; different behaviors." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "Pipeline docs/behavior issue vs sys.modules access bug; no overlap." - }, - { - "left": "issue:45292", - "right": "issue:45701", - "accept": false, - "reason": "Embedding resize/output mismatch vs version-dependent tokenization changes; different underlying issues." - }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Generation kwargs/cache state issue vs ANSI code emission in loading report; unrelated." - }, - { - "left": "issue:44496", - "right": "issue:45003", - "accept": false, - "reason": "Model config recognition failure vs unsafe sys.modules access; different bugs." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Transformers>=5.1 loading regression for a specific model vs tokenizer error masking when protobuf is missing; unrelated." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Missing strict config field in composite multimodal config vs AutoModelForCausalLM.from_config not unwrapping text_config; both config-related but different code paths." - }, - { - "left": "issue:42886", - "right": "issue:45229", - "accept": false, - "reason": "Offline cache/tokenizer loading bug vs multi-GPU OOM; unrelated." - }, - { - "left": "issue:43262", - "right": "issue:44246", - "accept": false, - "reason": "Audio chat-template sampling-rate bug vs import slowness; different areas entirely." + "reason": "Strict granite_speech config loading and Qwen3_5MoeVisionConfig field dropping are related in theme but not the same concrete bug." } ] }, @@ -11024,308 +10925,288 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:28282", - "issue:30990", - "issue:41628", - "issue:42371", - "issue:42994", + "issue:42886", "issue:43065", "issue:43232", "issue:43257", + "issue:43262", "issue:43408", "issue:43475", - "issue:43482", "issue:43540", - "issue:43643", "issue:43646", "issue:43653", "issue:43673", + "issue:43901", "issue:43931", - "issue:44038", "issue:44060", "issue:44077", "issue:44162", + "issue:44246", "issue:44297", + "issue:44336", "issue:44361", "issue:44368", "issue:44466", + "issue:44496", "issue:44623", "issue:44734", "issue:44749", "issue:44869", "issue:44933", "issue:44977", + "issue:44987", "issue:44995", - "issue:45092", + "issue:45003", "issue:45137", "issue:45200", - "issue:45230", - "issue:45278", - "issue:45310", + "issue:45229", + "issue:45292", "issue:45335", "issue:45356", - "issue:45381", + "issue:45375", "issue:45397", "issue:45459", "issue:45563", + "issue:45584", "issue:45588", "issue:45600", - "issue:45656" + "issue:45656", + "issue:45701", + "issue:45759" ], "soft_pairs": [ - "issue:43065|issue:43408", + "issue:45292|issue:45584", + "issue:43901|issue:45003", + "issue:45292|issue:45701", + "issue:44496|issue:45003", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:42886|issue:45229", "issue:43257|issue:45137", + "issue:43065|issue:43408", "issue:44995|issue:45200", "issue:43475|issue:43540", "issue:44060|issue:44077", - "issue:45397|issue:45656", "issue:44466|issue:45335", - "issue:43653|issue:44162", + "issue:45397|issue:45656", "issue:44995|issue:45588", + "issue:43653|issue:44162", "issue:44368|issue:44977", "issue:44368|issue:45563", - "issue:43673|issue:44734", "issue:45137|issue:45600", + "issue:43673|issue:44734", "issue:43931|issue:44368", - "issue:44933|issue:45459", "issue:44869|issue:45356", + "issue:44933|issue:45459", "issue:44297|issue:44623", "issue:43232|issue:43673", "issue:44361|issue:44749", - "issue:43646|issue:44162", - "issue:43673|issue:45278", - "issue:44623|issue:45656", - "issue:44749|issue:45656", - "issue:44749|issue:45310", - "issue:42994|issue:43482", - "issue:45230|issue:45397", - "issue:28282|issue:30990", - "issue:44038|issue:44623", - "issue:42371|issue:45092", - "issue:43475|issue:45381", - "issue:43475|issue:43643", - "issue:41628|issue:44933" + "issue:43646|issue:44162" ], - "prepared_review_unit_hash": "7078dadc5845133d8cc18708d4233c4acbca9a377ee7d7c2d88f904c2eabb73e", + "prepared_review_unit_hash": "4bc168c530fc3a498564d51ffcc81c32984a630eb485323d5bd866ee5e2bd4b6", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36540, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36457, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose bundle of Transformers v5-era regressions and model-specific bugs, not a set of true duplicates. The only strong commonality is broad breakage after upgrades, but the individual issues target different models, code paths, and symptoms.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45278 is the most umbrella-like report: it broadly describes upgrade-induced breakage, while most other items are narrower model-specific or subsystem-specific failures.", + "summary": "This cluster is mostly heterogeneous; the titles span unrelated bugs in tokenization, generation cache handling, model loading, Deepspeed, SAM, and docs. There are a few superficial overlaps, but no soft pair looks like the same concrete bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43673 is the closest representative because it is a concrete generation/cache regression and the only item with a nearby cache-related soft match; the rest of the cluster is too broad and unrelated to share one canonical bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best single representative for the cluster because it is the broadest user-facing regression report, but it should be treated as a representative rather than a duplicate of the others.", + "best_issue_reason": "issue:43673 is the best issue to anchor the cluster because it is specific, actionable, and sits closest to the small generation/cache subgroup, even though the overall cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "Different SAM3 problems: dummy Conv2d in the pixel decoder vs a model-type mismatch warning." - }, - { - "left": "issue:43257", - "right": "issue:45137", - "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque error." - }, - { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Unrelated model bugs: stale GlmMoeDsa indexer cache vs Gemma 4 missing mm_token_type_ids defaults." + "reason": "Different bugs: token embedding resize/output embeddings vs Whisper empty transcription generation failure." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Different code paths and models: SAM3 video encoder attribute error vs Qwen3OmniMoe video-input processing failure." + "reason": "Docs mismatch in text-classification pipeline vs unsafe sys.modules access in modeling_utils." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init validation." + "reason": "Different scope: resize_token_embeddings bug vs broad tokenization behavior changes across versions." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Both mention DeepSpeed, but one is a from_pretrained failure and the other is an optimizer double-step bug." + "reason": "Unrecognized model/config loading error vs sys.modules import handling issue." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Different tied-weights/embedding issues affecting different serialization and resize paths." + "reason": "Generation kwargs update after sync_gpus vs ANSI coloring in loading_report; unrelated subsystems." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to the ESM2 breakage." + "reason": "Both touch tokenizer errors, but one is model loading and the other is protobuf exception masking; not the same bug." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Different failures: GlmMoeDsa cache staleness vs flash_attention crashing on sink-less models." + "reason": "Audio chat-template sampling-rate bug vs import time performance regression." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "A tied-embeddings warning is not the same as a Qwen3.5 flash-attention generation bug." + "reason": "Missing config field in strict deserialization vs from_config not unwrapping composite text_config." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Different symptoms: tied-weights warning vs stale paged-generate num_return_sequences warning." + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU OOM; unrelated failures." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Both touch generation caching, but one is chunked_prefill cache metadata and the other is server KV-cache indexing." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs ZeRO3 deque underflow; different code paths." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure is unrelated to removed Sam3LiteText config references in auto_mappings." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type warning for sam3_video/sam3_tracker mismatch." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL-30B is unrelated to the Qwen3.5 tied-embeddings warning." + "reason": "Stale indexer cache on second forward pass vs required mm_token_type_ids for text-only fine-tuning." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Different import-layer issues: missing image_utils import vs tokenizer error handling when protobuf is absent." + "reason": "Missing vision encoder attribute vs video input ValueError in Qwen3OmniMoe; not the same failure." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Whisper timestamp decode crash is unrelated to the Kimi-K2.5 tokenizer regression." + "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy change; different issues." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer_config mismatch and the other is missing processor files." + "reason": "Serialization of tied lm_head weights vs resize_token_embeddings not affecting decoder.embed_tokens." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Both are generation internals, but one is sync_gpus kwargs handling and the other is missing cache in chunked_prefill." + "reason": "Gemma-4 ZeRO3 loading problem vs double optimizer.step under deepspeed." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to the performance regression after upgrading to v5.3.0." + "reason": "GlmMoeDsa stale cache on second forward vs flash_attention crash on s_aux=None." }, { - "left": "issue:43646", + "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage is not the same as the ESM2-specific failure." + "reason": "BigBirdTokenizer special-token registration bug vs ESM2 broken model workflow; unrelated." }, { - "left": "issue:43673", - "right": "issue:45278", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Generation cache/chunked_prefill bug is a different code path from generic import errors after upgrade." + "reason": "Tied-embeddings warning during LoRA fine-tuning vs flash-attention generation failure; different concrete bugs." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Missing processor save files is unrelated to DeepSpeed optimizer stepping twice." + "reason": "Tied-embeddings warning vs stale num_return_sequences warning in paged generate(); not duplicates." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Performance slowdown after upgrade is not the same bug as double optimizer stepping." + "reason": "DeepSpeed ZeRO3 deque error vs stale auto_mappings reference to removed Sam3LiteText configs." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "The Chinese filtering slowdown and Qwen3.5 Moe from_pretrained error are different regressions." + "reason": "Both involve generation/cache, but one is missing cache in chunked prefill and the other is wrong tensor indexing in serve continuation; too different to merge." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Quantized model saving failure is unrelated to GGUF loading failure." + "reason": "Qwen3-VL weight-shape mismatch vs a tied-weights warning; unrelated symptoms." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Generic bug report is not the same as the Gemma-4 ZeRO3 from_pretrained issue." + "reason": "Whisper trailing replacement-character decode crash vs Kimi-K2.5 codec handling regression; similar area, different bug." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers hanging during load are different failure modes." + "reason": "Missing image_utils import vs tokenizer exception masking when protobuf is absent." }, { - "left": "issue:44038", + "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 breakage is unrelated to processor.save_pretrained missing files." + "reason": "tokenizer.save_pretrained metadata mismatch vs processor.save_pretrained missing files; different save paths and artifacts." }, { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 API guidance is unrelated to old InternVL2 remote-code/meta-init incompatibility." - }, - { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Different video bugs: missing fpn_position_embeddings vs wrong vision_position_ids." + "reason": "Both touch generation internals, but one is sync_gpus kwargs updating and the other is cache availability; not the same bug." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "SAM3 Video attribute error is unrelated to trust_remote_code missing fields in AutoConfig." + "reason": "MLukeTokenizer AttributeError on tasks vs a performance regression after upgrading transformers." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols/modules and different code paths." + "reason": "Custom model initialization breakage in v5 vs ESM2 model breakage; different root causes and surfaces." } ] }, @@ -11349,62 +11230,73 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ + "issue:28282", "issue:30990", - "issue:35141", "issue:36010", "issue:41628", "issue:42175", "issue:42222", + "issue:42371", "issue:42673", "issue:42831", - "issue:42898", "issue:42994", "issue:43232", "issue:43377", "issue:43475", - "issue:43479", - "issue:43504", + "issue:43482", "issue:43525", - "issue:43526", + "issue:43643", "issue:43673", "issue:43704", "issue:43873", - "issue:43976", "issue:44038", - "issue:44079", "issue:44164", "issue:44188", "issue:44222", "issue:44242", "issue:44351", - "issue:44373", - "issue:44496", - "issue:44568", "issue:44623", "issue:44661", + "issue:44749", "issue:44792", - "issue:44869", "issue:44933", "issue:44945", "issue:44964", "issue:45081", + "issue:45092", "issue:45103", "issue:45137", "issue:45200", + "issue:45230", + "issue:45278", "issue:45310", "issue:45375", + "issue:45381", + "issue:45397", "issue:45478", - "issue:45561", + "issue:45656", "issue:45712", "issue:45753" ], "soft_pairs": [ + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933", "issue:45081|issue:45103", "issue:43475|issue:44661", "issue:42994|issue:43525", "issue:45375|issue:45478", - "issue:43232|issue:44188", "issue:45310|issue:45375", + "issue:43232|issue:44188", "issue:43873|issue:44945", "issue:42673|issue:43704", "issue:41628|issue:44351", @@ -11419,248 +11311,243 @@ "issue:44038|issue:45310", "issue:42222|issue:45200", "issue:43377|issue:44242", - "issue:43526|issue:45561", - "issue:44496|issue:45561", - "issue:43504|issue:45561", - "issue:44964|issue:45137", - "issue:42175|issue:44933", - "issue:42898|issue:44568", - "issue:43479|issue:44869", - "issue:30990|issue:35141", - "issue:43976|issue:44933", - "issue:43479|issue:44079", - "issue:44623|issue:45310", - "issue:44188|issue:44373" + "issue:44964|issue:45137" ], - "prepared_review_unit_hash": "a3826f3cf1b7a285fef8cf72b8af1e0f1cca3836bde90a01003985bff1615e66", + "prepared_review_unit_hash": "ef0c9b42a9d76300252855e7979ebb20fac481ea73e222b732c01162d55b3c54", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37105, - "estimated_input_tokens": 9277, - "estimated_eval_tokens": 18810 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "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": "Most pairs are only superficially similar (same subsystem or model family) and should stay separate. I found two true duplicate pairs: the identical Qwen3ForCausalLM VRAM leak reports, and the identical Qwen3.5 MoE from_pretrained error reports.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42673 is the strongest canonical issue candidate: it has the richer discussion/inbound references, and issue:43704 appears to be the same VRAM-leak bug with less context.", + "summary": "Mostly unrelated issue reports, but the packet contains at least two clear exact-duplicate pairs: 42673/43704 and 45310/45478. The soft-edge candidates are still conservatively rejected, and the earlier summary was too strong in implying the VRAM-leak pair was the only obvious duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "42673 is still the best canonical pick for the VRAM-leak pair because it is the more detailed and higher-activity report, and 43704 repeats the exact same title and bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue overall because it is an exact duplicate target with the most supporting activity among the accepted duplicate pairs.", + "best_issue_reason": "42673 is a strong global issue representative because it is a concrete, clearly duplicated bug report with good detail and activity. That said, the set also includes another exact duplicate pair (45310/45478), so this cluster is not uniquely centered on only one duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Different failure modes: generation cache regression vs broad import errors after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file handling is unrelated to a deepspeed double optimizer step." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown during filtering is not the same bug as duplicate optimizer stepping." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated problems: filtering slowdown versus Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is unrelated to GGUF loading failure in v5." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus a specific Gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Torch ImportError for AutoModel is unrelated to a Sentence Transformers loading hang." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API warning is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and symptoms: SAM 3 attribute error vs Qwen2.5-VL position IDs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A model output attribute bug is unrelated to missing AutoConfig fields with trust_remote_code." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols/modules and lack a concrete same-bug match." + }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different bugs: Mistral tokenizer regex crash vs auto-docstring annotation crash." + "reason": "Tokenizer regex crash and auto_docstring annotation crash are unrelated code paths." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Different code paths: SAM3 vision output attribute error vs tokenizer-mapping add-new-model-like failure." + "reason": "A model output attribute bug is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Both are model-loading/saving related, but one is quantized model saving and the other is a Llama4 config attribute bug." + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different issues." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different concrete failures: missing config field vs generic from_pretrained error." + "reason": "Related Qwen3.5 family, but one is a missing config field and the other is a from_pretrained regression; not the same concrete bug." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Unrelated generation bookkeeping bug vs attention-kernel divergence under torch.compile." + "reason": "From_pretrained error versus silently dropped vision config field are different failures." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Related Qwen3.5/MoE area, but one is a from_pretrained regression and the other is a vision-config field being dropped." + "reason": "Generation kwargs update after sync_gpus is unrelated to torch.compile attention kernel divergence." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + "reason": "Quantization offloading issue is unrelated to incorrect pipeline-parallel outputs." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same reported bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + "reason": "Exact same bug/title: Qwen3ForCausalLM VRAM leak across multiple dataloader threads." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different underlying fixes." + "reason": "Different missing imports: AutoImageProcessor versus HybridCache." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Different failures: FineGrainedFP8 accuracy issue vs FP8 save_pretrained/moe serialization issue." + "reason": "FP8 accuracy regression is not the same as FP8 save_pretrained failure." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Different concrete bugs: pipeline-parallel output corruption vs a specific Qwen3_5 infinite-loop image case." + "reason": "Pipeline-parallel output mismatch is unrelated to a specific-image infinite loop in Qwen3_5." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Different issues: FP8 save_pretrained for MoE vs Qwen3.5 MoE from_pretrained regression." + "reason": "FP8 save_pretrained moe and Qwen3.5 MoE from_pretrained are different bugs." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "GenerationMixin cache/chunked_prefill issue is unrelated to attention-kernel branching under torch.compile." + "reason": "Generation cache regression and attention-kernel branching under torch.compile are unrelated." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different import failures: GenerationMixin import vs AutoImageProcessor import." + "reason": "Both are import errors, but for different symbols and different regressions." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Both touch persistence, but one is quantized-model saving and the other is extra_state handling in save/from_pretrained." + "reason": "Quantized model saving failure is not the same as extra_state handling in save/from_pretrained." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different scopes: missing TensorFlow backend in extras install vs leftover dummy classes leaking into dir(transformers)." + "reason": "Packaging/extra dependency behavior differs from leftover dummy class cleanup." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs after sync_gpus and a janus image-generation test failure are different bugs." + "reason": "Generation sync_gpus bug is unrelated to a Janus image-generation test failure." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broader Qwen3/MoE area, but different model variants and failure modes; not the same concrete bug." + "reason": "Different Qwen variants and different symptoms; not enough to treat as the same bug." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different model/config issues: broken vitpose models vs mm_token_type_ids defaulting for Gemma 4." + "reason": "Vitpose model breakage is unrelated to Gemma-4 token type ID defaults." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different functionality: MIMI padding-mask inconsistency vs load-balancing loss routing behavior." + "reason": "MIMI padding-mask inconsistency is unrelated to MoE load-balancing loss omission." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs xdist file-write race." - }, - { - "left": "issue:44496", - "right": "issue:45561", - "accept": false, - "reason": "Different bugs: unrecognized model/config loading vs xdist captured_info.txt race." - }, - { - "left": "issue:43504", - "right": "issue:45561", - "accept": false, - "reason": "Different bugs: Beit pretrained preset legacy field vs xdist race condition." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Different failures: Phi-4 multimodal load regression vs DeepSpeed ZeRO3 deque pop error." - }, - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Both involve tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Different issues: missing TensorFlow backend in extra install vs nonexistent image_utils import." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Different bugs: Phi4MultimodalConfig default initialization vs Whisper timestamp decoding crash." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Completely different areas: Sentence Transformers loading stall vs resizing token embeddings reinit." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python-version compatibility issue is unrelated to an image_utils import regression." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Different issues: multimodal config defaulting vs ModelOutput key assignment." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Different bugs: processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained regression." - }, - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "Attention-kernel divergence is unrelated to a docstring typo." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque error are different code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the two accepted duplicate pairs are supported by identical or near-identical titles, and the conservative false verdicts are consistent with the issue descriptions. The canonical choice for issue:42673 is also supported by its higher discussion activity versus issue:43704." + "accept": false, + "feedback": "The canonical duplicate call on 42673/43704 is grounded, but the summary is too strong: the packet also contains another obvious duplicate pair with the exact same title, issue 45310 and issue 45478 ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'). So it is not accurate to say the only clear duplicate is the Qwen3ForCausalLM VRAM leak report. The soft-edge verdicts themselves are mostly conservative, but the overall summary overstates uniqueness." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11678,43 +11565,42 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:22355", - "issue:28282", "issue:30333", + "issue:30990", "issue:33290", - "issue:34689", "issue:35141", "issue:36331", - "issue:41628", - "issue:42757", + "issue:42175", "issue:42831", "issue:42898", "issue:43116", - "issue:43232", "issue:43278", "issue:43479", + "issue:43504", + "issue:43526", "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", + "issue:43976", "issue:44060", + "issue:44079", + "issue:44188", "issue:44190", "issue:44206", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", "issue:44373", "issue:44448", - "issue:44484", - "issue:44485", + "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44869", "issue:44933", - "issue:44977", "issue:45092", "issue:45103", "issue:45125", @@ -11722,14 +11608,25 @@ "issue:45310", "issue:45356", "issue:45405", + "issue:45561", "issue:45656", "issue:45712", - "issue:45812", - "issue:45834" + "issue:45812" ], "soft_pairs": [ + "issue:43526|issue:45561", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44623|issue:45310", "issue:43784|issue:43824", "issue:43278|issue:45137", + "issue:44188|issue:44373", "issue:42898|issue:45812", "issue:44734|issue:45103", "issue:30333|issue:33290", @@ -11744,250 +11641,239 @@ "issue:44933|issue:45712", "issue:44222|issue:44297", "issue:44297|issue:45656", - "issue:43116|issue:44190", "issue:43479|issue:43644", + "issue:43116|issue:44190", "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:44206|issue:45103", - "issue:30333|issue:36331", - "issue:41628|issue:42757", - "issue:22355|issue:28282", - "issue:44297|issue:45310", - "issue:30333|issue:34689", - "issue:44222|issue:44484", - "issue:43232|issue:45834", - "issue:43723|issue:44977", - "issue:28282|issue:30333", - "issue:30333|issue:35141", - "issue:44263|issue:45092", - "issue:44373|issue:44485" + "issue:30333|issue:36331" ], - "prepared_review_unit_hash": "da496fd19da73b47d23206553aa9aabab844f244f7a18a939e3d990668d3391f", + "prepared_review_unit_hash": "92571dd94164bdeb7035931fcccda64b26d24c031abb770dc0ccc7ba751e7020", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37515, - "estimated_input_tokens": 9379, - "estimated_eval_tokens": 19014 + "serialized_chars": 37203, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose collection of unrelated Transformers bugs/import regressions rather than one duplicate cluster. None of the soft pairs look like the same underlying issue; the strongest standalone issue is the open Granite tokenizer regression.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45812 is the clearest high-impact, actively open regression with broad user impact and multiple inbound references; if one issue must represent this set, it is the most actionable choice.", + "summary": "The set is mostly a loose bag of unrelated bugs; I found no soft-edge pairs that look like the same underlying issue. The best representative issue is the broad, user-impacting Granite tokenizer regression.", + "confidence": 0.51, + "canonical_issue_reason": "issue:45812 is the most broadly scoped and severe user-facing regression in the set: a silent v4\u2192v5 tokenizer bug affecting all Granite models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 has the strongest combination of severity, concrete regression description, and ongoing relevance.", + "best_issue_reason": "issue:45812 is the strongest anchor for the cluster because it describes a concrete, high-impact tokenizer regression with wide model coverage and clear reproduction scope.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: BEiT label reduction bug vs pytest-xdist file-race in testing utils." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model auto-loading/config error vs test artifact race condition." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different code paths and symptoms: BEiT pretrained loading legacy field vs testing utility race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated backend packaging issue vs missing image_utils import." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different subsystems: multimodal config default initialization vs Whisper timestamp decoding crash." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "No shared underlying bug: sentence-transformer loading hang vs embedding reinit on resize." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated: Python version compatibility vs missing import symbol." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Both mention None/default handling, but in different classes and unrelated failures." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same concrete problem." + }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they affect different symbols, different packages, and different root causes." + "reason": "Different import failures for different packages/models; no common code-path bug." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "One is an embedding dtype regression; the other is a DeepSpeed ZeRO3 deque IndexError. Not the same bug." + "reason": "Unrelated training/eval dtype regression vs DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence vs docstring typo; unrelated." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizer behavior changes, but one is about clean_up_tokenization_spaces semantics and the other is a Granite token ID regression." + "reason": "Both are tokenizer regressions in v5, but they are distinct failures on different APIs/models." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache continuation crash vs auto-docstring annotation handling crash; unrelated code paths." + "reason": "Serve KV-cache indexing crash vs auto-docstring annotation crash; different subsystems." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training is unrelated to Adafactor/DeepSpeed OOM." + "reason": "MLflow reporting on training failure vs DeepSpeed/Adafactor OOM; unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different behaviors and different models." + "reason": "General tokenizer loading issue vs missing BOS/EOS addition; not the same bug." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions with different failure modes; not one concrete bug." + "reason": "Different tokenizer regressions with different model-specific root causes." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch method vs remote-code meta-init incompatibility are different issues." + "reason": "Different multimodal model-loading failures and different causes." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Tied-weights warning bug vs missing tensor-parallel plan for a different model." + "reason": "Unrelated Qwen3-Next tied-weights warning vs missing tensor-parallel plan." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." + "reason": "Both involve tokenizers, but the reported regressions and affected models differ." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated repository issues." + "reason": "Dependency version pin issue vs leftover dummy classes/check-repo problem." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Pegasus v4/v5 output difference is broader and not the same concrete clean_up_tokenization_spaces bug." + "reason": "Missing import vs dummy-class cleanup; unrelated." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access error vs optimizer stepping twice under DeepSpeed are unrelated." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Missing image_utils import and dummy class leakage are different maintenance problems." + "reason": "Buffer read/write bug vs optimizer step duplication under DeepSpeed; different symptoms and layers." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained on MoE vs tokenizer_class metadata mismatch in save_pretrained are different serialization bugs." + "reason": "FP8 save_pretrained MoE issue vs tokenizer_class mismatch in tokenizer_config; unrelated save paths." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to the DeepSpeed optimizer-step issue." + "reason": "Tokenizer metadata mismatch vs DeepSpeed optimizer stepping bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config defaulting bug vs non-persistent buffer junk; not the same underlying issue." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example script returning empty results vs local dataset loading failure are different example-script issues." + "reason": "Different example scripts and failures: multi-label output handling vs local dataset loading." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Multimodal config default initialization and non-persistent buffer corruption are unrelated." + "reason": "Feature extractor argument regression vs auto-docstring annotation crash." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "MoE FP8 save_pretrained bug vs processor.save_pretrained missing files are different save-path problems." + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other processor file output." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is unrelated to processor serialization missing files." + "reason": "Accuracy regression in FineGrainedFP8 vs missing processor files; unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature-extractor argument crash and auto-docstring annotation crash do not share the same code path." + "reason": "Different components and failures; no shared code-path." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow logging on failure and custom trainer compute_loss signature breakage are unrelated training issues." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Different import failures from different APIs; same broad symptom, different root cause." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Transformers.onnx import missing and AutoModel requiring PyTorch are unrelated dependency/import issues." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are not the same bug." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "Training-job MLflow reporting and Llama model loading regression are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 MoE save_pretrained bug is unrelated to the max_shard_size question." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation kwargs update bug and Kosmos2.5 long-OCR index error are different failure modes." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are unrelated." - }, - { - "left": "issue:28282", - "right": "issue:30333", - "accept": false, - "reason": "AutoModel missing PyTorch and MLflow reporting on failed training are unrelated import/training issues." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "Failed-job MLflow reporting and embedding reinitialization after resize are different bugs." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split return-value handling in GLM MoE indexer is unrelated to InternVL2 meta-init incompatibility." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "Docstring wording issue vs GLM-5 RoPE implementation bug are not the same problem." + "reason": "MLflow failure reporting vs custom trainer loss-signature breakage." } ] }, @@ -12012,43 +11898,43 @@ "cluster_id": "cluster-10000-404", "nodes": [ "issue:22355", - "issue:28218", + "issue:28282", + "issue:30333", "issue:30990", + "issue:34689", + "issue:35141", "issue:38175", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", "issue:42831", "issue:42886", "issue:42994", - "issue:43066", - "issue:43122", "issue:43232", "issue:43479", - "issue:43576", "issue:43723", "issue:43756", - "issue:43784", "issue:43824", "issue:44038", "issue:44060", - "issue:44117", + "issue:44222", "issue:44261", "issue:44263", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44442", "issue:44483", + "issue:44484", + "issue:44485", "issue:44514", - "issue:44521", "issue:44568", "issue:44623", - "issue:44704", "issue:44829", "issue:44871", "issue:44913", + "issue:44977", "issue:44991", "issue:45092", "issue:45103", @@ -12057,235 +11943,263 @@ "issue:45357", "issue:45406", "issue:45593", - "issue:45753", + "issue:45834", "issue:46002" ], "soft_pairs": [ - "issue:44263|issue:44360", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:28282|issue:30333", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:30333|issue:35141", + "issue:44263|issue:45092", "issue:44295|issue:44623", - "issue:44483|issue:45406", "issue:44514|issue:45103", - "issue:45092|issue:45357", + "issue:44483|issue:45406", + "issue:44373|issue:44485", + "issue:44263|issue:44360", "issue:44261|issue:45092", + "issue:45092|issue:45357", "issue:43723|issue:44871", "issue:43723|issue:44991", "issue:30990|issue:38175", "issue:44829|issue:46002", "issue:43723|issue:44442", + "issue:43479|issue:44913", "issue:41628|issue:43824", "issue:42831|issue:45310", - "issue:43479|issue:44913", "issue:44263|issue:44373", "issue:42831|issue:44038", "issue:39401|issue:44568", - "issue:42886|issue:42994", "issue:42757|issue:45278", + "issue:42886|issue:42994", "issue:43232|issue:45593", - "issue:43756|issue:44060", - "issue:42831|issue:45753", - "issue:43576|issue:43784", - "issue:42886|issue:43066", - "issue:43122|issue:44521", - "issue:22355|issue:28218", - "issue:42371|issue:44263", - "issue:44117|issue:44704" + "issue:43756|issue:44060" ], - "prepared_review_unit_hash": "ac7203e54d8ac415dec276671011387e0eccf96ec184cfa9d5e1a7d22d7b00fd", + "prepared_review_unit_hash": "e111f0bc865c656e2f204667317589284546f4e181dfb4adbbafd3146d23e65e", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35788, - "estimated_input_tokens": 8947, - "estimated_eval_tokens": 18150 + "soft_pair_count": 32, + "serialized_chars": 37049, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with only a loose tokenizer-loading/v5 theme. I would anchor on the broad AutoTokenizer.from_pretrained v5 loading regression, but the proposed soft pairs are not duplicates of the same concrete bug/change.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43723 is the broadest and most central tokenizer-loading regression in v5, which best matches the cluster\u2019s strongest recurring theme.", + "summary": "This cluster is dominated by superficially similar Transformers import/tokenizer/model-loading regressions, but the pairwise evidence does not show a shared underlying defect. The soft matches mostly span different code paths, different models, or different failure modes, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43723 is the broadest and most central issue here: a generic v5 tokenizer-loading failure that also sits in the middle of several tokenizer-related soft matches. It is still only a loose umbrella, not a true duplicate hub for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best issue representative because it captures the most general user-facing failure mode in this set: tokenizer loading breaks in Transformers v5.", + "best_issue_reason": "issue:43723 is the best representative issue because it is the most generic, recurring tokenizer-loading regression among the candidates. That said, the cluster is too heterogeneous for a strong canonical issue choice.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is AutoImageProcessor and the other is is_offline_mode from huggingface_hub; different symbols and likely different fixes." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to AutoModel requiring PyTorch; they concern different missing dependencies." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "One is tokenizer_config save metadata mismatch, the other is a Qwen3.5 MoE from_pretrained load failure; different bug surfaces." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained for MoE and max_shard_size behavior are both save-related, but they are different issues with different root causes." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch-not-found import error and MLFlow job reporting are unrelated failures." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to a long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading in v5 and Qwen3.5 flash-attention generation problems are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLFlow reporting is unrelated to embedding reinitialization during post_init." + }, { "left": "issue:44263", - "right": "issue:44360", + "right": "issue:45092", "accept": false, - "reason": "Both mention DSA/indexer code, but one is about torch.split return handling and the other about a missing ReLU; different bugs." + "reason": "torch.split return handling in a DSA indexer is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "One is about position_ids buffer access, the other about processor.save_pretrained omitting files; unrelated code paths." + "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are distinct processor/model-save bugs." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "A Qwen2_5_VLProcessor batched padding crash is unrelated to an auto-docstring AttributeError from future annotations." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Both are runtime crashes, but one is a chat-completions request rejection and the other is a Gemma4Processor attribute error; not the same bug." + "reason": "Chat-completions request handling and Gemma4Processor missing _tokenizer are different failures despite both involving serving." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Different subsystems and failure modes: batched apply_chat_template padding behavior vs auto_docstring annotations handling." + "reason": "A wrong docstring for position_ids is not the same as a GLM-5 RoPE implementation bug." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Both involve multimodal models, but one is meta-init incompatibility for old InternVL2 checkpoints and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Both mention the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same defect." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different issues: MLA layernorm epsilon precision error vs remote-code checkpoint meta-initialization incompatibility." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta initialization incompatibility and incorrect visual encoder keys in save_pretrained are separate issues." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Both are tokenizer-related, but one is a generic from_pretrained loading failure and the other is eos_token_id configuration inconsistency." + "reason": "Tokenizer loading in v5 and Gemma-3 eos_token_id inconsistency are different tokenizer/model-config problems." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Different underlying causes and models; both are tokenizer load problems in v5, but not the same concrete bug." + "reason": "Both are tokenizer load problems, but the affected model and failure mode differ; not the same underlying bug." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Unrelated topics: Sentence Transformers loading hang vs SigLIP2 zero-probability inference." + "reason": "Sentence Transformers loading stalling and siglip2 zero probabilities are unrelated model behavior reports." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different training pathologies: flash_attention_3 degeneration vs NaNs on checkpoint/init." + "reason": "Flash-attention-3 training degeneration and NaNs in classification heads after init/checkpointing are different numerical issues." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Generic tokenizer load regression vs AutoTokenizer failing on a specific FastSpeech2Conformer tokenizer; not the same issue." + "reason": "AutoTokenizer failing to load FastSpeech2ConformerTokenizer is a specific tokenizer registration problem, not the same as the broader v5 tokenizer-loading issue." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal default config initialization and GPTNeoX rotary_pct reload behavior are both config-related but not the same bug." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols/models; too broad to dedupe." + "reason": "Different missing imports: AutoImageProcessor versus Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different bugs: FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Separate config serialization bugs: multimodal defaults when None vs rotary_pct not persisting on reload." + "reason": "FineGrainedFP8 accuracy concerns are unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is a runtime/indexer math issue and the other is a docstring problem; not duplicates." + "reason": "DSA indexer torch.split behavior and a position_ids docstring issue have no shared defect." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Both mention model quality/bugs, but the concrete problems are unrelated and in different model families." + "reason": "FineGrainedFP8 accuracy issues and Qwen3-VL-Moe bugs are separate problems." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer regressions: wrong offset_mapping vs add_special_tokens not adding BOS/EOS." + "reason": "Qwen3 offset_mapping errors and mdeberta-v3 add_special_tokens/BOS-EOS behavior are different tokenizer bugs." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Offline cache loading failure vs quantized model saving failure; distinct code paths." + "reason": "is_offline_mode import failure is one specific breakage; many import errors after upgrade is a broader report, not the same defect." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "A specific missing import from huggingface_hub is not the same as a broad collection of import errors after upgrade." + "reason": "Tokenizer cache loading offline and quantized model saving are unrelated issues." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs update bug vs missing auxiliary losses in D-FINE; unrelated." + "reason": "Generation kwargs after sync_gpus and missing auxiliary losses in D-FINE are unrelated." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific architecture/config issues: RoPE layer dropping vs tied-weights warning." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "Accuracy issue with FP8 training is unrelated to Qwen3_5 infinite-loop generation on a specific image." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Broken env CLI command vs NameError importing sentence-transformers; different failures." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type are separate tokenizer bugs." - }, - { - "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Different behavior: tokenization changes across versions vs assistant_masks being all zero for multimodal inputs." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "Completely unrelated: missing transformers.onnx module vs added-token spacing behavior." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 settings warning and DSA indexer math bugs are unrelated." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs forwarding bug; not the same underlying problem." + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are different architecture/config problems." } ] }, @@ -12309,33 +12223,35 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ + "issue:22355", + "issue:28218", "issue:29127", "issue:30990", "issue:33357", - "issue:36296", "issue:39401", "issue:41628", - "issue:42757", + "issue:42371", + "issue:42831", + "issue:42886", "issue:42907", + "issue:43066", "issue:43116", "issue:43122", "issue:43232", - "issue:43278", "issue:43408", "issue:43452", "issue:43475", - "issue:43493", + "issue:43576", "issue:43646", "issue:43784", - "issue:43824", "issue:43937", "issue:43976", "issue:44038", - "issue:44222", + "issue:44117", "issue:44261", + "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44373", "issue:44485", @@ -12350,27 +12266,32 @@ "issue:44945", "issue:44964", "issue:45200", - "issue:45216", "issue:45278", "issue:45290", - "issue:45478", "issue:45600", "issue:45753", "issue:46002" ], "soft_pairs": [ + "issue:42831|issue:45753", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:22355|issue:28218", + "issue:44117|issue:44704", + "issue:42371|issue:44263", "issue:43646|issue:46002", "issue:30990|issue:33357", - "issue:44704|issue:45290", "issue:44295|issue:44297", + "issue:44704|issue:45290", "issue:43232|issue:44743", "issue:42907|issue:44945", "issue:43122|issue:44514", - "issue:43976|issue:44945", "issue:41628|issue:45278", - "issue:44261|issue:44373", + "issue:43976|issue:44945", "issue:39401|issue:44488", "issue:43784|issue:45600", + "issue:44261|issue:44373", "issue:42907|issue:43937", "issue:43408|issue:43475", "issue:44360|issue:44485", @@ -12380,231 +12301,224 @@ "issue:44038|issue:44297", "issue:42907|issue:44964", "issue:29127|issue:30990", - "issue:44038|issue:44295", "issue:43122|issue:44779", - "issue:42907|issue:43452", - "issue:36296|issue:43116", - "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:45216|issue:45478", - "issue:42757|issue:44351", - "issue:43278|issue:44945", - "issue:43493|issue:45753" + "issue:44038|issue:44295", + "issue:42907|issue:43452" ], - "prepared_review_unit_hash": "40c6280dbbd098a60b876cf3415f151a81f46ed97a6fc6dd588ae9b754448a59", + "prepared_review_unit_hash": "76cb8dbc1b226a3d4a7160ef4873fbb92947b4ca9da1ea060f9014028f336a74", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36600, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "serialized_chars": 36519, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "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/HF issues; the soft-similarity pairs are generally only superficially related by subsystem or symptom and do not look like true duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45278 is the broadest representative of the set because it captures the general \"many import errors after update\" theme and can plausibly subsume nearby import-related reports better than the narrower, model-specific issues.", + "summary": "The cluster is a grab bag of mostly unrelated Transformers issues spanning tokenization, multimodal/chat templates, model loading, generation, config plumbing, and a few model-specific bugs. None of the soft-similarity pairs look like the same underlying bug or change, so I would reject all soft edges.", + "confidence": 0.88, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best issue anchor for this cluster: it is broad, user-facing, and closest to several other import/API regression reports, even though most pairings are not true duplicates.", + "best_issue_reason": "issue:43122 is the closest thing to a representative issue because it is a broad tokenizer regression report and overlaps thematically with several nearby tokenization-related complaints, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different problems: FP8 accuracy regression vs Qwen3_5 image infinite loop." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage is unrelated to sentence-transformers import NameError." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is separate from v5 decoder-type mismatch." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs multimodal assistant_mask generation bug; different code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error for transformers.onnx vs added-space tokenization issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Mapping fallback bug is unrelated to AutoProcessor cached_file kwargs forwarding." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and torch.split behavior are unrelated." + }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Different bugs: custom model initialization breakage versus NaNs in classification heads after checkpoint/init." + "reason": "Custom model initialization breakage differs from NaNs in classification heads." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are load/runtime failures, but one is Sentence-Transformers hanging and the other is a MacOS bus error with a CLIP model; different code paths and symptoms." + "reason": "Loading hang and Mac bus error are distinct failure modes." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Different APIs: cached_file kwargs forwarding versus chat template crashes on tool-call assistant messages." + "reason": "position_ids buffer access bug is unrelated to tokenizer_class saved in config." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Unrelated issues: reading a registered position_ids buffer versus tokenizer_class mismatch in tokenizer_config.json." + "reason": "Processor loading kwargs vs chat template crash with tool-call messages." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both involve generation state, but one is a generic sync_gpus/update_model_kwargs bug and the other is a Qwen3.5 recurrent-state reset bug; not the same concrete defect." + "reason": "Generation kwargs update bug is different from recurrent-state reset in modular_qwen3_5." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Different features and failures: saving dequantized models versus incorrect outputs under pipeline parallelism." + "reason": "Model save failure is unrelated to incorrect pipeline-parallel output." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer behavior regression versus apply_chat_template batching/padding crash; not the same underlying bug." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python-version compatibility failure versus pipeline-parallel inference correctness; unrelated." + "reason": "General tokenization change vs batched Qwen2_5_VL chat-template crash." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but 41628 is one missing symbol while 45278 is a broad collection of post-upgrade import errors; too coarse to be the same duplicate." + "reason": "Single missing import is not the same as broad import errors after upgrade." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Missing rms_norm_eps precision issue versus a wrong docstring for position_ids; the latter is documentation-only." + "reason": "Python version compatibility issue is unrelated to pipeline-parallel inference output." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset_mapping bug versus a model loading problem; different failure modes." + "reason": "Qwen3 offset_mapping bug and sleng-bert loading failure are different models/issues." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Both involve import breakage, but one is a missing nn symbol in sentence-transformers and the other is stale auto_mappings references to removed SAM3 configs." + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings references." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Layernorm precision/config bug is unrelated to a wrong docstring." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models versus invalid GenerationConfig for GLM-5; unrelated." + "reason": "Saving dequantized models and invalid GenerationConfig are unrelated." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM3 tracker-vs-video config warning is not the same bug as a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput." + "reason": "Model-type warning is not the same as missing fpn_position_embeddings attribute." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation bug and GLM-5 RoPE implementation issue are different model/components." + "reason": "DSA indexer activation discussion is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset_mapping correctness and assistant_masks being all-zero in multimodal chat templating are separate problems." + "reason": "Offset mapping bug and all-zero assistant masks are separate tokenizer/multimodal issues." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Classification example script returning empty results is not the same as Gemma 4 mm_token_type_ids defaulting issue." + "reason": "Example-script multi-label behavior is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug and flash_attention_3 degenerate training are unrelated." + "reason": "num_labels propagation bug does not match flash_attention_3 training degeneration." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading bug versus tokenizer save_pretrained metadata mismatch; different paths." + "reason": "Qwen3-VL-Moe model bug is unrelated to tokenizer save_pretrained class mismatch." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models versus failing to load Phi-4 multimodal instruct; unrelated." + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are different failures." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMV3 box-validation message clarity and Sentence-Transformers loading hang are unrelated." + "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hang are unrelated." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Model load failure versus position_ids buffer read error; not the same bug." + "reason": "Both concern tokenization, but they are different model/version regressions with different symptoms." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and report different incorrect behaviors." + "reason": "Qwen3-VL-Moe bug is unrelated to position_ids buffer read error." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file loading failures are different API paths." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor-parallel training bug and multi-label example script empty results are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Both mention MoE, but one is a model loading bug and the other is FP8 save_pretrained behavior." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports from different packages/symbols; not the same underlying defect." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Both are Qwen3.5-related regressions, but one is checkpoint save correctness and the other is from_pretrained loading error." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they involve different modules and symbols (huggingface_hub is_offline_mode vs transformers HybridCache)." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Training/eval dtype mismatch in embedding layers is unrelated to incorrect outputs under pipeline parallelism." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "SigLIP2 JAX-vs-HF implementation discrepancy is not the same as Qwen3_5 infinite-loop behavior on a specific image." + "reason": "Dequantized model save failure and gguf_file load-path breakage are different code paths." } ] }, @@ -12630,26 +12544,26 @@ "nodes": [ "issue:22355", "issue:29127", - "issue:33453", + "issue:36296", "issue:38617", - "issue:39401", "issue:42222", "issue:42371", "issue:42673", + "issue:42757", "issue:42907", "issue:43064", "issue:43066", "issue:43116", "issue:43122", + "issue:43278", "issue:43441", "issue:43493", "issue:43611", "issue:43673", "issue:43784", + "issue:43824", "issue:43825", - "issue:43827", "issue:43874", - "issue:43906", "issue:43937", "issue:43976", "issue:43992", @@ -12657,30 +12571,37 @@ "issue:44075", "issue:44117", "issue:44222", - "issue:44291", - "issue:44466", + "issue:44351", "issue:44485", "issue:44704", "issue:44779", "issue:44936", + "issue:44945", "issue:44977", - "issue:45071", "issue:45072", "issue:45083", + "issue:45216", "issue:45278", "issue:45357", - "issue:45405", "issue:45446", "issue:45478", "issue:45563", "issue:45588", + "issue:45753", "issue:46002" ], "soft_pairs": [ + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", "issue:43122|issue:44977", + "issue:43784|issue:45446", + "issue:43493|issue:45753", "issue:42907|issue:44222", "issue:43992|issue:44704", - "issue:43784|issue:45446", "issue:43066|issue:44779", "issue:38617|issue:45278", "issue:42673|issue:45072", @@ -12698,224 +12619,210 @@ "issue:43116|issue:43825", "issue:45083|issue:45446", "issue:43937|issue:45563", - "issue:44117|issue:45588", - "issue:33453|issue:39401", - "issue:39401|issue:44779", - "issue:43827|issue:45446", - "issue:43937|issue:44977", - "issue:44466|issue:46002", - "issue:42673|issue:43906", - "issue:45405|issue:45446", - "issue:44291|issue:45071" + "issue:44117|issue:45588" ], - "prepared_review_unit_hash": "8524b45e3eebafd183bd113ad659d9487af22535207cab8c878f9547b5bcda4e", + "prepared_review_unit_hash": "8c89a348e3f1981b1d845368f1b519ebb000b3b262b6e6cb8a60c759780eadf7", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35816, - "estimated_input_tokens": 8954, - "estimated_eval_tokens": 18164 + "soft_pair_count": 29, + "serialized_chars": 35394, + "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 noisy and mostly consists of unrelated Transformers v5 regressions that only look similar at the title level (tokenizer, import, save/load, generation, training, multimodal). I don\u2019t see any pair that is clearly the same underlying bug/change, so I rejected all soft edges.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue stands out: the items span distinct failure modes across different subsystems, and the soft links are driven mostly by generic v5 similarity rather than the same concrete bug.", + "summary": "This cluster is heterogeneous: it groups many Transformers v5 regressions and model-specific bugs, but the soft edges are mostly broad thematic similarities rather than true duplicates. I do not see any pair that is clearly the same underlying bug or mergeable into one PR.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('Many import errors after update from 4.57.0 to 5.5.0'), so it is the most plausible representative issue for the cluster even though the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a strong global duplicate target; the closest matches are still model- or code-path-specific regressions that should stay separate.", + "best_issue_reason": "issue:45278 best represents the cluster because it captures the widest version-regression/import-error pattern; the other issues are narrower, model-specific, or unrelated symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms; not the same concrete bug." + "reason": "Tensor-parallel training failure vs. multi-label example-script output bug; different code paths and symptoms." }, { - "left": "issue:42907", + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/classes and different API surfaces." + }, + { + "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "One is about failing to save dequantized Ministral/Devstral models, the other about FP8 save_pretrained for moe models; different code paths." + "reason": "Qwen3-VL-Moe runtime bug vs. FP8 save_pretrained bug; different failure modes and likely different fixes." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 save/from_pretrained regressions, but one is about incorrect checkpoint saving and the other about a from_pretrained load error; not the same concrete bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; same broad class of breakage but not the same underlying issue." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype change between train/evaluate vs. incorrect output under pipeline parallelism; unrelated behavior." + }, + { + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "UMT5Encoder missing weights on load vs AutoProcessor not forwarding kwargs to cached_file; unrelated loading bugs." + "reason": "Tokenizer output drift across versions vs. flash-attention generation bug; too different to merge." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import NameError and a flex_attention PyTorch version-check issue are separate import-time failures." + "reason": "Import-time NameError in sentence-transformers integration vs. a PyTorch version check bug for AuxRequest; different root causes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs. Qwen3.5 infinite loop on one image; both model-related but not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs. FP8 save_pretrained moe; both serialization-related but clearly different model families and mechanics." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on UMT5Encoder load vs. AutoProcessor not forwarding kwargs; unrelated loader paths." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type vs incorrect Deepseek tokenization; both involve tokenizers, but not the same bug or fix." + "reason": "Tokenizer decoder type bug vs. Deepseek tokenization regression; both tokenizer issues but not the same failure." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A missing import symbol and a broad upgrade causing many import errors are not the same underlying issue." + "reason": "Both are import errors, but one is a single missing symbol and the other is a broad version-upgrade report; not the same concrete bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM across dataloader threads is unrelated to dtype mismatches in inference." + "reason": "VRAM leak in Qwen3ForCausalLM with multi-threaded dataloaders vs. dtype mismatch in CI inference; different runtime problems." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and GLM-5 RoPE implementation are different problems." + "reason": "GenerationConfig validation error for GLM-5 vs. RoPE implementation discussion; not the same bug." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No module named transformers.onnx vs a clearer layoutlmv3 error message; unrelated issues." + "reason": "Missing transformers.onnx module vs. LayoutLMv3 box-validation error message; unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base_model_prefix loading breakage and NaNs in classification heads are different model-loading/training problems." + "reason": "base_model_prefix loading regression vs. NaNs in classification heads after checkout/init; different symptoms and code paths." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior warning and a missing image-patch method in GLM46V are unrelated." + "reason": "TF32 behavior/settings issue vs. missing get_number_of_image_patches on an image processor; unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility checks and a flex_attention import/version check are separate environment issues." + "reason": "Python version compatibility problem vs. PyTorch version gate bug; both version-related but not the same issue." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and a Ministral flash-attention bug affect different architectures and code paths." + "reason": "VitPose models broken vs. Ministral-3 FlashAttention failure; different models and failure mechanisms." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Trainer/FSDP2 optimizer state corruption and missing GenerationMixin cache are unrelated training vs generation bugs." + "reason": "Optimizer state corruption with FSDP2+PEFT+cpu_ram_efficient_loading vs. GenerationMixin cache missing in chunked_prefill; unrelated training vs. generation bugs." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Empty multi-label classification results in an example script and SigLIP2 HF/JAX discrepancy are different concerns." + "reason": "Example script multi-label output bug vs. SigLIP2 implementation discrepancy; no shared code path." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD args being ignored and trainer.evaluate failing after train are separate training issues." + "reason": "SGD args ignored during optimization vs. evaluate() failing after train(); both trainer-related but different bugs." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5 MoE save/load behavior, but one is incorrect save_pretrained keys and the other is a from_pretrained error; not the same bug." + "reason": "Qwen3.5 save_pretrained visual encoder key regression vs. Qwen3.5 Moe from_pretrained load error; closely related family, but not the same concrete bug." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe compatibility and Qwen3.5 Moe from_pretrained failures are different model families and failures." + "reason": "Different Qwen3.5/Qwen3-VL-Moe failures with different entry points (general bug vs. load error)." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "An example script returning empty results and a pipeline translation error message are unrelated." + "reason": "Example script classification output bug vs. pipeline translation-task error messaging; unrelated behavior." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper behavior and a flex_attention import/version check are unrelated." + "reason": "Helper output-length calculation in qwen3_omni_moe vs. PyTorch version check for AuxRequest; different layers." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GLM-5 generation config validation and a stale paged-generate warning for num_return_sequences are different generation bugs." + "reason": "GLM-5 GenerationConfig invalid vs. stale warning for paged generate(); unrelated generation issues." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and a flash_attention AttributeError for sink-less models are unrelated code paths." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset_mapping; not enough to treat as one bug." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Wrong offset mapping for Qwen3 and incorrect Deepseek tokenization are model-specific tokenizer bugs with different symptoms." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention version-check import issue are not the same problem." - }, - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation issues are distinct model-specific failures." - }, - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "Inconsistent lm_head serialization and NaNs in classification heads are different model state/initialization bugs." - }, - { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "A VRAM leak in multi-threaded dataloader use and a reproduction of a different issue are not duplicates." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "A PEFT minimum-version bump and a flex_attention PyTorch version check are unrelated dependency problems." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights loading and PretrainedConfig type-checking breakage are different compatibility regressions." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs. flash_attention crash on s_aux=None; different modules and failure modes." } ] }, @@ -12939,6 +12846,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", @@ -12949,46 +12857,52 @@ "issue:42617", "issue:42673", "issue:42831", - "issue:43012", "issue:43066", - "issue:43097", "issue:43122", "issue:43408", "issue:43421", "issue:43450", - "issue:43577", "issue:43582", - "issue:43673", "issue:43742", - "issue:43874", + "issue:43827", + "issue:43906", "issue:43937", "issue:43986", - "issue:44075", "issue:44117", "issue:44220", "issue:44261", - "issue:44263", + "issue:44291", "issue:44410", + "issue:44466", "issue:44483", "issue:44484", - "issue:44485", - "issue:44493", "issue:44496", + "issue:44779", "issue:44829", "issue:44933", + "issue:44977", "issue:45071", "issue:45081", "issue:45216", "issue:45278", "issue:45310", "issue:45341", + "issue:45405", + "issue:45446", "issue:45464", - "issue:45478", "issue:45542", "issue:45561", - "issue:45656" + "issue:46002" ], "soft_pairs": [ + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:42673|issue:43906", + "issue:45405|issue:45446", + "issue:44291|issue:45071", "issue:43450|issue:43986", "issue:45341|issue:45561", "issue:44117|issue:45081", @@ -13004,243 +12918,56 @@ "issue:44933|issue:45278", "issue:42222|issue:45542", "issue:42490|issue:42673", - "issue:38617|issue:44220", "issue:42175|issue:42222", + "issue:38617|issue:44220", "issue:43937|issue:44496", "issue:42371|issue:42831", "issue:44483|issue:45464", - "issue:44075|issue:45656", - "issue:43066|issue:43122", - "issue:43673|issue:45341", - "issue:43012|issue:43577", - "issue:44484|issue:45478", - "issue:43874|issue:44261", - "issue:44410|issue:45478", - "issue:43097|issue:44493", - "issue:44263|issue:44485", - "issue:41628|issue:45071", - "issue:43012|issue:43408" + "issue:43066|issue:43122" ], - "prepared_review_unit_hash": "f23328953cf6d840933db3b9a01976cc61567b30273f3c2ffe55799ed810c6a8", + "prepared_review_unit_hash": "6020e0895fcc683fdbec86cc2fbf67cb27e290e17b02c9006691d2bd787fc97f", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36664, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35620, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous mix of Transformers issue reports; the soft pairs are superficially similar by subsystem/version theme, but they do not look like the same underlying bug. No PRs are present in the cluster.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here and best matches the recurring version-regression/import-breakage theme across the cluster.", + "summary": "This cluster is mostly a loose set of distinct Transformers bug reports. The tokenizer-v5 issues are related at the theme level, but there isn\u2019t enough evidence here to treat issue:43066 and issue:43122 as the same concrete bug or a mergeable duplicate pair.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer regression report in the cluster, framing the 4.57.3\u21925.0 behavior change generically and making it the best representative for the shared tokenizer-v5 topic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative issue to anchor the cluster because it is broad, user-facing, and closest to the repeated upgrade/import failures seen elsewhere.", + "best_issue_reason": "issue:43122 is the best cluster representative because it captures the cross-version tokenizer behavior change in the broadest terms, which is more useful than the narrower decoder-type symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Both are runtime failures, but one is batched video shape handling and the other is AutoProcessor crashing without torchvision; different code paths." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Both touch testing utilities, but one is a bug in testing_utils.py while the other is a pytest-xdist race on captured_info.txt." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping None vs Mistral regex patch crash are unrelated tokenizer bugs with different failure points." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules." - }, - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Different failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained regression." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Offset_mapping bug and runtime post-processor update bug affect tokenization differently and are not the same defect." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "Flash-attention training collapse and save_pretrained checkpoint corruption are distinct problems." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE loading error." - }, - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 warning behavior and MLA layernorm precision mismatch are different backend issues." - }, - { - "left": "issue:42673", - "right": "issue:43582", - "accept": false, - "reason": "VRAM leak in multithreaded dataloaders and Apple Silicon TypeError in allocator warmup are unrelated." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "Running 3d_parallel.py and a testing_utils bug do not share the same failure mode." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Model-type warning for sam3_tracker vs KeyError loading MobileLLM-125M are different loading problems." - }, - { - "left": "issue:44933", - "right": "issue:45278", - "accept": false, - "reason": "The latter is a broad regression umbrella, but the former is a specific missing import; not the same concrete bug." - }, - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "Broken vitpose models and missing TensorFlow backend with tensorboard are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:42673", - "accept": false, - "reason": "A trailing-slash import warning and a VRAM leak are different issues." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "Missing layer_type_validation import and _torch_extract_fbank_features() failure affect different modules." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "Missing TensorFlow in a torch extra install is unrelated to vitpose model breakage." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "GLM generation config invalid and unrecognized model/config.json error are separate model-loading issues." - }, - { - "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "TF32 control warning and FineGrainedFP8 accuracy regression are not the same bug." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both involve chat/completions, but one is request acceptance and the other is streaming inference failure on a specific model." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "SGD args ignored and deepspeed causing double optimizer steps are distinct optimizer bugs." - }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is decoder type and the other is changed tokenization output; not clearly the same defect." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache missing during chunked_prefill and a testing_utils bug are unrelated." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation and BLIP2 dtype fields staying float32 are different dtype issues." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "A question about shard size is unrelated to a Qwen3.5 MoE loading error." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are different model/component bugs." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5/Qwen3Next-ish model loading, but the concrete missing components and failure paths differ." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Removed tie_embeddings behavior and unexpected position-id keys are separate v5 regressions." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "torch.split return handling and RoPE implementation are different GLM code paths." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different API regressions." - }, - { - "left": "issue:43012", - "right": "issue:43408", - "accept": false, - "reason": "The bfloat16 compile warning and sam3 model-type warning are unrelated." + "reason": "The titles indicate related tokenizer regressions in v5, but that is not enough to conservatively conclude the same underlying bug or one PR-fixable change without body-level evidence tying the failure modes together." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overreaches on the lone accepted soft pair. From the packet we only have titles for issue:43066 and issue:43122, which show related tokenizer regressions in v5, but not enough evidence to conservatively mark them as the same bug/mergeable fix. The rest of the soft-edge refusals look appropriately cautious. I\u2019d keep the overall summary, but change the 43066\u219443122 verdict to a non-accept unless more body-level evidence ties them together." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13259,31 +12986,29 @@ "cluster_id": "cluster-10000-404", "nodes": [ "issue:38617", + "issue:41628", "issue:42222", "issue:42757", + "issue:43012", "issue:43064", - "issue:43066", "issue:43097", - "issue:43208", "issue:43335", "issue:43408", "issue:43441", "issue:43452", "issue:43502", "issue:43531", - "issue:43550", - "issue:43825", + "issue:43577", + "issue:43673", "issue:43873", "issue:43874", - "issue:43901", - "issue:43906", "issue:43931", "issue:43976", "issue:43986", "issue:43992", - "issue:44016", "issue:44038", "issue:44062", + "issue:44075", "issue:44117", "issue:44261", "issue:44263", @@ -13293,7 +13018,7 @@ "issue:44410", "issue:44484", "issue:44485", - "issue:44655", + "issue:44493", "issue:44704", "issue:44829", "issue:44987", @@ -13304,10 +13029,22 @@ "issue:45372", "issue:45375", "issue:45459", + "issue:45478", "issue:45542", - "issue:45588" + "issue:45588", + "issue:45656" ], "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43012|issue:43408", "issue:42222|issue:45459", "issue:43441|issue:44829", "issue:45071|issue:45542", @@ -13324,257 +13061,263 @@ "issue:43976|issue:45071", "issue:43986|issue:45372", "issue:43531|issue:45341", - "issue:44261|issue:44485", "issue:38617|issue:42757", + "issue:44261|issue:44485", "issue:43064|issue:44315", "issue:44410|issue:45375", - "issue:44062|issue:44117", "issue:43097|issue:45588", + "issue:44062|issue:44117", "issue:38617|issue:44351", "issue:44038|issue:44410", "issue:44704|issue:45103", "issue:43502|issue:43992", "issue:43986|issue:44117", - "issue:43097|issue:43873", - "issue:43986|issue:44016", - "issue:43066|issue:43906", - "issue:43097|issue:43901", - "issue:43825|issue:44655", - "issue:43992|issue:44484", - "issue:43208|issue:43550" + "issue:43097|issue:43873" ], - "prepared_review_unit_hash": "d558820a588bddaab06fd79fcef42e4b62ae00c3732ac4d548c7a31a2b6fc745", + "prepared_review_unit_hash": "b89557839026f3c5b47676b25e3d2719d2251367128402e8f240ec57d7bdc91a", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37942, - "estimated_input_tokens": 9486, - "estimated_eval_tokens": 19228 + "soft_pair_count": 38, + "serialized_chars": 39104, + "estimated_input_tokens": 9776, + "estimated_eval_tokens": 19808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5-era bugs and regressions (imports, tokenizer loading, model-specific config issues, training/runtime failures, and docs). I don\u2019t see any strong duplicate pairs; the soft similarities are usually only at the subsystem level, not the same concrete bug.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43097 is the best anchor for the cluster because it is a clear v5 breaking-change report, user-facing, and has inbound references; it also best matches the broad theme of compatibility regressions seen across the set.", + "summary": "This cluster is a grab bag of unrelated Transformers issues: import errors, model-specific load/config bugs, optimizer/training regressions, and warning/behavior changes. None of the soft pairs look like the same underlying bug, so I would not consolidate them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43097 is the broadest, most umbrella-like regression report in the set (v5 breaking change, multiple references, general impact), so it is the best single representative if one must be chosen. That said, the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest representative issue in this set: it is concrete, well-scoped, and sits near the center of the overall v5 regression theme, unlike many other items that are narrow model-specific failures or documentation-only problems.", + "best_issue_reason": "#43097 is the best global issue candidate because it is the most generally applicable and externally referenced report among otherwise disparate bugs. It is still only a loose representative, not a real duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both are optimizer-related, but one is about SGD args being ignored while the other is a double optimizer.step with deepspeed; different code-paths and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Cache handling during generation/chunked prefill is unrelated to a testing_utils.py bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A bfloat16 compilation warning and Blip2 dtype remaining float32 are different symptoms with different causes." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained max shard size discussion is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor and a missing rms_norm_eps config field are different model/component bugs." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "These affect different Qwen variants and different failures: missing projections vs a load error in from_pretrained." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder is a separate API change from unexpected position_id key warnings." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling in GLM-MoE is unrelated to a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A precision warning during bfloat16 compilation is not the same as a sam3_video/sam3_tracker model-type mismatch warning." + }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Both are ImportError reports, but they concern different missing symbols in different code paths/modules; too generic to be the same bug." + "reason": "VitPose model breakage and tokenizer protobuf error hiding are unrelated subsystems." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is a Ministral-3 load failure and the other is a training-quality regression in sequence classification; not the same concrete bug." + "reason": "Both mention flash attention, but one is a Ministral-3 load failure and the other is degenerate training behavior; different bugs." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "A PretrainedConfig typing regression is unrelated to a TensorFlow backend import/availability error." + "reason": "A PretrainedConfig typing regression is unrelated to a tf-backend error caused by tensorboard-only installation." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model families and different failure modes: shape mismatch on load vs missing attention projections in layer 0." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Same broad model family, but the reported failures are different enough that they do not look like one underlying bug." + "reason": "These are different Qwen model families with different load failures, not the same defect." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "A SwitchTransformers sparse-layer construction bug is unrelated to a PretrainedConfig type-checking regression." + "reason": "SwitchTransformers sparse-layer creation and config type-checking are unrelated regressions." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Different utilities and different symptoms; no shared code path indicated." + "reason": "Unsafe sys.modules access and a testing_utils.py bug do not share the same underlying issue." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is about a removed config flag in v5, the other about gguf_file handling in from_pretrained; only a broad version/theme match." + "reason": "Tie-embeddings removal and gguf_file loading failures are separate API/load-path problems." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A processor/torchvision crash and a testing_utils bug are unrelated." + "reason": "Missing torchvision support in AutoProcessor is unrelated to a testing_utils.py bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both involve from_pretrained/tokenizer loading, but there\u2019s no evidence they stem from the same mapping bug or code path." + "reason": "A TOKENIZER_MAPPING_NAMES None-handling bug and a physical-intelligence/fast load failure are distinct tokenizer/model-loading issues." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Completely different issues: missing torchvision vs save_pretrained shard-size behavior." + "reason": "These concern different areas entirely: video processor dependencies vs save_pretrained shard sizing." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different model/component bugs with no shared failure mechanism." + "reason": "Missing image-patch counting and torch.split return values are different bugs in different GLM components." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Different model families and different symptoms; one is a warning mismatch, the other a tie_word_embeddings warning." + "reason": "A sam3 model-type warning and a tie_word_embeddings warning in Qwen fine-tuning are unrelated." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "A Python-version compatibility problem is not the same as a PretrainedConfig typing break." + "reason": "Python version support breakage is unrelated to PretrainedConfig type checking." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Unrelated processor-loading crash vs missing ReasoningEffort import." + "reason": "Missing torchvision and missing ReasoningEffort imports are different dependency/import problems." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "A Qwen3-MoE sliding_window issue is unrelated to a testing_utils.py bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Different model internals and different bug surfaces; no clear shared root cause." + "reason": "Both are import errors, but they involve different missing symbols from different modules and likely different fixes." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Both are import failures, but they reference different missing names from different packages and are not the same underlying breakage." + "reason": "A missing rms_norm_eps config field and GLM-5 RoPE implementation are not the same bug." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Training optimizer-state corruption and Liger Kernel application under model_init are different code paths." + "reason": "Wrong optimizer states under FSDP2+PEFT and Liger Kernel not being applied with model_init are different training-stack problems." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen-related, but one is a missing projection issue and the other is a missing config field silently dropped by strict validation." + "reason": "Missing attn projections in qwen3next and a missing deepstack_visual_indexes config field are different model/config regressions." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer construction with duplicate special kwargs is different from TOKENIZER_MAPPING_NAMES unexpectedly returning None." + "reason": "Tie-embeddings removal and a flash_attention crash on sink-less models are unrelated bugs." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "A removed config flag warning is unrelated to a flash_attention crash on sink-less models." + "reason": "AddedToken special-argument duplication and tokenizer mapping None are different tokenizer issues." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are missing-import reports, but they involve different exported symbols and different compatibility issues." + "reason": "layer_type_validation and HybridCache are different missing imports from different parts of the package." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-family issues, but the specific model/component failures are not the same." + "reason": "These are different Qwen-family bugs with different symptoms; not one underlying defect." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are separate code paths." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "One is about violating local_files_only, the other about a missing encoder weight during model loading; different bugs." + "reason": "AutoProcessor kwargs forwarding and an auto_docstring annotations crash are unrelated." }, { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Processor loading without torchvision and tokenizer mapping None are not the same issue." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Removed config flag behavior and quantization offloading problems are unrelated." - }, - { - "left": "issue:43986", - "right": "issue:44016", - "accept": false, - "reason": "A runtime loading crash is unrelated to a notebook syntax error." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "The reproduction-only issue does not provide enough evidence that it is the same tokenizer-decoder bug." - }, - { - "left": "issue:43097", - "right": "issue:43901", - "accept": false, - "reason": "Docs mentioning return_all_scores and a removed v5 config flag are different problems." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Pipeline task support messaging and saving Pipeline objects are separate issues." - }, - { - "left": "issue:43992", - "right": "issue:44484", - "accept": false, - "reason": "A missing model weight on load is unrelated to the max_shard_size default in save_pretrained." - }, - { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Different model families and different training/runtime failures; not mergeable as one fix." + "reason": "Unexpected network access with local_files_only and a missing embed_tokens.weight in UMT5Encoder are different issues." } ] }, @@ -13598,18 +13341,17 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:36010", "issue:36683", "issue:38617", "issue:42490", "issue:42757", "issue:42886", - "issue:42898", "issue:42907", "issue:42994", "issue:43012", "issue:43064", "issue:43066", + "issue:43097", "issue:43208", "issue:43299", "issue:43352", @@ -13619,28 +13361,29 @@ "issue:43526", "issue:43550", "issue:43582", - "issue:43611", "issue:43618", "issue:43756", "issue:43761", "issue:43824", + "issue:43825", "issue:43867", "issue:43901", - "issue:43937", + "issue:43906", "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", "issue:44038", - "issue:44077", "issue:44222", "issue:44230", "issue:44368", "issue:44380", "issue:44483", + "issue:44484", "issue:44485", "issue:44514", "issue:44655", "issue:44683", - "issue:44938", - "issue:45216", "issue:45290", "issue:45381", "issue:45478", @@ -13648,17 +13391,23 @@ "issue:45753" ], "soft_pairs": [ + "issue:43986|issue:44016", + "issue:43066|issue:43906", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550", "issue:43012|issue:43550", "issue:43352|issue:44380", "issue:42886|issue:43381", "issue:43012|issue:44368", - "issue:42907|issue:45753", "issue:42907|issue:44655", + "issue:42907|issue:45753", "issue:44380|issue:45479", "issue:43352|issue:43976", "issue:43064|issue:44380", - "issue:36683|issue:43582", "issue:43208|issue:43526", + "issue:36683|issue:43582", "issue:44483|issue:44514", "issue:44222|issue:45478", "issue:42490|issue:43012", @@ -13669,260 +13418,234 @@ "issue:38617|issue:43502", "issue:44038|issue:44230", "issue:44483|issue:45290", - "issue:43756|issue:44485", "issue:43299|issue:43867", + "issue:43756|issue:44485", "issue:44483|issue:45381", "issue:43901|issue:44655", "issue:43299|issue:45753", "issue:36683|issue:43475", - "issue:42994|issue:44655", - "issue:43352|issue:43937", - "issue:44077|issue:44380", - "issue:43867|issue:45216", - "issue:36010|issue:42757", - "issue:42898|issue:43066", - "issue:36683|issue:44077", - "issue:43611|issue:44655", - "issue:43976|issue:44938" + "issue:42994|issue:44655" ], - "prepared_review_unit_hash": "c38591b8680df5234829a9bb753c5f48f2f65fdaa7c5e95bf3065a7338d1ca68", + "prepared_review_unit_hash": "47bd11a5af625aaaacc642ff52e08c0dccd69ff5b573817862b6a03c4a6c61b5", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38194, - "estimated_input_tokens": 9549, - "estimated_eval_tokens": 19354 + "soft_pair_count": 34, + "serialized_chars": 37648, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly superficially similar Transformers regressions (imports, loading/saving, tokenizer/chat-template, model-specific config, backend/compile issues) rather than true duplicates; none of the soft pairs looks like the same concrete bug or change.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "This cluster looks like mostly unrelated Transformers bug reports that only share superficial regression/import-error wording. I don\u2019t see any soft pair that clearly describes the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44483 is the best single anchor if one must be chosen: it is a broad, user-facing regression with concrete API impact and clear discussion, while the other issues are narrower, model-specific, or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits the whole set; if one representative is needed, issue 43824 is the strongest user-facing, high-activity import failure, but it is still not a duplicate of the others.", + "best_issue_reason": "issue:44483 is the strongest representative issue in this set because it is well-scoped, high-impact, and more central than the rest; however, it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Different problems: a video-model AutoProcessor crash vs a notebook syntax error." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Different bugs: tokenizer decoder-type regression vs an isolated reproduction of another issue." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed API behavior vs documentation mismatch for an unrelated pipeline flag." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different code paths: pipeline task messaging vs saving Pipeline objects." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight-loading bug vs save_pretrained shard-size default question." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated: xLSTM training issues vs Bamba torch.compile/SDPA failure." + }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Different problems: a bfloat16 compile warning vs a torch.compile/SDPA model failure." + "reason": "Precision warning during compile is not the same as the SDPA compile failure." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different code paths: FA2 support for a specific model vs GPT2 attention scaling being ignored under backend selection." + "reason": "Different concrete issues: unsupported Flash Attention 2 for Nemotron vs GPT2 attention scaling being ignored." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading failure and gradient-checkpointing-in-eval incompatibility are unrelated bugs." + "reason": "Offline tokenizer cache failure and eval-mode gradient checkpointing are unrelated." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but one is a PyTorch precision warning and the other is a tied-embeddings config warning." + "reason": "A bfloat16 precision warning is not the same as the tie_word_embeddings warning." }, { "left": "issue:42907", - "right": "issue:45753", + "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and an infinite loop on a specific image are not the same bug." + "reason": "Saving dequantized models and saving Pipeline objects are different failure modes." }, { "left": "issue:42907", - "right": "issue:44655", + "right": "issue:45753", "accept": false, - "reason": "Both involve saving, but one is dequantized model serialization and the other is Pipeline.save_pretrained handling." + "reason": "Model saving bug vs an infinite-loop inference bug on a specific image." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Backend attention-scaling regression vs zero-loss classification bug; different concrete failures." + "reason": "Attention backend behavior and sequence-classification loss degeneration are unrelated." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Specific model FlashAttention support issue vs Python-version compatibility regression." + "reason": "Model-specific Flash Attention support issue vs Python version compatibility problem." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Distributed optimizer-state mismatch is unrelated to attention scaling under SDPA/FlashAttention." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated subsystems." + "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError are unrelated." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "API request validation at /v1/chat/completions is not the same as batched apply_chat_template crashing." + "reason": "Chat/completions request rejection vs batched chat-template crash with tool calls." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained load error are different directions and failure modes." + "reason": "FP8 save_pretrained issue vs Qwen3.5 MoE from_pretrained loading error." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Trailing-slash local model import warning and bfloat16 compile warning are unrelated." + "reason": "Trailing-slash local-path warning vs a compile-time bfloat16 warning." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; not the same concrete bug." + "reason": "Both are CLIP regressions, but one is missing attentions and the other missing hidden_states; not the same bug." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Compile-time precision warning vs compiled flex_attention failure on newer torch versions." + "reason": "A warning about precision is not the same as compiled flex_attention failing on torch >= 2.9." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "ImportError from huggingface_hub and ImportError for a Transformers model class are different missing symbols/packages." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "CLIP output-field regression and GPT2 attention scaling regression are unrelated." + "reason": "Missing hub import and missing model-class import are different import errors." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing layer_type_validation and unexpected API calls despite local_files_only=True are different bugs." + "reason": "Missing configuration import vs network requests despite local_files_only=True are unrelated." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe loading breakage and FP8 inference support are different model/features." + "reason": "Qwen3-VL-Moe loading bug vs FP8 inference support request." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat completions endpoint rejection and assistant tool-call chat template crash are separate request-path issues." + "reason": "Different chat-related failures: endpoint request rejection vs assistant tool-call template crash." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression vs generic sorted-state_dict load error." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation discussion are not the same defect." + "reason": "Smollm3 RoPE-layer mismatch vs a GLM-5 RoPE implementation discussion; not the same issue." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "Qwen3VL-Moe loading regression and sorted-state_dict load error are different load-time failures." + "reason": "Chat/completions API rejection is unrelated to Qwen2.5-VL video position-id bugs." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores and Pipeline save_pretrained failure are unrelated." + "reason": "Documentation about return_all_scores vs saving Pipeline objects are different concerns." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Qwen3VL-Moe loading breakage and Qwen3.5 infinite-loop-on-image are different model bugs." + "reason": "Qwen3.5 MoE loading regression vs an image-specific infinite loop." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config attribute error and SAM 3 Video missing attribute are unrelated missing-field bugs." - }, - { - "left": "issue:42994", - "right": "issue:44655", - "accept": false, - "reason": "Quantized model saving failure and Pipeline object serialization are different save paths." - }, - { - "left": "issue:43352", - "right": "issue:43937", - "accept": false, - "reason": "FlashAttention support issue and invalid GenerationConfig error are unrelated." - }, - { - "left": "issue:44077", - "right": "issue:44380", - "accept": false, - "reason": "patchtsmixer post_init validation and GPT2 attention scaling are unrelated." - }, - { - "left": "issue:43867", - "right": "issue:45216", - "accept": false, - "reason": "Sorted state_dict load error and incorrect saved checkpoint contents are different serialization/load bugs." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they involve different symbols from different modules/packages." - }, - { - "left": "issue:42898", - "right": "issue:43066", - "accept": false, - "reason": "Tokenizer cleanup behavior change and tokenizer decoder type regression are distinct tokenizer issues." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Gemma3 config attribute error and patchtsmixer post_init rule change are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:44655", - "accept": false, - "reason": "base_model_prefix loading regression and Pipeline.save_pretrained failure are different object/model serialization paths." - }, - { - "left": "issue:43976", - "right": "issue:44938", - "accept": false, - "reason": "Python version support regression in 5.1.0 and Python 3.14 load failure are related only loosely, not the same bug." + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are different model-specific bugs." } ] }, @@ -13948,24 +13671,29 @@ "nodes": [ "issue:28282", "issue:33453", + "issue:36010", "issue:36296", "issue:36683", "issue:41669", "issue:42490", + "issue:42757", "issue:42890", + "issue:42898", "issue:43010", "issue:43064", + "issue:43066", "issue:43352", "issue:43525", "issue:43575", + "issue:43611", "issue:43618", "issue:43867", "issue:43931", + "issue:43937", "issue:43976", "issue:43992", "issue:44075", "issue:44077", - "issue:44112", "issue:44188", "issue:44242", "issue:44246", @@ -13973,12 +13701,10 @@ "issue:44355", "issue:44360", "issue:44380", - "issue:44484", "issue:44492", + "issue:44655", "issue:44855", - "issue:44857", "issue:44938", - "issue:44964", "issue:45071", "issue:45216", "issue:45278", @@ -13989,16 +13715,22 @@ "issue:45440", "issue:45478", "issue:45561", - "issue:45588", "issue:45593", - "issue:45600", "issue:45850" ], "soft_pairs": [ + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:43867|issue:45216", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", "issue:43352|issue:45593", "issue:36683|issue:43525", - "issue:44263|issue:45440", "issue:43618|issue:45216", + "issue:44263|issue:45440", "issue:36683|issue:44242", "issue:44188|issue:44380", "issue:43064|issue:44492", @@ -14019,241 +13751,241 @@ "issue:43618|issue:44077", "issue:42490|issue:44075", "issue:36296|issue:43575", - "issue:44360|issue:45440", "issue:28282|issue:33453", - "issue:43867|issue:44484", - "issue:43618|issue:44857", - "issue:43618|issue:45588", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600" + "issue:44360|issue:45440" ], - "prepared_review_unit_hash": "f871f3a71b22dea5c94f5489b09b17c184b0119df8b6cbafd6b57d63d54671ff", + "prepared_review_unit_hash": "cc79cace4c28c120ccbd3497f26ee409508297b8729ab6fa9a2726b97d229845", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36301, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37367, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated issue reports spanning import/load regressions, model-specific config bugs, and training/runtime problems. Only one strong duplicate pair stood out.", - "confidence": 0.73, - "canonical_issue_reason": "Issue #45278 is the broadest and most representative regression report here: a post-upgrade wave of import failures affecting many models.", + "summary": "This cluster is mostly a collection of unrelated Transformers regressions and import/load bugs rather than true duplicates. None of the soft pairs look safe to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report here, covering many import failures after a version upgrade, so it is the closest representative issue even though the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Best umbrella issue: broad user-facing regression, likely central to the cluster\u2019s import/load-failure theme and more representative than narrow model-specific reports.", + "best_issue_reason": "issue:45278 is the most general and representative issue in the set, but it should be treated as a loose umbrella rather than a duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43352", - "right": "issue:45593", + "right": "issue:43937", + "accept": false, + "reason": "Different bugs: Flash Attention support error vs invalid GenerationConfig validation." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated optimizer-argument handling vs GPT-2 attention scaling bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading/serialization failures with no shared concrete code path." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import-time errors for different symbols." + }, + { + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Tokenizer cleanup behavior change vs wrong decoder type, not the same defect." }, { "left": "issue:36683", - "right": "issue:43525", + "right": "issue:44077", "accept": false, - "reason": "Both are config-attribute errors, but they involve different models and missing fields." + "reason": "Gemma config attribute bug vs patchtsmixer post-init policy change." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different serialization/loading problems in different APIs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version compatibility regressions, but on different versions and failure modes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-Attention support error vs auxiliary-loss bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Different code paths: DSA indexing vs. DeepSeekV3 MoE divergence." + "reason": "Different missing config attributes on different models." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Unrelated: CLIP attentions output bug vs. Qwen3.5 save_pretrained regression." + "reason": "CLIP attentions regression vs Qwen save_pretrained regression." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different tensor-parallel/model-implementation bugs." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "One is a missing config attribute; the other is an MoE load-balancing loss issue." + "reason": "Different model/config issues, not the same load path." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Both touch attention code, but the concrete bugs are different." + "reason": "torch.compile branching bug vs GPT-2 attention scaling bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Training-state corruption vs. a cache-strategy typo are unrelated." + "reason": "FSDP/PEFT optimizer-state bug vs cache strategy typo." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Different model families and distinct load-time failures." + "reason": "Flash-Attention support error vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are loading/weight issues, but for different models and different symptoms." + "reason": "Different from_pretrained failures on different models." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache no_grad decoration vs. import failures after upgrade are unrelated." + "reason": "Cache no_grad bug vs broad version-wide import-breakage report." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Different Python/runtime issues: compiled-file errors vs. a Python 3.13 decorator parsing problem." + "reason": "Compiled-file loading issue vs Python 3.13 decorator parsing failure." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Generic state_dict ordering load error vs. a missing Qwen3.5 vision config field." + "reason": "State_dict ordering bug vs missing visual-index config field." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both mention import slowness, but one is a concrete star-import cleanup while the other is only a vague intermittent report." + "reason": "Import-time performance regression vs xdist file race." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Unrelated model config error vs. FSDP2/PEFT optimizer-state corruption." + "reason": "Different issues about model config attributes vs distributed optimizer state." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test seeding flakiness and xdist file races are different CI bugs." + "reason": "Test seeding flakiness vs xdist captured-info file race." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Different compatibility problems: Python 3.14 load failure vs. PretrainedConfig type-checking regression." + "reason": "Different Python-version regressions affecting different code paths." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both are model-loading/saving issues, but the underlying serialization failures differ." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "Specific cache update semantics vs. a broad complaint about many models are not the same bug." - }, - { - "left": "issue:43992", - "right": "issue:45478", - "accept": false, - "reason": "Same broad area, but different models and different missing-weight symptoms." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache no_grad bug vs. Python version compatibility issue." - }, - { - "left": "issue:44938", - "right": "issue:45381", - "accept": false, - "reason": "Python loading failure and a Qwen2.5-VL position-id bug are unrelated." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "Different model/output bug vs. a patchtsmixer post_init policy issue." - }, - { - "left": "issue:42490", - "right": "issue:44075", - "accept": false, - "reason": "Local path import warning and SGD arg handling are unrelated." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Tensor-parallel training bug vs. an OOM while loading a specific large model." + "reason": "State_dict ordering bug vs Qwen3.5 save_pretrained key regression." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "DSA indexer math change vs. DeepSeekV3 implementation divergence." + "reason": "Specific cache update bug vs vague broad breakage complaint." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "PyTorch import error vs. tokenizer-loading regression are different failures." + "reason": "Different Qwen3.5/Qwen2.5 load failures, not the same issue." }, { - "left": "issue:43867", - "right": "issue:44484", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Loading error when state_dict is sorted is unrelated to save_pretrained shard size defaults." + "reason": "Cache no_grad bug vs Python 3.10 compatibility regression." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44938", + "right": "issue:45381", "accept": false, - "reason": "Different crashes in different model code paths." + "reason": "Python 3.14 load failure vs Qwen2.5-VL video-position-id bug." }, { "left": "issue:43618", - "right": "issue:45588", + "right": "issue:44077", "accept": false, - "reason": "CLIP attentions output regression and s_aux=None flash-attention crash are not the same bug." + "reason": "CLIP output regression vs patchtsmixer post-init gating; unrelated." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:42490", + "right": "issue:44075", "accept": false, - "reason": "CI seeding flake vs. Phi-4 multimodal load failure are unrelated." + "reason": "Trailing-slash import warning vs SGD optimizer args not being used." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Different CI failures in different tests." + "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM on model load." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Captured-info race and broken auto_mappings references are unrelated." + "reason": "PyTorch-missing import error vs tokenizer loading regression." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained regression with identical title/model/version; these look like duplicate reports of the same bug." + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU absence vs DeepSeekV3MoE implementation divergence." } ] }, @@ -14294,15 +14026,15 @@ "issue:43232", "issue:43299", "issue:43502", - "issue:43526", "issue:43576", - "issue:43673", + "issue:43618", "issue:43723", "issue:43824", "issue:43827", + "issue:43867", "issue:43874", - "issue:43901", "issue:44062", + "issue:44112", "issue:44222", "issue:44230", "issue:44315", @@ -14310,22 +14042,29 @@ "issue:44355", "issue:44360", "issue:44387", + "issue:44484", "issue:44485", - "issue:44492", "issue:44556", "issue:44655", "issue:44749", - "issue:44908", - "issue:44938", + "issue:44857", "issue:44961", + "issue:44964", + "issue:44977", "issue:45071", "issue:45125", "issue:45341", "issue:45375", - "issue:45468", - "issue:45478" + "issue:45478", + "issue:45600" ], "soft_pairs": [ + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", "issue:43502|issue:44062", "issue:43723|issue:44556", "issue:44222|issue:45125", @@ -14340,9 +14079,9 @@ "issue:30990|issue:31795", "issue:45125|issue:45375", "issue:30333|issue:33453", - "issue:42831|issue:43874", "issue:43299|issue:44556", "issue:43502|issue:44222", + "issue:42831|issue:43874", "issue:44315|issue:44360", "issue:43502|issue:44961", "issue:44355|issue:45071", @@ -14356,309 +14095,258 @@ "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:31795|issue:38617", - "issue:44961|issue:45468", - "issue:41628|issue:42548", - "issue:38617|issue:43576", - "issue:43576|issue:44938", - "issue:43673|issue:44492", - "issue:44908|issue:44961", - "issue:44485|issue:44961", - "issue:36296|issue:43901", - "issue:41628|issue:44355", - "issue:36296|issue:43526" + "issue:41628|issue:42548" ], - "prepared_review_unit_hash": "47816be593cf8ad89cc0f6de55414d0373e845e9d2c36a4caa7df4117ccf7ffc", + "prepared_review_unit_hash": "1a200e183498bece84c061ee41cb00dfd23599c09c81eae439d5b79ac4ab0f4f", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 40, - "serialized_chars": 38493, - "estimated_input_tokens": 9624, - "estimated_eval_tokens": 19504 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38135, + "estimated_input_tokens": 9534, + "estimated_eval_tokens": 19324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; the only clear theme is broad Transformers v5 compatibility/import/loading regressions, but the soft pairs are not the same concrete bugs and should remain separate.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43576 is the broadest, most representative v5 breakage report in the set, but it is not a duplicate of the others.", + "summary": "The cluster is mostly a mix of unrelated Transformers issues that share a loose v5/regression flavor (loading, imports, tensor parallelism, FP8, tests), but they do not look like true duplicates of one underlying bug or change. No PRs are present. I selected one broad loading-regression issue as the best cluster representative, but the overall cluster is heterogeneous.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44556 is the broadest representative of the recurring v5 loading/regression theme, covering a generic checkpoint reload failure after upgrading versions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 best captures the cluster\u2019s overall pattern of v5-era compatibility regressions and broken CLI/API behavior.", + "best_issue_reason": "issue:44556 best fits the cluster header because it is a general upgrade/reload breakage and is closer to the common theme than the narrower import/test/model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Different bugs: a state_dict ordering load failure versus a question about save_pretrained shard size." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated symptoms: CLIPOutput attentions regression versus a float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model paths and failures: CLIP output fields versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a Phi-4 multimodal model-loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "One is a CI test seeding issue; the other is a stale device override test in GraniteSpeech." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different test-related problems: missing set_seed versus broken auto_mappings entries for removed configs." + }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different bugs: offline/local-files-only behavior vs a token construction TypeError." + "reason": "Local-files-only network leakage is unrelated to the AddedToken special-argument collision." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading failures, but one is tokenizer loading and the other is checkpoint reload compatibility; different code paths." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is generic checkpoint reload after version upgrade; not the same concrete bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained/moe handling is not the same as missing _tp_plan for tensor parallelism." + "reason": "Different FP8/tensor-parallel areas: save_pretrained support versus missing _tp_plan for TP inference." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Both touch tests, but one is a flaky integration test and the other is a generic testing_utils bug." + "reason": "A SamHQ integration-test seeding problem is not the same as a general bug in testing_utils.py." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "OOM under int4 quantization is unrelated to checkpoint reload compatibility after upgrade." + "reason": "Int4 CUDA memory growth is a performance/OOM regression, not a checkpoint reload compatibility issue." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad and a dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "Different code paths: no_grad decoration for cache/layer updates versus a dummy Conv2d choice in Sam3PixelDecoder." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "Both are import errors, but they concern different missing exports and do not look like one concrete bug." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44485", "accept": false, - "reason": "local_files_only network leakage is unrelated to FP8 save_pretrained behavior." + "reason": "Network access with local_files_only is unrelated to the GLM-5 RoPE implementation discussion." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file runtime errors and a post-upgrade performance regression are different problems." + "reason": "Compiled-file errors are unrelated to the reported data-filtering slowdown after upgrading Transformers." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but tensor-parallel plan missing vs from_pretrained loading failure are not clearly the same bug." + "reason": "Missing tensor-parallel metadata is different from the Qwen3.5 Moe from_pretrained regression." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Different generation internals: cache update decoration vs sync_gpus kwargs handling." + "reason": "Different generation bugs: no_grad on update methods versus post-sync_gpus _update_model_kwargs_for_generation behavior." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading issue and documentation confusion about model.forward are unrelated." + "reason": "SentenceTransformers loading hang is unrelated to a documentation wording issue in model.forward." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing _tp_plan and missing config field are separate model-specific issues." + "reason": "Tensor-parallel support and a missing deepstack_visual_indexes config field are different issues." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow job reporting and tokenizer loading regression are unrelated." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "FineGrainedFP8 accuracy and missing image-processor method/token counting are different bugs." + "reason": "MLflow job-status reporting failure and tokenizer loading regression are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both mention v5 loading regressions, but different model families and failure modes." + "reason": "Both mention v5 loading breakage, but they affect different model families and likely different root causes." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network-call suppression and FP8 save_pretrained are unrelated." + "reason": "Network calls with local_files_only do not match FP8 save_pretrained support for MoE models." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "An FP8 accuracy issue is unrelated to a missing image-processor method causing token-count errors." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application and DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer ReLU discussion." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Meaningless title overlap only; no shared bug." + "reason": "A filesystem/network policy bug is unrelated to the nonspecific 'racoon' issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Running compiled Python files and PretrainedConfig type checking are unrelated." + "reason": "Compiled-file errors and PretrainedConfig type-checking regressions are different problems." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting and tensor-parallel training are unrelated." + "reason": "MLflow reporting on failed training jobs is unrelated to tensor parallel training behavior." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file errors and save_pretrained for Pipeline objects are different." + "reason": "Compiled Python file errors do not match the inability to save Pipeline objects." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() and an unrelated title are not duplicates." + "reason": "Docs still referencing pipeline() are unrelated to the 'racoon' issue." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both are FP8/MoE-related, but one is save_pretrained and the other is inference support." + "reason": "Both are FP8-related, but one is save_pretrained support and the other is inference support for Qwen3-VL/Qwen3.5 MoE." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but for different models and error surfaces." + "reason": "Tokenizer-loading regression and Llama 3.2 multimodal model-loading failure are different concrete bugs." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Possible v5-adjacent breakage, but missing import from huggingface_hub is not clearly the same as the env command failure." + "reason": "Missing is_offline_mode import from huggingface_hub is unrelated to the broken transformers env command." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Tokenizer loading regression and tensor-parallel training bug are not the same issue." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type checking are different code paths." + "reason": "A broken CLI/env command is unrelated to PretrainedConfig type checking." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Env command breakage and missing Qwen2.5-VL export are separate import/CLI issues." + "reason": "The env command failure and the Qwen2_5_VL import error are different regressions." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and missing layer_type_validation import are unrelated." - }, - { - "left": "issue:44961", - "right": "issue:45468", - "accept": false, - "reason": "No meaningful overlap beyond being open issues." + "reason": "Documentation confusion in model.forward is unrelated to the layer_type_validation import error." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are missing exports, but not the same symbol or root cause." - }, - { - "left": "issue:38617", - "right": "issue:43576", - "accept": false, - "reason": "Missing import in configuration_utils and the env command problem are not the same bug." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Env command breakage and Python 3.14 load failure are different compatibility issues." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Generation cache missing and a typo in cache strategies are unrelated." - }, - { - "left": "issue:44908", - "right": "issue:44961", - "accept": false, - "reason": "Scheduler kwargs handling and an unrelated title do not match." - }, - { - "left": "issue:44485", - "right": "issue:44961", - "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated issue title are not duplicates." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug and pipeline docs about return_all_scores are unrelated." - }, - { - "left": "issue:44961", - "right": "issue:45468", - "accept": false, - "reason": "No evidence of the same underlying bug." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Broken env command in v5 and Python 3.14 load failure are different failures." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Generation cache bug and cache-strategy typo are not the same issue." - }, - { - "left": "issue:44908", - "right": "issue:44961", - "accept": false, - "reason": "Scheduler kwarg bug and unrelated title." - }, - { - "left": "issue:44485", - "right": "issue:44961", - "accept": false, - "reason": "RoPE implementation issue is unrelated." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Both are import failures, but they concern different classes and do not appear to be the same underlying breakage." } ] }, @@ -14682,21 +14370,22 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:31795", - "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", "issue:41669", "issue:42371", "issue:42890", "issue:43352", "issue:43408", "issue:43525", + "issue:43526", "issue:43572", "issue:43576", "issue:43673", - "issue:43827", + "issue:43901", "issue:43976", "issue:44038", - "issue:44077", "issue:44246", "issue:44261", "issue:44273", @@ -14704,24 +14393,24 @@ "issue:44297", "issue:44315", "issue:44351", + "issue:44355", "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", "issue:44623", - "issue:44655", "issue:44704", - "issue:44829", - "issue:44861", "issue:44908", + "issue:44938", "issue:44945", + "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", "issue:45362", "issue:45468", @@ -14731,6 +14420,15 @@ "issue:45850" ], "soft_pairs": [ + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", "issue:45362|issue:45850", "issue:44261|issue:44360", "issue:44623|issue:45230", @@ -14738,10 +14436,10 @@ "issue:44273|issue:45003", "issue:44393|issue:45753", "issue:44038|issue:45125", - "issue:43576|issue:44556", "issue:44393|issue:45071", - "issue:41669|issue:43673", + "issue:43576|issue:44556", "issue:43525|issue:45850", + "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:44492|issue:45850", "issue:43572|issue:45850", @@ -14750,8 +14448,8 @@ "issue:42890|issue:44908", "issue:45278|issue:45850", "issue:44246|issue:44273", - "issue:43976|issue:44393", "issue:43408|issue:44315", + "issue:43976|issue:44393", "issue:43352|issue:44393", "issue:44297|issue:45230", "issue:44295|issue:45230", @@ -14761,292 +14459,264 @@ "issue:41669|issue:45341", "issue:44492|issue:44945", "issue:43976|issue:45850", - "issue:44393|issue:45478", - "issue:44077|issue:44861", - "issue:43827|issue:44908", - "issue:31795|issue:33453", - "issue:41669|issue:44908", - "issue:44315|issue:44829", - "issue:43576|issue:44273", - "issue:44360|issue:45468", - "issue:44655|issue:44861", - "issue:45230|issue:45310", - "issue:44273|issue:44908" + "issue:44393|issue:45478" ], - "prepared_review_unit_hash": "04cc16ba210fa0233e373debb486d2701b46eaafffecdb728969c9d44878516b", + "prepared_review_unit_hash": "47e7b70cc6d9894855886dc6f6b620e5ab4fb43f648aa735854a1b84357c1621", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 41, - "serialized_chars": 38755, - "estimated_input_tokens": 9689, - "estimated_eval_tokens": 19634 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38856, + "estimated_input_tokens": 9714, + "estimated_eval_tokens": 19684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regression/import/configuration issues rather than one single duplicate bug. The closest umbrella issue is the broad v5 breakage report, but the pairwise soft matches are mostly only superficially similar.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45278 is the best umbrella issue here because it most clearly summarizes the broad post-upgrade regression theme ('many import errors after update from 4.57.0 to 5.5.0') without being as vague as the generic catch-all reports.", + "summary": "This set is mostly a grab bag of unrelated Transformers issues. A few cluster around v5 upgrade regressions, import/loading failures, or model-specific breakages, but none of the soft pairs look like the same concrete bug or a safe duplicate merge.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it clearly captures the broad v5 upgrade regression theme around import failures, which recurs across several nearby reports more cleanly than the highly model-specific or vague issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative top-level issue for this cluster: it captures the shared v5 migration breakage theme better than the other, more narrowly scoped or model-specific reports.", + "best_issue_reason": "45278 is the most representative issue for triage because it describes the shared user-visible symptom at the right abstraction level and is specific enough to anchor the broader v5 compatibility/import-breakage theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated: one is a nonsensical titled issue, the other is a Gemma-4 audio positional encoding bug; no shared code path." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Both mention v5 breakage, but one is a specific ImportError and the other is a broken CLI command; too different to be the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: broken env command vs Python 3.14 import/load failure; no evidence of one underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-related wording is superficial only; one is a GenerationMixin cache regression, the other is a typo in cache strategies." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Completely unrelated scheduler kwargs bug vs nonsensical titled issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "No overlap in subsystem or failure mode; RoPE implementation discussion is unrelated to the other issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and pipeline docs mismatch are different areas and different bug classes." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Both are import/loading complaints, but one is a missing export and the other is about running compiled Python files; not the same defect." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Different concrete problems: one is a Qwen3.5 chat crash, the other is a broad vague complaint about many models breaking." + "reason": "One is a specific chat crash for Qwen3.5-35B; the other is a broad complaint that many models break in v5. Not the same bug." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Unrelated bugs: MLA RMS norm precision/config issue versus a DSA indexer activation omission." + "reason": "Different model/math bugs: RMS norm epsilon precision issue vs DSA indexer ReLU omission." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "`processor.save_pretrained` missing files is a specific serialization bug; the other issue is too generic to indicate the same path." + "reason": "Too generic to match; missing processor save files is a concrete serialization bug, while the other issue has no identifying detail." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Both involve loading/import behavior, but one is lazy loading and the other is a TensorFlow backend initialization error; not the same bug." + "reason": "Lazy loading regression and TF backend undefined error are unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "These are both import-related at a high level, but one is lazy loading and the other is unsafe `sys.modules` access in modeling_utils." + "reason": "Lazy loading behavior and unsafe sys.modules access are not the same failure mode." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but different failure modes: 2D bbox hallucination versus an infinite loop on a specific image." + "reason": "Both involve Qwen3-VL-ish behavior, but one is 2D box output errors and the other is an infinite loop on a specific image; not enough to merge." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3-VL/Qwen3.5-MoE regressions, but the concrete problems differ: a general bug versus missing tensor-parallel plan metadata." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Different breakages after v5 upgrade: broken `transformers env` command versus model checkpoint reload incompatibility." + "reason": "Both touch Qwen3 MoE models, but one is a broad v5 incompatibility and the other is a missing tensor-parallel plan; different concrete fixes." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Different areas entirely: Qwen3-VL output error versus `PretrainedConfig` type-checking breakage." + "reason": "Model output bug vs core PretrainedConfig type-checking regression; unrelated." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Import-time performance regression versus missing generation cache during chunked prefill are not the same code-path issue." + "reason": "Both are version-upgrade regressions, but one is a broken CLI command and the other is checkpoint reload compatibility; too broad to be duplicates." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing `pad_token_id` on `Llama4Config` is a specific config bug, not the same as a generic 'many models break' report." + "reason": "Specific Llama4 pad_token_id AttributeError vs a vague umbrella complaint about many models breaking." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star slowdown and missing GenerationMixin cache are different code paths and different bugs." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 compatibility problems, but one is generic checkpoint reload failure and the other is a remote-code/meta-init incompatibility." + "reason": "Both concern v5 loading incompatibilities, but the former is general checkpoint reload failure and the latter is a specific remote-code/meta-init incompatibility; not the same issue." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is unrelated to a broad v5 breakage complaint." + "reason": "A typo in cache strategies is not the same as a broad report that many models break in v5." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing `pad_token_idx` in `StableLmConfig` is a specific model config regression, not the same as the generic umbrella issue." + "reason": "Specific StableLmConfig missing pad_token_idx vs a vague multi-model regression complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + "reason": "TF32 settings/API behavior is unrelated to cache-strategy typo." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Different subsystems: `AutoProcessor.from_pretrained` kwarg forwarding versus inverse-sqrt scheduler kwargs handling." + "reason": "Both involve kwargs handling, but in different APIs and subsystems; no shared concrete bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A flaky test due to missing seeds is unrelated to scheduler kwargs being ignored." + "reason": "Integration-test seed flakiness and scheduler kwargs bug are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 regression reports, but one is specifically import errors after upgrade and the other is a very generic complaint; not enough to treat as the same bug." + "reason": "Both are broad v5 regressions, but one is specifically import errors after upgrade and the other is a generic complaint that many models break; not the same underlying bug." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and broken lazy loading are related only at a very high level, not the same underlying defect." + "reason": "Import is slow sometimes vs lazy loading broken; related theme, but not the same defect." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output corruption are unrelated." + "reason": "SAM3 type mismatch warning and Liger Kernel application with model_init are unrelated." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to Liger kernel application with `model_init`." + "reason": "Python version compatibility issue vs a model output hallucination/box error; no overlap." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support missing for Nemotron is unrelated to Qwen3-VL 2D bbox errors." + "reason": "Flash Attention support error and Qwen3-VL box output bug are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is a specific serialization bug, not a duplicate of a generic issue report." + "reason": "Tokenizer save metadata mismatch does not match the generic bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "`position_ids` buffer access error is a concrete tensor/buffer bug; the other issue is too generic." - }, - { - "left": "issue:43576", - "right": "issue:44908", - "accept": false, - "reason": "Broken env command and inverse-sqrt scheduler kwargs are different features and failure modes." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Scheduler kwargs handling and `PretrainedConfig` type checking are unrelated bugs." + "reason": "Position_ids buffer access error is a specific tensor/buffer bug; the other issue is too generic." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * performance regression and missing `HybridCache` export/import are different import problems." + "reason": "Import-star performance regression and HybridCache import failure are different import-related issues, not the same bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "A performance issue from import * usage is unrelated to a testing utility bug." + "reason": "Model import-star slowdown vs a small testing_utils bug are unrelated." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and incorrect pipeline-parallel LLM output are unrelated." + "reason": "Cache-strategy typo and pipeline-parallel LLM output correctness are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python compatibility breakage is not the same as a generic v5 breakage complaint." + "reason": "Python 3.9/3.10 compatibility issue is not the same as a generic many-models-broken report." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different bug reports: Qwen3-VL bbox issue versus Qwen3.5-MoE from_pretrained error." - }, - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "`post_init` policy on patchtsmixer and `_get_tied_weight_keys` crashing on a list are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44908", - "accept": false, - "reason": "Docs still referencing `pipeline()` and inverse-sqrt scheduler kwargs are unrelated." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion around `input_ids`/`past_key_values` is unrelated to tokenizer loading regression." - }, - { - "left": "issue:41669", - "right": "issue:44908", - "accept": false, - "reason": "Import-time slowdown and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Liger kernel not applied with `model_init` and flash_attention_3 training degeneration are different bugs and code paths." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Broken env command and lazy loading failure are both broad v5 issues, but not the same concrete defect." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer activation omission is unrelated to Gemma-4 audio positional encoding." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weight key lookup crash are different serialization utilities." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "A generic bug report does not establish the same Qwen3.5-MoE from_pretrained failure." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading problems and scheduler kwargs are unrelated." + "reason": "Different Qwen3.5-related failures: one is 2D box output error, the other is a from_pretrained error on Qwen3.5 MoE." } ] }, @@ -15087,20 +14757,28 @@ "issue:43519", "issue:43525", "issue:43572", + "issue:43576", "issue:43606", "issue:43618", "issue:43704", + "issue:43827", + "issue:44077", "issue:44230", "issue:44261", "issue:44263", + "issue:44273", "issue:44315", + "issue:44360", "issue:44485", "issue:44492", "issue:44623", + "issue:44655", + "issue:44829", "issue:44861", "issue:44908", "issue:44998", "issue:45092", + "issue:45230", "issue:45290", "issue:45310", "issue:45341", @@ -15108,6 +14786,16 @@ "issue:45850" ], "soft_pairs": [ + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:31795|issue:34689", @@ -15141,226 +14829,286 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "5791fb713f284bc7d30be52bdda3f3343192c6811d81382cb8b9c2275b868419", + "prepared_review_unit_hash": "931f54afddf7a3b4461342b5940e8d082f0ad5035a89ab32746b889e1c4842d4", "component_budget": { "node_count": 404, "item_count": 404, "soft_pair_count": 1511, - "serialized_chars": 779545, - "estimated_input_tokens": 194887, - "estimated_eval_tokens": 390030 + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 }, "budget": { - "node_count": 36, - "item_count": 36, - "soft_pair_count": 32, - "serialized_chars": 29799, - "estimated_input_tokens": 7450, - "estimated_eval_tokens": 15156 + "node_count": 44, + "item_count": 44, + "soft_pair_count": 42, + "serialized_chars": 37280, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly not duplicates. There is a loose Transformers v5 / loading-regression theme, but the soft pairs generally point to different concrete bugs, so none should be merged as the same underlying issue.", - "confidence": 0.72, - "canonical_issue_reason": "No exact duplicate stands out; issue 45310 is the clearest representative of the recurring v5/from_pretrained loading-breakage theme, while most other items are either unrelated, documentation-only, or model-specific variants.", + "summary": "The set is highly heterogeneous: most pairs are superficially similar only because they mention v5 regressions, loading, or model-specific bugs, but they target different code paths and fixes. No soft edge is strong enough to merge as a duplicate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:41669 is the best canonical issue anchor: it is concrete, regression-focused, and has enough discussion/inbound linkage to serve as a representative high-impact issue.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the best umbrella issue in this set because it is a concrete, user-facing v5 loading regression and sits closest to the main repeated pattern; the others are mostly narrower or unrelated symptoms.", + "best_issue_reason": "issue:41669 is the strongest standalone issue overall because it describes a specific, measurable regression with broader impact than the more vague or one-off reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: optional post_init validation vs AttributeError in tied-weight key handling." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward docs confusion and tokenizer loading regression are different problems." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-* performance regression is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training affect different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command and lazy loading failure are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _get_tied_weight_keys crash are distinct save/load path bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU omission and Gemma-4 audio positional encoding are unrelated model components." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not identify the same from_pretrained error in Qwen3.5 MoE." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs being dropped." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different bugs: timestamp calculation in a processor vs RoPE implementation for GLM-5." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp bug and scheduler-kwargs bug are unrelated code paths." + "reason": "Timestamp math in a processor and scheduler kwargs handling are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion is not the same as a model-loading regression." + "reason": "Documentation confusion and Llama 3.2 vision model loading regression are not the same issue." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance issue and VRAM leak are different problems." + "reason": "Import-star slowdown and VRAM leak in multithreaded inference are different regressions." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Docs issue vs an ImportError in flash-attention utils; not the same bug." + "reason": "Docs wording issue and flash_attention_utils import error are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Both involve model init/loading, but they are distinct failures with different triggers and fixes." + "reason": "Both touch model initialization, but one is kernel application with model_init and the other is remote-code/meta-init incompatibility; not the same bug." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Separate model-specific positional-encoding bugs in different architectures." + "reason": "GLM-5 RoPE logic and Gemma-4 audio positional encoding are different implementations." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-threaded use is unrelated to RoPE math." + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network access bug vs timestamp calculation bug." + "reason": "local_files_only being ignored and timestamp calculation are separate issues." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings issue and VRAM leak are unrelated." + "reason": "TF32 settings API guidance is unrelated to the VRAM leak report." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp computation in a processor is not the same as save_pretrained missing files." + "reason": "Processor timestamp math and missing save_pretrained files are different bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different symptoms and subsystems: timestamp math vs memory leak." + "reason": "Timestamp calculation bug does not match the VRAM leak in multiple threads." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in a MoE indexer is unrelated to Gemma4 audio positional encoding." + "reason": "torch.split return values in the DSA indexer and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and positional encoding are different concrete bugs." + "reason": "CPU offload device mismatch and audio positional encoding are different code paths." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision issue is not the same as audio positional encoding." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer/v5-related, but they describe different tokenizer regressions and are not clearly one bug." + "reason": "Both concern tokenizer changes in v5, but one is broad behavior drift and the other is a specific decoder-type bug; not clearly the same fix." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated 'Unemployment' issue do not match." + "reason": "Scheduler kwargs loss and an unrelated low-signal issue titled unemployment are not the same." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies is unrelated to the other issue." + "reason": "Cache-strategy typo and the unrelated unemployment issue do not match." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights helper crash and chat-template tool-call crash are different failure paths." + "reason": "Tied-weight-key AttributeError and chat-template crashes on tool-call messages are different failures." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "No relation: 'Unemployment' is not the same underlying issue as broad model breakage." + "reason": "A nonsense unemployment issue is not the same as a broad v5 regression complaint." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and an unrelated issue title are not duplicates." + "reason": "CLIPOutput attentions regression is unrelated to the unemployment issue." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Unemployment vs a testing_utils bug is plainly unrelated." + "reason": "Unemployment and a testing_utils bug are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and a tied-weights AttributeError are different bugs." + "reason": "Missing pad_token_id in Llama4Config and tied-weight-key handling are different config/path bugs." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as _get_tied_weight_keys crashing." + "reason": "StableLmConfig pad_token_idx removal and tied-weight-key crash are unrelated." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness and an import error are unrelated." + "reason": "Slow checkpoint loading and import error for layer_type_validation are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 support request for Qwen3-VL/Qwen3.5 MoE vs missing processor files after save_pretrained." + "reason": "FP8 Qwen3-VL/MoE support and processor.save_pretrained file omission are different bugs." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting failure and slow from_pretrained loading are unrelated." + "reason": "MLflow reporting on training failure and slow from_pretrained checkpoint loading have no shared code path." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and tensor-parallel training bug are different problems." + "reason": "Checkpoint loading slowness and tensor parallel training bug are distinct problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance issue and documentation confusion do not describe the same bug." + "reason": "Pretrained loading performance and forward-doc confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is fp8 support and the other is a concrete from_pretrained regression." + "reason": "Qwen3.5 MoE FP8 support request and from_pretrained loading error are not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint-loading slowness and tokenizer-loading regression are not the same underlying defect." + "reason": "Checkpoint loading slowdown and tokenizer loading regression are different failure modes." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and fp8 inference support are different feature gaps." + "reason": "Continuous batching not supporting audio models and FP8 Qwen support are unrelated." } ] }, @@ -15392,7 +15140,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "6f18bc560b8d3db383c405886088e868425d0715269174c4a12893c62828b2cb", + "prepared_review_unit_hash": "d81e87497b382c778b6b53d98246672fd0dff0489e51094430927e0852d68115", "component_budget": { "node_count": 3, "item_count": 3, @@ -15414,24 +15162,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two model-loading issues are remotely related; the tokenization issue is unrelated. Even the model-loading pair looks like different bugs: one is about a bad auth/error path for private models, the other is a general failure loading a public model.", - "confidence": 0.79, - "canonical_issue_reason": "Issue #16618 is the most concrete and central model-loading failure in this set, so it is the better representative if these are being grouped at all.", + "summary": "These issues do not appear to be duplicates of one another. Two are about model-loading/authentication behavior, while one is about Tapas tokenization differences; the overlap is too superficial to treat them as the same underlying bug.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical duplicate exists because the cluster mixes unrelated reports. If one issue must anchor the cluster, #16618 is the broadest model-loading report.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best issue to anchor the cluster because it is the most direct user-facing loading failure; #15980 is narrower and #13244 is off-topic.", + "best_issue_reason": "#16618 is the best representative only in the sense that it is the most general and central-sounding of the three, but it still does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying problems: Tapas tokenization mismatch versus inability to load bert-base-uncased. Same broad ML area, but not the same bug." + "reason": "Different bugs: Tapas tokenization mismatch vs. inability to load bert-base-uncased. They involve different code paths and symptoms." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both concern model download/loading, but one is specifically about a private-model authentication error message while the other is a general failure to load a public model. Not the same concrete code-path problem." + "reason": "Both mention loading models, but one is specifically a bad auth/error message for private-model downloads while the other reports a general failure loading a public model. Not the same underlying issue." } ] }, @@ -15461,12 +15209,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "2abbbde6b99f1a27110faaf917808293d46ff85bb499ddcfa688bbee912a7cf8", + "prepared_review_unit_hash": "ce45d12a1b19f95ec399fab591896c5d576aaed59fadf569a7feb183ad25837a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15474,7 +15222,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15483,18 +15231,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one tracks Flash Attention 2 support for more architectures, the other tracks GGUF support for more architectures. They share a broad \u201ccommunity contribution\u201d framing but describe different features and code paths.", + "summary": "These are not duplicates: one tracks Flash Attention 2 support for more architectures, the other tracks GGUF support for more architectures. They share a community-contribution framing but not the same feature work.", "confidence": 0.98, - "canonical_issue_reason": "issue:26350 is the better representative only because it has much higher discussion activity and is the more established tracking thread; however, it is not a duplicate of issue:33260.", + "canonical_issue_reason": "No true canonical duplicate here; the issues describe different feature requests and should not be merged into one tracker.", "canonical_pr_reason": null, - "best_issue_reason": "issue:26350 has stronger engagement and appears to be the more prominent community-tracking issue, making it the best single issue to keep as the cluster representative.", + "best_issue_reason": "Neither issue is a better duplicate representative of the other. If forced to pick a cluster representative, 26350 is older and more discussed, but it is still a distinct request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: the titles and descriptions point to different feature requests\u2014Flash Attention 2 vs GGUF support\u2014so they do not appear to be the same underlying bug or change." + "reason": "Different targets: Flash Attention 2 support vs GGUF support. Same broad 'community contribution' framing, but not the same underlying bug or change." } ] }, @@ -15536,12 +15284,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "bd7ca93463fd1fbb2b12ae31302ce3c242003d8133880745f2eaff4794c01328", + "prepared_review_unit_hash": "6708a0640a08936e4c9eeb7e42546312cf15800676fe534ea1671ccfeb4a8108", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6442, + "serialized_chars": 6443, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15549,7 +15297,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6442, + "serialized_chars": 6443, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15558,78 +15306,78 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly an i18n docs-translation request pattern. The Turkish and Spanish issues are separate language-specific requests, while the three generic \"[i18n-]\" issues look like near-exact duplicates of the same template-style issue.", + "summary": "This cluster contains two distinct language-specific docs translation requests (Turkish and Spanish) plus three near-identical generic template issues. The generic placeholder issues look like true duplicates of the same request, but the Turkish and Spanish issues are separate language targets and should stay distinct.", "confidence": 0.93, - "canonical_issue_reason": "issue:43834 is the best canonical representative because it is the generic translation-request template and sits at the center of the near-identical generic issues.", + "canonical_issue_reason": "Issue 43834 is the best representative of the duplicate generic-template subgroup: it matches the other two almost exactly, is already closed, and predates the other near-identical copies.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the cleanest issue to keep as the representative duplicate target; the generic template issues are effectively the same request, while the Turkish and Spanish tickets are distinct language-specific requests.", + "best_issue_reason": "43834 is the strongest global issue representative because it is part of the only clear duplicate set in the cluster and is the earliest/most established instance of that identical template issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different concrete language request (Turkish vs generic template), so not the same underlying issue." + "reason": "Different target language request; Turkish docs translation is not the same underlying issue as the generic template entry." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish-specific request is not the same as a generic template issue." + "reason": "Different target language request; Turkish and generic placeholder translation issues are not duplicates." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Language-specific Turkish request does not match the generic placeholder issue." + "reason": "Different target language request; Turkish docs translation is separate from the generic template issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages and therefore different translation tasks." + "reason": "Turkish vs Spanish are different translation requests, so they are not the same underlying issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request is distinct from the generic template issue." + "reason": "Spanish docs translation is distinct from the generic template issue and should not be merged as a duplicate." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different concrete language request versus a generic template duplicate." + "reason": "Spanish docs translation is a different language-specific request than the generic template issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request and generic template are not the same underlying issue." + "reason": "Spanish docs translation is not the same underlying issue as the generic template entry." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Near-exact same generic template issue; titles and body sizes are effectively identical, so they appear to be duplicates." + "reason": "These two issues are near-identical generic template entries with almost the same content, indicating the same underlying request." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic translation template with near-identical content, indicating duplicate issues." + "reason": "Near-perfect similarity and identical template-style content make these clear duplicates of the same issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "These are the same generic placeholder issue with only trivial variation, so they should be merged as duplicates." + "reason": "These are effectively the same generic template issue with nearly identical bodies and titles." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the generic [i18n-] issues are extremely close in title/body length and have very high soft similarity, while the Turkish and Spanish issues are clearly language-specific by title. The soft-edge verdicts are conservative overall, and the canonical representative choice is reasonable." + "feedback": "" }, "evaluator_used": true, "retried": false, @@ -15703,30 +15451,30 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "8dca3a17a9667b07b864aeff0b9b4e73c5d6b4c3a58e5dad74b4a77e5cb7abfc", + "prepared_review_unit_hash": "77f6da0403a04d7e6bdf6bfa76887ed87126bea1cd87f723dbcf9df66c4521df", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20710, - "estimated_input_tokens": 5178, - "estimated_eval_tokens": 10612 + "serialized_chars": 20703, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20710, - "estimated_input_tokens": 5178, - "estimated_eval_tokens": 10612 + "serialized_chars": 20703, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is only superficially similar: it groups many distinct model-request issues (different models, modalities, and architectures). The shared pattern is \u201cadd/support model X,\u201d but they are not duplicate bug reports or mergeable change requests.", - "confidence": 0.97, + "summary": "This cluster is not a duplicate set; it contains many independent model-addition requests across different architectures, modalities, and vendor/model families. The shared wording is generic (\u201cadd/support model\u201d), but the underlying change requests are distinct.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -15736,229 +15484,211 @@ "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are different models with no shared concrete change." + "reason": "EuroBert vs DEIMv2 are unrelated model requests; same broad feature area, not the same underlying addition." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS are unrelated model requests." + "reason": "EuroBert config support and Qwen3-TTS support target different model families and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different architectures and implementation paths." + "reason": "EuroBert config support and RF-DETR are distinct model additions with different code paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 target different models; only broad subsystem similarity." + "reason": "RF-DETR and DEIMv2 are separate vision-model requests, not a duplicate bug/change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio support." + "reason": "RF-DETR and LFM2.5 Audio 1.5B are different model families and tasks." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer requests do not share the same code path." + "reason": "RF-DETR and the weight-sparse transformer request are unrelated model additions." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model integrations." + "reason": "RF-DETR and Qwen3-ASR are different models and different modalities." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different requests and not mergeable as one change." + "reason": "RF-DETR and Qwen3-TTS are distinct model support requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + "reason": "NeoBERT and Qwen3-ASR are unrelated requests; only the generic add-support wording overlaps." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and sparse transformer support are different model/code-path changes." + "reason": "NeoBERT support and the sparse transformer request are different model additions." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio support are distinct models and tasks." - }, - { - "left": "issue:37015", - "right": "issue:42503", - "accept": false, - "reason": "NeoBERT and ModernVBERT are different model families; not the same underlying request." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are separate model families with different functionality." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model integrations." + "reason": "RF-DETR and NeoBERT are unrelated model requests, not one concrete code-path fix." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT differ in model architecture and support target." + "reason": "NeoBERT and ModernVBERT are different BERT-like model requests with different targets." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model additions." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are distinct model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and sparse transformer support do not appear to be the same concrete change." + "reason": "MiniCPM3 architecture support and the sparse transformer request are not the same underlying change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + "reason": "MiniCPM3 architecture support and ModernVBERT models are separate additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support target different models and modalities." + "reason": "MiniCPM3 architecture support and Voxtral TTS support are different modalities and code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + "reason": "DEIMv2 and Qwen3-TTS are different model requests with no shared concrete fix." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model integrations." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model families and code paths." + "reason": "ModernVBERT models and Qwen3-TTS support are different requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; BERT-like RoPE is a broader architectural theme, not the same issue." + "reason": "ModernVBERT and BERT-like models with RoPE overlap only at a broad theme, not the same model implementation." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated beyond being model requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are separate modalities and implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are separate sibling models, but they are different support requests." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio support are different model requests." + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are distinct TTS-model support requests." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and sparse transformer support do not share a concrete code path." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and different code paths." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough for duplication." + "reason": "Qwen3-TTS support and the sparse transformer request are unrelated model additions." }, { "left": "issue:43671", - "right": "issue:45177", - "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." - }, - { - "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio support are separate audio-model requests." - }, - { - "left": "issue:43837", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-ASR and sparse transformer support are different change requests." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio-model requests." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different models and implementation targets." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model support requests." }, { "left": "issue:43837", - "right": "issue:45177", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-ASR and EUPE are unrelated; one is speech recognition, the other is a perception encoder." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model requests with no shared concrete fix." + "reason": "Qwen3-ASR support and the sparse transformer request are not the same concrete model change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model support requests." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model families and tasks." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." + "reason": "The weight-sparse transformer request and EUPE are distinct model additions." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are distinct models; same general audio area is too broad." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are different model implementations." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are not the same underlying request." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementation areas." } ] }, @@ -15980,18 +15710,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-37934-6", + "cluster_id": "cluster-37934-7", "nodes": [ "issue:37934", "issue:42936", "issue:43240", "issue:43668", "issue:43813", - "issue:44031" + "issue:44031", + "issue:46018" ], "soft_pairs": [ "issue:37934|issue:43668", "issue:42936|issue:43240", + "issue:42936|issue:46018", "issue:42936|issue:44031", "issue:42936|issue:43813", "issue:42936|issue:43668", @@ -15999,82 +15731,88 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "f4b6f4b6d8fefc7311e1333c5d3dbdc54d7e352cd5057e9ed7051639cd4895f6", + "prepared_review_unit_hash": "d3c4100e5d9165a8b735249fe995a001f962604ed6dc5607e34c7220f1a77830", "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 8, - "serialized_chars": 6290, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 8, - "serialized_chars": 6290, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not true duplicates; they span unrelated models, config typing, tokenizer warnings, and a typo in a quantization path. The cluster looks like a weak soft-similarity bundle rather than one underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44031 is the most discussion-heavy and broadly user-facing item in the set, so it is the best anchor if one issue must represent the cluster, but it is not actually a duplicate of the others.", + "summary": "No duplicate cluster here: the issues cover unrelated models, configs, tokenizer warnings, and a typo, with no pair describing the same concrete bug.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are about different subsystems and different failure modes, so none can safely represent the whole cluster as a duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44031 is the best single representative by activity and generality, though the cluster is too heterogeneous for a real duplicate merge.", + "best_issue_reason": "#42936 is the most concrete standalone bug report (specific model, specific behavior, plausible fix), but it is not a good duplicate anchor for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different components and bug types: Llama4 norm behavior vs ModernBERT config type hint." + "reason": "RMS-norm question for Llama4TextL2Norm and a ModernBERT type-hint issue are unrelated model/config problems." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." + "reason": "Mask2former ignore_value handling and missing kwargs in loss calculation are different bugs in different code paths." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former loss-argument behavior and DeepSeek-V4 gating are unrelated model-specific issues." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss-target handling and tokenizer regex warnings are unrelated subsystems and failures." + "reason": "A model ignore_value bug is not the same as a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value bug is unrelated to a typo in a quantization attribute name." + "reason": "Mask2former loss handling and a quantization-typo issue do not share the same underlying defect." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different model and issue class: missing ignore_value usage vs incorrect type hint." + "reason": "A runtime model bug and a config type-hint mistake are distinct issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing do not describe the same underlying problem." + "reason": "Loss kwargs propagation and ModernBERT norm_eps typing concern different code and different symptoms." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint correction is not the same bug as tokenizer regex warning regressions." + "reason": "Incorrect type hint in ModernBERTConfig is unrelated to tokenizer regex warnings after 4.57.3." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "These are unrelated: ModernBERT norm_eps typing vs a typo in orig_conversion.quantization_operation." + "reason": "ModernBERT config typing and a typo in orig_conversion.quantization_operation are unrelated changes." } ] }, @@ -16104,12 +15842,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "4aa3bb0debe8b5c4028925167c31baec4d1f76d49c5236acee90b14d9960781e", + "prepared_review_unit_hash": "697a8ef0af6fe70431794fb8ea963d80c387767583b4a03dcafd9fcab1bb5ff4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1478, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16117,7 +15855,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1478, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16126,18 +15864,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for DeepSeek v3.2 support, while the other is a vague request about set block decoding. They refer to different feature areas and likely different code paths.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43037 is the more specific and actionable issue; it clearly describes a concrete model support request, unlike the more ambiguous block-decoding title.", + "summary": "These two issues do not appear to describe the same underlying problem: one is about block decoding, the other is a request for DeepSeek v3.2 support. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items are about different features/problems and should not be merged as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43037 is the best representative of the cluster because it is the clearer, better-scoped issue and most likely to remain useful for tracking work.", + "best_issue_reason": "Issue #43037 is the more specific and actionable request, but it is not a duplicate of #41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles indicate different underlying requests: block decoding behavior vs adding DeepSeek v3.2 support. There is no evidence they describe the same bug or change." + "reason": "Different topics and likely different code paths: block decoding vs model support. The shared similarity is only superficial." } ] }, @@ -16167,7 +15905,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "c7f1c1deedac6a4f10a5304c322ae85141875629e11e38e2bcac387039a28f2a", + "prepared_review_unit_hash": "b5c487d7e8c60f860577c99a135c1dd976963e434b66877f3abf2f91d2f7e053", "component_budget": { "node_count": 2, "item_count": 2, @@ -16189,18 +15927,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only at a broad theme level (custom trainers), but they target different Trainer behaviors: column removal customizability vs FLOPS estimation. They should not be treated as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #43598 is the more central Trainer customization request and is the cleaner representative of the cluster's shared theme.", + "summary": "The two issues are thematically related to custom trainers and Trainer internals, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. I do not see evidence that they are the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the best issue representative because it names a concrete Trainer behavior to revise, whereas #43600 is a separate FLOPS-accounting concern.", + "best_issue_reason": "Issue 43598 is the broader Trainer customization request and is the better cluster representative, but it should not be treated as a duplicate of 43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but they address different code paths and outcomes: one is about `remove_unused_column` customizability, the other about FLOPS estimation. Not the same underlying bug/change." + "reason": "Related subsystem, but different concrete concerns and no shared bug path; one is about `remove_unused_column`, the other about FLOPS accounting for custom trainers." } ] }, @@ -16230,7 +15968,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "12158194cd046ba4337352f61da13d45c9572c258ebceb6a2cee47de6ce5580f", + "prepared_review_unit_hash": "4a769f8b2979ea000db9ee21021fdc9f16adb7ca9e358e6b6a7f9592959732c9", "component_budget": { "node_count": 2, "item_count": 2, @@ -16252,18 +15990,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only at a very broad theme level (Qwen model AutoModel support) but describe different model families and different API gaps: one is about Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other about AutoModelForSequenceClassification support for Qwen3.5. They are not duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #43684 is the broader, more central request for auto-class registration support; #44405 is a separate, narrower task for a different config and head.", + "summary": "These issues both concern AutoModel support for Qwen variants, but they request different registrations for different model classes and tasks. They are not the same underlying bug or change request.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43684 is the broader model-registration request and is a better representative of this cluster than the more specific sequence-classification support request in #44405.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the better representative of the cluster because it covers the larger registration gap and is closer to a general model-support request.", + "best_issue_reason": "#43684 is the better canonical issue because it covers a general AutoModel/AutoModelForConditionalGeneration registration gap, whereas #44405 is a separate task-specific support request for AutoModelForSequenceClassification on Qwen3.5.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. Same ecosystem, but not the same bug or fix." + "reason": "Different target models and APIs: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. They are related only at a broad subsystem level, not the same change." } ] }, @@ -16300,77 +16038,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "46648f21cfcb4b04ae4ae9aba0b3b9accb30dae283649b208f36be781675523a", + "prepared_review_unit_hash": "766a5057ca8c34151fbd60c49da1feda0776f49de5216859517edefb71d03114", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four issues are extremely sparse and title-only; three share the same generic \"huggingface\" title, but there is no body detail to confirm the underlying problem. I would treat 43845 as the tentative representative only because it is the earliest of the repeated-title issues, but no soft pair is safe to merge on the available evidence.", - "confidence": 0.24, - "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\"-titled issues, so it is the best tentative canonical representative among the near-identical titles. However, the lack of any meaningful body text makes this a weak choice.", + "summary": "Issues 43845, 43846, and 43859 have the same title, so they are likely duplicates of one another; 43835 (\u201cFett\u201d) looks separate. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43845 is the earliest of the identical-title \u201chuggingface \u201d reports and is a reasonable representative of that cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best global issue candidate only by chronology and repeated title pattern; the cluster lacks enough content to prove it captures the real bug/feature request.", + "best_issue_reason": "Issue 43845 is the best cluster anchor because it is the earliest matching-title report and has the clearest tie to the duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles differ and there is no body/detail linking them to the same bug; soft similarity alone is not enough." + "reason": "Different title and no shared concrete details; this does not look like the same report." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Same as above: no concrete shared problem is visible, only weak text similarity." + "reason": "Different title and no shared concrete details; this does not look like the same report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No evidence these describe the same underlying issue; \"Fett\" is too distinct and underspecified." + "reason": "Different title and no shared concrete details; this does not look like the same report." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "The titles match, but there is no description or other evidence to confirm the same underlying bug." + "accept": true, + "reason": "Same title and closely matching metadata, so these are likely duplicate reports." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Repeated generic title is not enough to merge; no concrete problem statement is available." + "accept": true, + "reason": "Same title and broadly similar issue metadata, so these are likely duplicate reports." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but insufficient evidence to conclude they are the same issue." + "accept": true, + "reason": "Same title and broadly similar issue metadata, so these are likely duplicate reports." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly grounded, but it overstates the evidence in a few places. The packet supports that 43845/43846/43859 share the exact title and have soft similarity, so they are plausibly related, but calling them duplicate reports of the same \"underlying placeholder issue\" goes beyond what is shown. Similarly, \"very similar metadata\" is a bit strong for 43859 given the differing body length and activity. 43835 being separate is a reasonable conservative call, but the cluster summary should stay closer to \"likely duplicate by identical title\" rather than asserting a specific placeholder/root-cause interpretation." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16404,7 +16145,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "dd765df19bbfe1b6719a5aff388328abaf23236b06a267894fe07e4918f9de96", + "prepared_review_unit_hash": "75b98ae52c45c0c5061ad4b5e5ffdba295788261a31b23c1c176020ef525e98e", "component_budget": { "node_count": 5, "item_count": 5, @@ -16426,66 +16167,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by low-information spam-like issues with no reliable evidence that they share one concrete underlying bug or request. No soft duplicate edges should be accepted; 44371 is only a weak canonical placeholder because it is the earliest exact '' item.", - "confidence": 0.88, - "canonical_issue_reason": "44371 is the earliest exact '' report, so it is the best placeholder canonical among otherwise sparse spam-like issues.", + "summary": "These look like unrelated low-signal issues (mostly spam/generic titles) rather than a true duplicate set. The only somewhat substantive item is the documentation enhancement, but it does not match the spam-like reports.", + "confidence": 0.14, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44371 is the most representative issue only by chronology and genericity; the rest are either later spam placeholders or unrelated low-detail titles.", + "best_issue_reason": "issue #44418 is the only non-spam, potentially actionable report; the others are generic/spam titles with no concrete bug details.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are '' placeholders, but identical generic titles alone do not prove the same underlying issue." + "reason": "Both are just '' with no concrete bug/change description; no evidence they refer to the same underlying issue beyond generic similarity." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are '' placeholders with no substantive details tying them to one concrete duplicate report." + "reason": "Both are spam-like placeholders and lack any shared technical problem statement." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a documentation enhancement suggestion; they do not describe the same issue." + "reason": "A spam placeholder and a documentation enhancement are not the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' are unrelated low-content titles without evidence of the same underlying bug or request." + "reason": "Spam placeholder vs. an unrelated titled issue; no shared bug or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement vs. spam placeholder; no shared concrete problem is visible." + "reason": "Documentation enhancement suggestion does not match a spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement vs. spam placeholder; these do not look like duplicates." + "reason": "Documentation enhancement vs. spam placeholder; no duplicate signal." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are generic '' issues, but there is no evidence they refer to the same actual report beyond the placeholder title." + "reason": "Both are spam titles, but there is no concrete bug or request to confirm they are the same underlying report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. 'Check out \"Google LLC\"'; no clear common bug/change exists." + "reason": "Spam placeholder and unrelated issue title; insufficient evidence of a duplicate." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. 'Check out \"Google LLC\"'; unrelated titles and no shared concrete issue." + "reason": "Spam placeholder vs. unrelated issue title; not the same problem." } ] }, @@ -16515,12 +16256,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "e941b4cf8a44a18e752d6fda78d5fdad75692c0e236d0c0080366d101356d9db", + "prepared_review_unit_hash": "5595e119a7401bd51faa31f6e8c9339ba51eb947465168ac094319dae6b4883e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16528,7 +16269,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16537,24 +16278,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are likely duplicates: they have an identical title, very similar body lengths, and no distinguishing links, targets, or code evidence in the packet. The evidence is soft rather than definitive, so this should be treated as a likely duplicate rather than a confirmed one.", - "confidence": 0.79, - "canonical_issue_reason": "Issue #45145 is a reasonable canonical issue because it is the earlier of the two and shares the same title as #45151, with no packet-level evidence of substantive differences.", + "summary": "Two closed issues share the exact same title and have moderately high soft-similarity evidence, so they are likely duplicates of the same energy-optimization request. The evidence supports grouping them, but the body-text similarity should be described conservatively since only lengths and similarity metrics are available.", + "confidence": 0.89, + "canonical_issue_reason": "issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the more established thread for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best representative issue because it is the earlier submission and appears likely to describe the same proposal as #45151.", + "best_issue_reason": "issue #45145 is the strongest representative for the cluster: it is earlier, has the same title as the other issue, and has slightly more discussion context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical title and similar body size make these likely duplicates, though the packet only provides soft-similarity evidence and does not prove they are identical reports." + "reason": "Exact same title plus moderately high soft-similarity and no conflicting targets or filenames suggests the same underlying request; this is a reasonable duplicate edge, though the evidence is softer than text-level comparison." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conclusion is a bit too strong for the packet. We can ground that the issues share an identical title, similar body lengths, and only soft-similarity evidence, but we cannot verify from the packet that there are \u2018no substantive differences\u2019 or that they are definitely duplicate reports of the same proposal. Please soften the wording to \u2018likely duplicate\u2019 and keep the confidence more conservative." + "feedback": "The cluster evidence supports that these issues share the exact same title and are likely related, but the analyst overstates the packet by claiming the bodies are \"highly similar\" and \"near-identical\"\u2014the packet only provides body lengths, not body text. The soft-edge accept is a bit too strong for soft-similarity-only evidence, so the verdict should be more conservative." }, "evaluator_used": true, "retried": true, @@ -16635,7 +16376,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "c453de04b6a23796d8064e144e389a8130bdc68f411dcceaf6036366f440fef8", + "prepared_review_unit_hash": "29ddf7fdfb94af5e5ad37c6aa9bd3b6e94b1001887906be121a7eef83c860e07", "component_budget": { "node_count": 2, "item_count": 2, @@ -16657,18 +16398,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different 4-bit inference bugs: one Gemma4/audio-module `torch.finfo()` TypeError on `uint8` weights, and one BitsAndBytesConfig `llm_int8_skip_modules` behavior that drops the default `lm_head` exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying defect.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45674 is the cleaner representative of the cluster because it describes a specific BitsAndBytesConfig regression with a clear repro and code-path focus; 45672 is a separate Gemma4/audio-module failure.", + "summary": "These look like two separate 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module uint8-weight `torch.finfo()` TypeError, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate here; if a representative is needed, issue #45674 is slightly cleaner because it describes a specific BitsAndBytesConfig regression with a clearer configuration-level fix path.", "canonical_pr_reason": null, - "best_issue_reason": "45674 is the best issue to keep as the representative item: it is narrowly scoped, clearly articulated, and more likely to serve as a useful reference for similar reports.", + "best_issue_reason": "Issue #45674 is the better cluster representative only in the sense that it is more narrowly scoped and actionable, but it is not the same bug as #45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different failure modes and root causes: `torch.finfo()` on `uint8` Gemma4 audio weights versus `llm_int8_skip_modules` clearing the default exclusion list. Not the same bug and not mergeable as one fix." + "reason": "Different failure modes and code paths: Gemma4 audio modules hit a `torch.finfo()` TypeError on uint8 weights, while BitsAndBytesConfig loses the default `lm_head` exclusion and asserts in 4-bit inference. Same broad area, but not the same underlying bug." } ] }, @@ -16698,7 +16439,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "5340e0b61634a5ec3b3bdd53a6b3a2b5c50b7aae39055094b55c6c315fed5f48", + "prepared_review_unit_hash": "4183987cdaeb3358fbe2eaedba375396d59c8db057bb6f85b20fe1ff29f28fb8", "component_budget": { "node_count": 2, "item_count": 2, @@ -16720,18 +16461,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with unrelated-looking personal-name titles and no bodies or links; they do not appear to describe the same underlying problem.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Both artifacts look like unrelated personal-name posts with no bug report content, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "If one must be chosen, issue 45762 is marginally earlier, but neither issue is a meaningful canonical bug report; both are unrelated personal-data-style posts.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is suitable as a canonical issue for triage because neither describes a reproducible problem or actionable feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Rejected: these are just two different name/date issue titles with no shared context, body, links, or technical problem statement." + "reason": "Different names and birth dates; no shared bug, feature, or code context. This looks like unrelated spam/personal posts rather than duplicate issues." } ] }, @@ -16761,7 +16502,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "820ba1143cfad4d1b2bc1ade339858186f714cb9b6ca2de000fce5848b591a7d", + "prepared_review_unit_hash": "b9885288196eb89a5cc38a3f1a9d9a399c378602564dcf9c97ba386466193352", "component_budget": { "node_count": 2, "item_count": 2, @@ -16783,18 +16524,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate actionable issues; both entries are empty, unrelated personal-name/date titles with no bug description or shared technical context.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue can be identified from the content because both issues are empty and unrelated.", + "summary": "Both items look like unrelated low-information spam/personal-name issues, not duplicates of the same bug report.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong representative because neither contains any actionable report or technical details.", + "best_issue_reason": "Neither issue has substantive bug content; if forced to keep one, either would be equally non-canonical because both are just name/date placeholders.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles refer to different personal-name/date entries and provide no evidence of the same underlying bug or request." + "reason": "The titles are different personal-name/date strings with no shared problem description, code path, or issue context; this does not look like the same underlying issue." } ] }, @@ -16834,88 +16575,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "fe948393c87ddc181c387805c91bc26b90c4b95173c1b3ec2094aba902299480", + "prepared_review_unit_hash": "4d08cb7dc8da087a78757f572f0d903a71ecea0ba0cddefdc64ce15b31703fab", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains two separate exact duplicate pairs (45870/45871 and 45872/45873) plus an unrelated dataset-promo issue (45869). The cross-pair financial-time-series items are similar in theme but not the same underlying request.", - "confidence": 0.94, - "canonical_issue_reason": "45872 is the strongest representative of a true duplicate pair because it has the fuller description and an exact twin (45873), but the overall cluster is not one single issue and really should be split into two clusters.", + "summary": "The cluster is not one single duplicate set: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated financial dataset promo issue (45869). Only the identical-title pairs should be merged; 45869 should stand alone.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the clearest representative of the legitimate duplicate set 45870/45871 and is the earliest of that pair; 45872/45873 is a separate request/topic, and 45869 is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best overall issue representative here: it is specific, detailed, and has an exact duplicate partner, making it the cleanest anchor among the available issues.", + "best_issue_reason": "45870 is the best overall issue to keep as a representative because it is an exact-duplicate pair member, cleanly worded, and the unrelated promo issue should not influence canonical selection.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Unrelated topics: a dataset bundle promo versus a financial time-series example request." + "reason": "Different topics: a financial dataset promo vs. a DataForge example request. Shared finance wording is too broad to indicate the same issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Unrelated topics: a dataset bundle promo versus a financial time-series example request." + "reason": "Different topics: a financial dataset promo vs. a DataForge example request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact title match and matching issue content indicate a true duplicate." + "reason": "Exact title match and same DataForge financial time-series example request; these look like duplicates of the same issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series, but one is an example request and the other adds a scraping-service angle; not the same concrete issue." + "reason": "Both are DataForge/financial-time-series themed, but one is an example request and the other is a scraping-service request; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different request text; only broad thematic overlap, not the same underlying issue." + "reason": "Same as 45870/45872: related wording, but different concrete request and code path/topic." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same broad domain, but these describe different example requests and should not be merged." + "reason": "Different concrete requests: example prediction vs. scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different request text; only broad thematic overlap, not a true duplicate." + "reason": "Different concrete requests: example prediction vs. scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact title match and matching issue content indicate a true duplicate." + "reason": "Exact title match and same DataForge financial time-series + scraping service request; these are duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: the two 1.0-Jaccard, same-title pairs are treated as duplicates, and the cross-pair items are conservatively kept separate. The cluster-level summary is also reasonable given the presence of two duplicate pairs plus a distinct singleton." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is only soft-similar and clearly a different topic. The canonical choice of 45870 as the representative of the earlier duplicate pair is conservative, and the soft-edge verdicts do not overstate the weaker matches." }, "evaluator_used": true, "retried": false, @@ -16934,7 +16675,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-13", + "cluster_id": "cluster-39895-12", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -16947,8 +16688,7 @@ "pull_request:44827", "pull_request:45170", "pull_request:45213", - "pull_request:45655", - "pull_request:45795" + "pull_request:45655" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -16961,164 +16701,157 @@ "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:43995|pull_request:45213", "pull_request:44827|pull_request:45170", - "pull_request:44827|pull_request:45795", "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:44827", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", - "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "34698d4da6989ee60aa633f40371c0667339fed55d004309029a740364a9a506", + "prepared_review_unit_hash": "74eb2728e044b6185e9c8fb4cd9ba105080c315bd84207d4b24aa467ab49b1b9", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 19, - "serialized_chars": 35207, - "estimated_input_tokens": 8802, - "estimated_eval_tokens": 17860 + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32876, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, - "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 19, - "serialized_chars": 35207, - "estimated_input_tokens": 8802, - "estimated_eval_tokens": 17860 + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32876, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only true duplicate/near-duplicate pair is the two `fixed_cross_entropy` PRs (43251 and 43254), which implement the same concrete loss-kwargs fix. The rest are unrelated model additions, refactors, docs, or tests.", - "confidence": 0.97, + "summary": "This cluster is mostly heterogeneous PRs spanning unrelated model additions, docs, tests, refactors, and bug fixes. The only clear duplicate-like pair is the two `fixed_cross_entropy` patches (`#43251` and `#43254`), which target the same code path and same tracked issue.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the duplicate pair: it explicitly targets issue 43240 and directly patches `fixed_cross_entropy` to forward the supported `cross_entropy` kwargs.", + "canonical_pr_reason": "`pull_request:43251` is the best canonical PR for the only true duplicate pair: it is issue-linked, touches the same `fixed_cross_entropy` path as `#43254`, and is the more concrete/complete fix. The rest of the cluster is not one cohesive duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative because it matches the only genuine duplicate pair and contains the most direct, concrete implementation of the shared bugfix.", + "best_pr_reason": "`pull_request:43251` is the strongest representative artifact in the cluster because it has an explicit issue target and matches the only accepted duplicate-like change; most other PRs are unrelated and should not be merged into a single canonical change.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated changes: VideoPrism model addition vs an ExecuTorch dynamic-shape export test." + "reason": "Unrelated PRs: VideoPrism model addition vs Executorch dynamic-shape test. Different subsystems and no shared bug/change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different artifacts: Mistral tokenizer helper methods vs adding a new MobileLLM model." + "reason": "Tokenizer missing-methods patch vs adding MobileLLM model support. Same broad area of model code, but not the same underlying change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix is unrelated to ExecuTorch export testing." + "reason": "Mistral tokenizer helper methods vs Executorch export test; no shared code path or fix." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness work is unrelated to the MobileLLM model addition." + "reason": "Processor robustness changes vs MobileLLM model addition. Different concrete changes and no same bug." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix and a new MobileLLM model are unrelated changes." + "reason": "Cross-entropy utility fix vs MobileLLM model addition. Completely different functionality." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "The cross-entropy kwargs fix is unrelated to Mistral4 test/model updates." + "reason": "`fixed_cross_entropy` kwargs fix vs Mistral4 test/model changes. Not the same code path or issue." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export tests and Mistral4 fixes target different code paths." + "reason": "Executorch dynamic-shape test vs Mistral4 test/model fix. Both are tests-heavy, but they are not the same underlying bug/change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "No shared bug/change: dynamic export testing vs new model scaffolding." + "reason": "Executorch export test vs MobileLLM model addition. No concrete overlap beyond general framework work." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model work is unrelated to config-resolution ordering in `modeling_utils`." + "reason": "Model addition PR vs config resolution-order fix. Different layers and unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "A new model addition is unrelated to Falcon output-interface refactoring." + "reason": "MobileLLM model addition vs Falcon output-interface refactor. No same bug or mergeable combined change." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon model refactor and the model-creation skill PR do not fix the same concrete code path." + "reason": "Falcon interface refactor vs Mistral4 test/model changes. Same broad modeling area, but not the same concrete problem." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/model fixes." + "reason": "Falcon refactor vs model-creation skill scaffolding. Unrelated artifacts." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes are unrelated to the `layrnorm`/`layernorm` typo fix for CLIP-like models." + "reason": "Mistral4 fixes vs `layrnorm`\u2192`layernorm` renaming across CLIP-like models. Different bugs and different model families." }, { "left": "pull_request:44827", - "right": "pull_request:45795", + "right": "pull_request:45655", "accept": false, - "reason": "Different scope: Mistral4 fixes vs docs for audio/video processors." + "reason": "Mistral4 work vs config resolution-order fix. No shared code-path issue." }, { - "left": "pull_request:44827", - "right": "pull_request:45655", + "left": "pull_request:43823", + "right": "pull_request:44827", "accept": false, - "reason": "Mistral4 work does not share the same underlying bug as config-resolution ordering." + "reason": "MobileLLM model addition vs Mistral4 fixes. Both are model PRs, but not the same underlying change." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model-specific Mistral4 fixes are unrelated to the model-creation skill docs/tooling PR." + "reason": "Mistral4 fixes vs model-creation skill repository changes. Not the same artifact type or bug." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A specific model addition is not the same change as a repository skill/documentation PR." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45795", - "accept": false, - "reason": "New model code and docs-only processor guidance are not the same underlying change." + "reason": "MobileLLM model addition vs model-creation skill. Unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete `fixed_cross_entropy` issue by adding/forwarding supported `cross_entropy` kwargs for issue 43240." + "reason": "Both PRs patch the same `fixed_cross_entropy` function for the same issue (`#43240`) and add support for the same kwargs (`weight`/`label_smoothing`). They are direct alternate implementations of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only pair with explicit shared issue-target evidence is PR 43251/43254, and their diffs both patch `fixed_cross_entropy` in the same way, so treating them as the sole true duplicate/near-duplicate pair is conservative. The remaining soft-edge pairs are all rejected with reasons that stay within the visible filenames/diff previews and do not overclaim mergeability." + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only explicitly supported duplicate-like pair is pull_request:43251 / pull_request:43254, which share the same file and issue target (43240). The verdicts are conservative, and no unsupported mergeability claims were made for unrelated PRs." }, "evaluator_used": true, "retried": false, @@ -17145,12 +16878,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "837e1d639831ea2fb7516811e2a13afa0840bbccb983e0327452f00279d905b5", + "prepared_review_unit_hash": "940ae0013b39d8bffa99e4bd7d20e09d1ef22c0c35fed567cda66bc32fd3d051", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17158,7 +16891,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17167,18 +16900,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs cover related VibeVoice work, but they target different changes: the first implements VibeVoice, while the second adds VibeVoice Realtime plus an acoustic tokenizer and generation updates. They overlap on shared model scaffolding, but they are not the same concrete change.", - "confidence": 0.9, + "summary": "Two open PRs for VibeVoice, but they are different changes: one adds the base VibeVoice integration, the other adds a realtime/acoustic-tokenizer extension. They overlap on shared model-family plumbing, but they are not the same concrete fix/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the core VibeVoice implementation and is more mature/non-draft, making it the better representative of the cluster\u2019s main model work.", + "canonical_pr_reason": "PR #40546 is the foundational VibeVoice implementation and the broader base integration for the model family.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the strongest single PR fit here because it implements the base VibeVoice codepath; PR 42781 is a follow-on realtime extension, not a duplicate change.", + "best_pr_reason": "PR #40546 is the best representative of the cluster because it is the core implementation PR rather than a follow-on realtime extension.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice family and some files, but 42781 adds realtime-specific functionality and an acoustic tokenizer; it is a distinct follow-up rather than the same concrete bugfix/change." + "reason": "Reject: #40546 implements baseline VibeVoice support, while #42781 adds realtime support plus an acoustic tokenizer and generation changes. They touch related files but solve different underlying feature sets and would not plausibly be merged as one PR." } ] }, @@ -17208,12 +16941,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "00f25994a12068ad8ae03a93f1e4abe69b73a1470e8f4a86122c042ffe0decd6", + "prepared_review_unit_hash": "ddafc6f6cd107079cd47312bd5e28854b2bac91ef7951a57c0919b51d6bd845c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17221,7 +16954,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17230,18 +16963,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not describe the same bug or change, so this cluster should not be merged as duplicates.", - "confidence": 0.99, + "summary": "These two PRs are unrelated model-feature additions in different areas: TimesFM covariate forecasting vs. DINOv3 image-classification support. They do not look like the same underlying change and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, so there is no single underlying change to represent.", + "canonical_pr_reason": "No canonical PR as a duplicate cluster is justified here; the PRs target different models and different code paths. If one must be chosen, PR 41224 is the more self-contained and narrowly scoped change.", "best_issue_reason": null, - "best_pr_reason": "No best PR in a duplicate sense: neither PR is a representative duplicate of the other, since they address unrelated features in separate subsystems.", + "best_pr_reason": "PR 41224 is the better standalone PR candidate because it is tightly focused on one concrete capability (DINOv3ViT image classification) with a smaller, cleaner scope. PR 40755 is broader and touches more files for a different feature area.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features in different model families (TimesFM covariates vs. DINOv3 image classification); no shared concrete bug or change, and they could not plausibly be merged into one PR." + "reason": "Different model families and different user-facing features: TimesFM covariate forecasting versus DINOv3 image classification. They do not fix the same bug or implement the same change, so this is not a duplicate or mergeable soft match." } ] }, @@ -17336,7 +17069,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "63a4473ceb7440512ec63298774be9e8ff3093e2d39a1e4d5e39542e3e8fcafe", + "prepared_review_unit_hash": "ea0e68b68a54c8c6f5085bc5891d6ed73ca3b142e34038aeb96674340886fe12", "component_budget": { "node_count": 3, "item_count": 3, @@ -17358,24 +17091,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6) that share the usual Transformers boilerplate files, but they target different models and code paths. They are not duplicates of one another.", + "summary": "These are three unrelated model-addition PRs that only overlap on boilerplate registration/docs changes. They do not describe the same underlying bug or the same concrete code-path fix, so none should be deduplicated together.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR stands out as a duplicate-canonical representative because each PR introduces a different model integration with distinct implementation and tests.", + "best_pr_reason": "PR 45630 is the strongest standalone anchor only because it has the broadest model-integration surface and highest review activity, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations: DeepSeek OCR vs Isaac. The overlap is only in standard new-model plumbing files, not the same underlying bug or change." + "reason": "Different models and distinct integrations: DeepSeek OCR vs Isaac. Shared auto-registration/docs scaffolding is generic template overlap, not the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model integrations: Isaac vs Kimi2-6. Shared auto-registration/docs scaffolding is expected and does not indicate the same code-path fix." + "reason": "Isaac and Kimi2-6 are different model additions with different files and code paths. Similar repository plumbing is expected and does not indicate the same fix." } ] }, @@ -17405,7 +17138,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "52bfa5a2152675c80576ad8e7d96a3ec427e3738bdbd417b9fed844af23feb08", + "prepared_review_unit_hash": "393ee4b59c15f17ccf3e954bba5e0dbe4c18416e974d88ccb50ccc459ffa791d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17427,18 +17160,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct workflow-maintenance PRs: one upgrades core GitHub Actions (`checkout`, `cache`, `upload-artifact`) for Node 24 compatibility, while the other bumps Docker build actions (`docker/build-push-action`) and related workflow actions to newer versions. They overlap in some files but target different action families and different compatibility goals.", - "confidence": 0.94, + "summary": "Two independent workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps Docker build actions and a few related workflow actions. They overlap in CI workflows but do not fix the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate changes with different action ecosystems and migration goals, so neither subsumes the other as a duplicate.", + "canonical_pr_reason": "PR 42975 is the clearer representative because its scope and intent are explicit: updating major GitHub Actions versions to keep workflows Node 24 compatible across many files.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a clearer, broader compatibility theme and touches more workflow entrypoints, but it is still not a duplicate of PR 42976.", + "best_pr_reason": "PR 42975 is the best cluster representative since it captures the broader, more clearly stated workflow runtime-compatibility upgrade rather than a narrower action-version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Overlap is only at the workflow-maintenance level. PR 42975 updates checkout/cache/upload-artifact for Node 24 compatibility; PR 42976 updates docker/build-push-action and a few related actions. Different concrete changes, not mergeable as one same-fix PR." + "reason": "Both are workflow dependency upgrades, but they change different actions and different operational paths (checkout/cache/upload-artifact vs docker/build-push-action). They are similar maintenance, not the same concrete fix and not mergeable as one single PR without conflating distinct upgrades." } ] }, @@ -17481,88 +17214,88 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "7389fe2b363b9c6574a89019063beae37b66fee81957d4672dd058f465f510f8", + "prepared_review_unit_hash": "1fef83008e319e38db4e846806164ac4714ced274232cf677a28c3c411ac25b6", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23540, - "estimated_input_tokens": 5885, - "estimated_eval_tokens": 12026 + "serialized_chars": 23541, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23540, - "estimated_input_tokens": 5885, - "estimated_eval_tokens": 12026 + "serialized_chars": 23541, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All soft edges are false positives. The cluster mixes unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, Lfm2 Audio, CTSM, PP-OCRv6/PPLCNetV4) plus one distributed pipeline-parallel infrastructure PR, so they do not share the same underlying bug or change.", - "confidence": 0.98, + "summary": "These are mostly unrelated model-add or infrastructure PRs that only overlap on generic Transformers plumbing (docs, auto mappings, model registration). No pair looks like the same underlying bug/change, so none of the soft edges should be merged.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "Add Molmo2 is the strongest standalone PR in this set: it has the broadest model/processor/video coverage and the highest review activity, so it is the best representative if one PR must be chosen.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Add Molmo2 is the most complete and actively reviewed of the unrelated PRs, making it the best overall PR candidate in this cluster even though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry updates are incidental, not the same code-path fix." + "reason": "ViT NEPA and Molmo are different models with different code paths; shared docs/auto-registration files are generic model-add boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. These are separate features, not one mergeable fix." + "reason": "ViT NEPA vs Molmo2 is a different model family and a different implementation, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: ViT NEPA vs CTSM. Same broad pattern, but unrelated underlying change." + "reason": "ViT NEPA and CTSM are unrelated model additions; overlap is only in common Transformers registration/docs." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families with different files and functionality; not the same PR." + "reason": "Molmo and Molmo2 are distinct model additions with different files, processors, and tests; similar naming is not enough to treat them as duplicates." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are separate model-support PRs with no shared concrete bug or implementation path." + "reason": "Molmo and CTSM target different model architectures/tasks and do not fix the same concrete code-path problem." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are unrelated model additions; overlap is only in common registry/docs plumbing." + "reason": "Molmo2 and CTSM are unrelated model integrations; they only share generic auto/model registration changes." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 Audio support and PP-OCRv6 text recognition support are different model families and different model stacks." + "reason": "Lfm2 Audio and PP-OCRv6 text recognition are different model domains and code paths; no same-bug/same-change evidence." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel loading infrastructure vs OCR model support are unrelated changes; no shared concrete bug or code path." + "reason": "Native pipeline-parallel loading support is infrastructure work, while PP-OCRv6 is a model-support PR; they are not the same concrete change." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM model support and PP-OCRv6/PP-LCNetV4 support are separate model additions, not duplicates." + "reason": "CTSM and PP-OCRv6 are different model additions with different targets and implementations, so they should not be merged as duplicates." } ] }, @@ -17595,7 +17328,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "27e65c85fbdb232094a4cac281b192b55b7d10232b2453d0f24129d938e60c8d", + "prepared_review_unit_hash": "c2376e88fa5d99d5f6c880c873529fbac0f69a4448383fb84d21d81ad6f4d549", "component_budget": { "node_count": 3, "item_count": 3, @@ -17617,30 +17350,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not a duplicate set: one PR is a Whisper tokenizer/test fix, one is a mostly test-only CLIP/ViT PR, and one is a substantive FP8 dequant/loading fix. They do not appear to patch the same underlying bug or code path.", - "confidence": 0.97, + "summary": "These three PRs are not duplicates: one is Whisper tokenizer/test work, one is unrelated test-only noise in CLIP/ViT, and one is an FP8 dequant/loading fix. There is no single underlying bug or change tying them together.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44815 is the strongest canonical PR because it contains the clearest real product fix across loading/FP8 code paths, while the others are test-focused and unrelated subsystems.", + "canonical_pr_reason": "44815 is the most substantive standalone fix and the clearest anchor, but the cluster is heterogeneous rather than a true duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the best representative of the cluster since it is the only substantive implementation change; the other PRs are either test-only or about Whisper tokenization/tests and do not match its bug scope.", + "best_pr_reason": "44815 is the best representative because it contains the real implementation change; 43291 is narrow Whisper test/decoder work and 43665 is only test assertions.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different problems: Whisper tokenizer decoding/tests versus CLIP/ViT test edits. No shared concrete code-path bug." + "reason": "Whisper tokenizer/decoder changes with tests vs. unrelated CLIP/ViT test assertions; no shared concrete bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/tokenizer behavior is unrelated to the FP8 dequant/model-loading changes in #44815." + "reason": "Whisper decoding/test fix vs. FP8 dequant/model-loading changes; different subsystems and unrelated fixes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Do not merge: #43665 is test-only for CLIP/ViT, while #44815 fixes FP8 loading/dequantization. They are not the same underlying change." + "reason": "Test-only CLIP/ViT PR vs. dequantization/loading implementation fix; not the same underlying issue." } ] }, @@ -17670,7 +17403,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "e0c4a064e60148fefd4e1f8a71caadf248943b162e921ab4c1f2ba1d83441989", + "prepared_review_unit_hash": "799f70126c7021e3fb9a7cb5da26b2cc50cfa1aec2c9c2117e5dedec456c7918", "component_budget": { "node_count": 2, "item_count": 2, @@ -17692,18 +17425,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: #43488 is a small setup/version and test-bot placeholder change, while #43532 rewires CI/workflow and testing utilities. They only overlap on a shared vit test file, not the same underlying fix.", - "confidence": 0.96, + "summary": "The two pull requests are not duplicates: they share only a Vit test file, but one is a small setup/version/dependency change while the other rewires CI/workflow and testing utility code.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the change sets address different concerns and do not look mergeable into one concrete fix.", + "canonical_pr_reason": "PR 43488 is the more self-contained change, centered on setup/version and dependency-table edits; PR 43532 is a broader CI/testing refactor and not the same concrete fix.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the broader, more substantive PR, but it is still not a good canonical representative because it targets a different problem than #43488.", + "best_pr_reason": "PR 43488 is the closest thing to a canonical representative because it has a single, focused code-path change; PR 43532 spans workflows, utilities, and tests and is not a good duplicate anchor.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared test-file overlap is incidental; the PRs modify different code paths and purposes, so they are not the same underlying change." + "reason": "Shared Vit test filename alone is not enough; 43488 changes setup.py/version and dependency metadata, while 43532 changes CI workflows, testing utilities, and reporting code. They do not fix the same bug or belong in one merged PR." } ] }, @@ -17733,12 +17466,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "ac0be5521819da3906bdf6867ff19cdc3432a6a8faf68caa0c6d67da18e513b7", + "prepared_review_unit_hash": "97f8eb91b7fd34be160335d2606f7572c567fcb55000d5f1ffa3cac392fb585e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17746,7 +17479,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17755,18 +17488,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related scaffoldings for segmentation pipelines, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share registry/docs/test plumbing, but the concrete pipeline files, model integrations, and task docs are distinct, so they should not be treated as duplicates.", - "confidence": 0.98, + "summary": "Two open PRs add different new pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation/registry plumbing, but they target different models, files, and task semantics, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "Not a duplicate pair: the PRs target different segmentation tasks and add different pipeline implementations.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43613 is the broader feature addition and touches more of the segmentation/model integration surface, so it is the better representative of this cluster, but it is not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying change: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different pipeline/model/test files. Shared docs/registry updates are just common scaffolding." + "reason": "Different features: concept segmentation vs visual segmentation. Shared docs/registry changes are infrastructure overlap, not the same underlying code-path fix, and they would not plausibly be merged as one PR." } ] }, @@ -17796,7 +17529,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "97a18657d8a4d8b11390a9444ae9084a49310f9de3fda4c043a34b1fdde1098d", + "prepared_review_unit_hash": "e1a98475f0b3741056a828e3c7352e84c7290122103281b2860cf76e28295d44", "component_budget": { "node_count": 2, "item_count": 2, @@ -17818,18 +17551,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `src/transformers/trainer.py`, but they address different trainer behaviors: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for custom trainers/PEFT. They are not duplicates.", + "summary": "These are two separate Trainer extension-point PRs: one changes gradient-accumulation loss scaling, the other changes signature-column filtering for custom trainers. They share a file but not the same bug or mergeable change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more concrete, self-contained behavioral fix, but it is still unrelated to #43663.", + "best_pr_reason": "Neither PR is a good canonical representative for a duplicate cluster here; they address different code paths and should be triaged independently.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: different code paths and different goals. #43651 changes loss scaling during training; #43663 adds a hook for signature-column filtering. Shared file alone is not enough to treat them as the same change." + "reason": "Different underlying changes: loss scaling in training_step vs. signature-column extraction for data filtering. Same file only, not the same fix." } ] }, @@ -17861,53 +17594,56 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "a350ce14b444bcbe6c6685f3d630e690db76b7af18a35fdbdb0049a3c34d229b", + "prepared_review_unit_hash": "7e5c74b169175b4502aaebc13b6aafb2e4a5b243ef991dfc0ac656cc7a6a7017", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs touch `src/transformers/cli/serve.py` and revolve around import-time/type-annotation `NameError` problems, but they do not look like duplicate fixes for the same concrete bug. The most focused PR is the one that directly stringifies `TypeAdapter` under `TYPE_CHECKING`.", - "confidence": 0.74, + "summary": "All three PRs target the same CLI serve.py TypeAdapter annotation failure, with 43842 being the most focused fix and the best representative of the cluster.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the clearest, most targeted fix: it directly addresses the `TypeAdapter` import/runtime annotation issue by moving the import under `TYPE_CHECKING` and stringifying the annotation. The other PRs are broader or aimed at different annotation-related failures.", + "canonical_pr_reason": "PR 43842 most directly addresses the concrete import/type-annotation failure in `src/transformers/cli/serve.py` with the smallest, most focused change.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster because it is narrowly scoped to the concrete `TypeAdapter` NameError, with the smallest and most directly relevant code change.", + "best_pr_reason": "PR 43842 is the clearest standalone fix for the `TypeAdapter` NameError in the CLI serve code path and is the best canonical representative for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Both are annotation/import-time fixes in the same file, but #43656 appears to address broader forward-reference/type-hint evaluation cleanup, while #43842 specifically fixes `TypeAdapter` when pydantic is absent. Same subsystem, not clearly the same bug." + "accept": true, + "reason": "Both are fixes for the same `TypeAdapter` NameError in `src/transformers/cli/serve.py`; 43656 is broader, but the core bug and code path overlap enough that they could plausibly be merged into one PR." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": false, - "reason": "They share the same file and issue cluster, but #43836 looks like a larger Serve refactor with annotation wrapping, not the same concrete `TypeAdapter` NameError fix as #43842. Not safe to merge as duplicates." + "accept": true, + "reason": "Both PRs address the same `TypeAdapter` annotation/runtime-name-resolution problem in the CLI serve path, with 43836 being a broader variant of the same fix rather than a separate issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster is grounded in the packet: all three PRs modify `src/transformers/cli/serve.py` around the same annotation/runtime-name-resolution area, and 43842 is the most focused representative. The pairwise accepts are plausible as mergeable fixes for the same bug family, with 43842 being the narrowest change." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18060,15 +17796,15 @@ "pull_request:44059|pull_request:44071", "pull_request:44056|pull_request:44101", "pull_request:44073|pull_request:44161", - "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:43997|pull_request:44018", "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", @@ -18092,12 +17828,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "873d6750e9fb45aab522738c3f0e51c1f60cd59b40f70411ba2988682c93fd8c", + "prepared_review_unit_hash": "41df2495cb655a9977f77b2cb255b21ccc87a4b4d57b5726481832639eb9ed7f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84900, + "serialized_chars": 84897, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -18105,7 +17841,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75096, + "serialized_chars": 75095, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -18114,348 +17850,420 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific output-tracing refactors under the same umbrella issue. The conservative split is to reject cross-model pairs, but accept the GPT-J/CodeGen family overlaps and the GPT-Neo pair as same concrete change families.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44722 is the best canonical PR because it is the most consolidated representative of the GPT-J/CodeGen output-tracing refactor family, with direct overlap in both files and the shared issue target.", - "best_issue_reason": null, - "best_pr_reason": "pull_request:44722 is the best overall representative because it captures the broadest concrete GPT-J/CodeGen fix set and is more complete than the narrower GPT-J-only variants.", + "summary": "This cluster is a broad family of model-specific standardized output-tracing refactors. The clearest duplicate slices are the GPT-J/CodeGen edits and the GPT-Neo edits; the other PRs are mostly same-pattern changes in different model implementations and should stay separate unless they touch the exact same code path.", + "confidence": 0.84, + "canonical_issue_reason": "#43979 is the shared tracking issue for this output-tracing refactor family and is explicitly linked by many of the PRs across the cluster.", + "canonical_pr_reason": "PR 44722 is the best single representative PR for the strongest duplicate slice: it covers the GPT-J/CodeGen output-tracing path, links to #43979, and is broad enough to subsume the narrower GPT-J variants.", + "best_issue_reason": "Issue #43979 is the best cluster anchor because it cleanly unifies the repeated standardized-output-tracing work across many model-specific PRs, not just the GPT-J/CodeGen and GPT-Neo slices.", + "best_pr_reason": "PR 44722 is the best global PR representative because it captures the most complete GPT-J/CodeGen refactor variant while staying on the same concrete code path as the other strong duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same umbrella issue is not enough." + "reason": "Same refactor theme, but CVT/FNet and GPT-J are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model implementations (CVT/FNet vs DeBERTa v2); only the refactor theme matches." + "reason": "Different model implementations; shared issue link alone is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing change family in the same code path; one is a narrower version of the other." + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path; the scope differs, but the change family is the same." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet vs EfficientNet are different model-specific refactors, despite the shared issue target." + "reason": "RegNet and EfficientNet are separate model implementations, not one duplicate fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model code paths." + "reason": "EfficientNet vs GPT-J/CodeGen: same pattern, different concrete model path." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying bug/change." + "reason": "GPT-J/CodeGen and EfficientNet are unrelated code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations." + "reason": "MobileNetV2 and DeBERTa are different model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; different model internals and fixes." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different model families." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; same refactor pattern, but not the same concrete code path." + "reason": "Same general output-tracing theme, but GPT-J/CodeGen and MPT are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors against the same file and same implementation area." + "reason": "Both target GPT-Neo output tracing on the same model code path, so they are plausible duplicate variants." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model families and code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different model paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; only the umbrella refactor theme overlaps." + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR versus GPT-J/CodeGen are unrelated model-specific changes." + "reason": "MGP-STR and GPT-J/CodeGen are different model-specific changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; same theme, different concrete fix." + "reason": "ResNet vs GPT-J: same pattern, different code path." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model code paths." + "reason": "GPT-Neo and ResNet are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different implementations." + "reason": "ResNet and MPT are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; not the same model-specific fix." + "reason": "GPT-Neo vs GPT-J/CodeGen; similar theme but not the same fix." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM; different code paths." + "reason": "GPT-Neo and Flaubert/XLM are different model-specific refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model-specific refactors." + "reason": "MPT and GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-2 are separate code paths." + "reason": "GPT-Neo vs Flaubert/XLM; not the same underlying bug/change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MGP-STR; no shared concrete bug/change." + "reason": "GPT2 and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; same theme only." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model-specific changes." + "reason": "ViLT and Flaubert/XLM are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer versus GPT-J/CodeGen; only the broad refactor pattern matches." + "reason": "SegFormer vs GPT-J/CodeGen; different model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated implementations." + "reason": "SegFormer and LongT5 are different concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer versus VisualBert; same umbrella theme, different fix." + "reason": "SegFormer and VisualBert are unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are not the same fix." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model families." + "reason": "MPT and ImageGPT are different model-specific refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet versus Flaubert/XLM; different code paths." + "reason": "RegNet and VisualBert are different model implementations." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-J versus MGP-STR; not the same underlying change." + "reason": "RegNet and MPNet are separate code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and GPT-Neo are separate model code paths." + "reason": "VisualBert and Flaubert/XLM are different model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different code paths." }, { "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "MPNet versus LongT5; unrelated model implementations." + "reason": "VisualBert and LongT5 are different model-specific refactors." }, { - "left": "pull_request:44066", - "right": "pull_request:44116", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus Flaubert; different concrete code paths." + "reason": "GPT2 and GPT-Neo are different concrete model changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate model code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo versus MGP-STR; unrelated changes." + "reason": "RegNet and SegFormer are unrelated model refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and MGP-STR are different model implementations." + "reason": "TextNet and Flaubert/XLM are different model-specific changes." }, { "left": "pull_request:44056", - "right": "pull_request:44071", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet versus MPT; no shared concrete bug." + "reason": "MPNet and LongT5 are separate refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPNet are separate model code paths." + "reason": "RegNet and GPT-Neo are not the same fix." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo versus MPT; same refactor pattern, different fix." + "reason": "RegNet and LongT5 are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert versus MPT; unrelated model internals." + "reason": "TextNet and LongT5 are different concrete changes." }, { "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated implementations." + "reason": "GPT-Neo and LongT5 are unrelated model paths." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert versus GPT-Neo; different code paths." + "reason": "SqueezeBert and MPT are different model implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are unrelated model changes." + "reason": "SqueezeBert and VisualBert are separate code paths." }, { - "left": "pull_request:44044", + "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 versus TextNet; different files and fixes." + "reason": "RegNet and TextNet are different model-specific refactors." }, { - "left": "pull_request:44085", + "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; not the same underlying change." + "reason": "RegNet and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different models." }, { "left": "pull_request:43996", - "right": "pull_request:44044", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet versus DeBERTa v2; no shared concrete implementation change." + "reason": "CVT/FNet and LongT5 are different concrete changes." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet versus SegFormer are separate model-specific refactors." + "reason": "CVT/FNet and SegFormer are separate model-specific refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different code paths." + "reason": "SqueezeBert and DeBERTa are different model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44071", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet and MPT are unrelated model families." + "reason": "DeBERTa and TextNet are different code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 versus GPT-Neo; same pattern, different concrete change." + "reason": "DeBERTa and SpeechT5 are not the same underlying fix." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "GPT-2 versus MPT; different implementations." + "reason": "DeBERTa and ViLT are separate model-specific changes." }, { - "left": "pull_request:44059", + "left": "pull_request:44066", "right": "pull_request:44722", - "accept": false, - "reason": "GPT-2 is separate from the GPT-J/CodeGen refactor family." + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing variants on the same underlying code path." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the GPT-J standardized output-tracing path; the scope differs, but the fix is the same family." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and GPT-2 are different code paths." + "reason": "GPT-J and SpeechT5 are different model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "MPNet and LongT5 are unrelated." + "reason": "CVT/FNet and RegNet are different model-specific refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert versus VisualBert; no shared concrete bug." + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are different model implementations." + "reason": "DeBERTa and SpeechT5 are not the same concrete change." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 versus Vits; unrelated code paths." + "reason": "DeBERTa and ViLT are different underlying fixes." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge verdict is not conservative: 44066 vs 44722 is labeled false with the reason that they are in different model families, yet the packet shows both PRs touch GPT-J and CodeGen and share the same issue target. That pair looks mergeable as the same bugfix family, so this output undercalls a likely duplicate-like overlap." + "feedback": "The anchor/PR choices are mostly grounded, but the summary is too narrow for the packet and a couple of soft-edge accepts are a bit too assertive. In particular, the packet contains other strong shared-issue/soft-similarity pairs beyond GPT-J/CodeGen and GPT-Neo (e.g. CVT/FNet with RegNet/ResNet/SpeechT5/DeBERTa variants), so saying those two are the only strong duplicate groups is not fully supported. Also, the accepted duplicate verdicts rely on model-family similarity and shared issue links more than clearly identical bugfix scope, so they read a little less conservative than requested." }, "evaluator_used": true, "retried": true, @@ -18493,12 +18301,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f9e1d72b32c9bafafa58a4b8b7f8bd7efc7e5ebf30cbd649157d002ab886ea36", + "prepared_review_unit_hash": "cab1ebbe6b520533bcb6c9c050df375b52d5c53e3c5ff33c86be827f1ee526ea", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84900, + "serialized_chars": 84897, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -18506,57 +18314,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are related by theme (model-specific migration to standardized output capturing), but they affect different model code paths and are not safe to deduplicate as the same change. The SpeechT5 PR is the strongest standalone representative because it has an explicit issue target and a concrete, model-specific refactor.", - "confidence": 0.84, + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture_outputs across different architectures, not the same underlying bug or change. They should not be merged as duplicates just because they share the same refactor theme.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44129 is the strongest representative: it has an explicit issue target, a concrete scoped refactor in one model, and the clearest description of the output-capture migration pattern.", + "canonical_pr_reason": "pull_request:44129 is the best representative because it has an explicit issue target, a clear output-tracing refactor, and appears more complete than the others.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44129 is the best single PR to anchor the cluster because it is explicit about the intended change and is more clearly tied to a specific tracking issue than the others.", + "best_pr_reason": "pull_request:44129 is the strongest standalone PR for the cluster: it is explicitly linked to an issue and cleanly implements the standardized output-capture migration for SpeechT5.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-capture refactors, but they touch different models (FocalNet vs ImageGPT) and different layer/attention plumbing. Same pattern, not the same concrete change." + "reason": "Different models and different code paths (FocalNet vs ImageGPT); same refactor style, but not the same concrete change and not mergeable as one PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations for VisualBert and TextNet. They share the refactor style, but not the same code path or mergeable change." + "reason": "VisualBert and TextNet are separate model implementations with distinct forward/output logic; this is a shared pattern, not a duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model implementations; this is the same broad migration theme, not a duplicate bug fix or one mergeable PR." + "reason": "MPNet output tracing and VisualBert output tracing are unrelated model-specific migrations; no evidence of the same underlying bug." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model files and output-tracing implementations. Too broad to treat as the same underlying change." + "reason": "MPNet and TextNet touch different architectures and code paths, so this is not the same change despite similar decorator usage." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct model-specific refactors with different forward signatures and capture wiring; not the same PR in disguise." + "reason": "RegNet and SqueezeBert are different models with different forward signatures and output handling; too broad to treat as duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both modernize output handling, but for different models and different APIs. The shared theme is insufficient for duplicate acceptance." + "reason": "SqueezeBert and SpeechT5 are distinct model refactors in different modules; they share a library-wide pattern but not the same concrete PR." } ] }, @@ -18636,12 +18444,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "4c9cab2c64581669703e2f1622a3b5b769934f39fd962b6aa5d89bc781ff0fb1", + "prepared_review_unit_hash": "46a54b6bf120c340aaa3c4bd6685b77a4e066fff240cc9c69936b43a19c60984", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, + "serialized_chars": 40175, "estimated_input_tokens": 10044, "estimated_eval_tokens": 20344 }, @@ -18649,7 +18457,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, + "serialized_chars": 40175, "estimated_input_tokens": 10044, "estimated_eval_tokens": 20344 }, @@ -18658,252 +18466,240 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates of one another; they are separate, model-specific output-tracing refactors that share a common pattern but touch different code paths and files.", - "confidence": 0.89, + "summary": "A set of similarly titled but mostly independent model-specific PRs that apply the output-tracing refactor pattern to different architectures. They share theme and implementation style, but not the same concrete bug or change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative anchor: it covers the same output-tracing refactor theme and spans two related model files with the most substantive plumbing changes.", + "canonical_pr_reason": "No true canonical PR: these are separate model-specific refactors, not duplicates of one code change.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest global representative for the cluster theme because it is broader than the single-model variants and includes the core tracing/capture infrastructure changes.", + "best_pr_reason": "PR 44003 is the strongest representative because it spans two related model files and has the broadest concrete output-tracing update among the set.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and forward paths; same refactor theme but not the same change." + "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`)." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Separate model families with distinct tracing mechanics; not mergeable as one duplicate PR." + "reason": "Different models and outputs (`timm_backbone` vs `vision_text_dual_encoder`); only the refactor pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; only the broad refactor pattern matches." + "reason": "Unrelated model implementations (`timm_backbone` vs `univnet`), so not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and code paths; one is timm_backbone, the other mamba/falcon_mamba." + "reason": "Different architectures and paths (`timm_backbone` vs `mamba/falcon_mamba`); not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are output-tracing refactors, but for different model internals (`timm_backbone` vs `codegen`)." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model subsystems; the similarity is only in the refactor style." + "reason": "Different model families (`timm_backbone` vs `rwkv`); no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model paths; not the same bug/change." + "reason": "Different models (`mobilenet_v1` vs `univnet`) and different output plumbing." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code and outputs; this is just the same output-tracing cleanup pattern." + "reason": "Different model code paths; same refactor style is not enough to duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "No shared concrete code path; these are separate model-specific refactors." + "reason": "`mobilenet_v1` and `depth_anything` are separate implementations with no single shared fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper/models with only superficial similarity in output-handling cleanup." + "reason": "Different wrapper/model code (`mobilenet_v1` vs `vision_encoder_decoder`)." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different architectures and filenames; not the same underlying change." + "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`)." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; same refactor naming only." + "reason": "Different tasks and architectures (`vision_text_dual_encoder` vs `univnet`)." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different concrete code paths and model behavior; not a duplicate fix." + "reason": "Separate model code paths; only the tracing refactor motif is shared." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and files; cannot plausibly be merged into one PR." + "reason": "Distinct subsystems (`vision_text_dual_encoder` vs `mamba/falcon_mamba`) and unrelated fixes." }, { "left": "pull_request:44000", - "right": "pull_request:44025", + "right": "pull_request:44004", "accept": false, - "reason": "Separate model implementations with no shared bug report or code path." + "reason": "Different model implementations (`vision_text_dual_encoder` vs `codegen`)." }, { - "left": "pull_request:44001", - "right": "pull_request:44002", + "left": "pull_request:44000", + "right": "pull_request:44025", "accept": false, - "reason": "Unrelated models; both are tracing refactors but not the same change." + "reason": "Different model families; not the same concrete behavior change." }, { "left": "pull_request:44001", - "right": "pull_request:44003", + "right": "pull_request:44002", "accept": false, - "reason": "Different model families and implementation details; not duplicate work." + "reason": "`univnet` and `upernet` are unrelated model paths." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model-specific output handling; only the umbrella theme matches." + "reason": "Different models and output structures; not a duplicate fix." }, { - "left": "pull_request:44002", - "right": "pull_request:44029", + "left": "pull_request:44001", + "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths and no shared concrete bug to unify." + "reason": "Separate model implementations (`univnet` vs `dpr`) with different call signatures." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models and different tracing plumbing; not the same underlying fix." + "reason": "Different model families (`upernet` vs `mamba/falcon_mamba`) and no shared code-path bug." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/falcon_mamba versus SuperPoint are unrelated implementations; same refactor style only." + "reason": "Both are refactors, but `falcon_mamba/mamba` and `superpoint` are unrelated code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths; output-tracing cleanup is not enough to make these duplicates." + "reason": "Different model internals (`mamba/falcon_mamba` vs `codegen`) and not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and files; no common concrete bug or merged patch." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "Separate model implementations with distinct forward logic; not the same PR." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "Only the refactor pattern is shared; the code paths are unrelated." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model subsystems and outputs; not a duplicate change." + "reason": "Different model code paths; same output-tracing pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision-Encoder-Decoder are unrelated models; same refactor theme only." + "reason": "Different encoder-decoder wrappers and model stacks; not one fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and forward logic; no same underlying fix." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate implementations." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different concrete functionality; only the output-tracing cleanup is shared." + "reason": "Different model families (`depth_anything` vs `superpoint`)." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth-anything versus RWKV are separate code paths and cannot be one PR." + "reason": "Different architectures (`depth_anything` vs `rwkv`); not mergeable as a single PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different implementation details; not duplicates." + "reason": "Separate model code paths (`depth_anything` vs `dpr`)." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Encoder-decoder wrappers for vision and speech are distinct code paths, not the same change." + "reason": "Both are encoder-decoder wrappers, but they fix different model files and behaviors." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models and different output types; not a single fix." + "reason": "Different model families (`vision_encoder_decoder` vs `superpoint`)." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model implementations; sharing the tracing refactor pattern is insufficient." + "reason": "Unrelated architectures (`vision_encoder_decoder` vs `rwkv`)." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different architecture and file scope; no shared concrete bug." + "reason": "Different model implementations (`vision_encoder_decoder` vs `dpr`)." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated subsystems; not mergeable as one PR." + "reason": "Different model code paths; only the refactor pattern overlaps." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward paths; only a generic refactor pattern matches." + "reason": "Separate architectures (`speech_encoder_decoder` vs `rwkv`)." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder versus DPR are distinct implementations and fixes." + "reason": "Different model stacks (`speech_encoder_decoder` vs `dpr`)." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model code paths; not the same underlying bug/change." + "reason": "Different models (`superpoint` vs `rwkv`) and no shared concrete bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model domains and implementations; same output-handling theme only." + "reason": "Different model implementations (`superpoint` vs `dpr`)." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model implementations; not a duplicate or shared patch." + "reason": "Separate model families (`rwkv` vs `dpr`); not the same fix." } ] }, @@ -18936,52 +18732,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "fa8d7277b75e241cfb808df7ae07fa45a1b48d6026e0767de166cba8116b4a8d", + "prepared_review_unit_hash": "7b641df278a9a025a2c431d73819bd5fff31f35239997232e8bbfa3631ca6abc", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated model-integration PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only routine Transformers boilerplate such as auto-registry, docs, and tests, not the same underlying bug or code change.", + "summary": "All three PRs are separate model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only common Transformers boilerplate around auto mappings, docs, and package wiring, not the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each change adds a different model with distinct architecture, files, and implementation surface.", + "canonical_pr_reason": "PR #45075 is the strongest representative: it\u2019s a full model integration with the most extensive implementation/test surface and higher review activity, making it the best cluster anchor.", "best_issue_reason": null, - "best_pr_reason": "PR 44662 is the most mature standalone submission here, with the broadest implementation and test coverage, but it still represents a different model addition rather than a duplicate target.", + "best_pr_reason": "PR #45075 is the best overall PR candidate in this set because it is a substantive end-to-end model addition, appears more complete than the draft Voxtral PR, and is more clearly packaged as a standalone integration than the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (PenguinVL vs Voxtral TTS); shared auto/doc files are expected boilerplate, not the same fix/change." + "reason": "Different model additions for different products/domains (PenguinVL vs Voxtral TTS). Overlap is limited to generic model-registration/docs plumbing, not the same code-path fix." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2) with distinct codepaths and tests; overlap is only framework registration boilerplate." + "reason": "These add unrelated models (PenguinVL vs DeepSeek-OCR-2). Shared files are generic framework wiring, but the concrete implementations, processors, and tests are for different models." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS); no evidence they fix or implement the same underlying functionality." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model integrations with different architectures and targets; shared auto-mapping/docs changes are boilerplate, not a common underlying change." } ] }, @@ -19011,12 +18807,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "cec6b962a3f326f8d52f19331e165f4f9e370d9e40ca2b50d336818f346bec3f", + "prepared_review_unit_hash": "31c75df0207bae5e38ce1d541bb779ed71431a429c3564baa377644d6337e10d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19024,7 +18820,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19033,18 +18829,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to module/kernel fusion, but they are not the same concrete change: one introduces a generic Module Fusion API, while the other adds n-to-1 kernel fusion through KernelConfig and related integration hooks.", - "confidence": 0.91, + "summary": "These PRs are related to model/kernel fusion infrastructure, but they are not the same change. #44979 introduces a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and integrates it through model loading paths.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, user-facing implementation of a specific fusion workflow (KernelConfig-driven n-to-1 fusion) and is the better representative of this cluster, while #44979 is broader API groundwork.", + "canonical_pr_reason": "No issue is present. As a PR representative, #45363 is the broader, more end-to-end fusion feature because it wires KernelConfig through the core loading/integration path, whereas #44979 is the lower-level module-fusion API scaffold.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest standalone PR here because it defines an end-to-end feature path with integration points and an example, rather than only adding the underlying abstraction layer.", + "best_pr_reason": "#45363 is the best cluster representative because it is the more complete user-facing fusion implementation and touches the main integration points, while #44979 is a narrower API foundation.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related area, but different underlying changes: #44979 adds a generic module fusion API and tests; #45363 implements KernelConfig-based n-to-1 kernel fusion with integration updates. They are not the same fix/feature and would not plausibly be merged as one PR." + "reason": "Different underlying changes: #44979 adds a generic module fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration. They share the fusion theme but do not appear mergeable as one PR." } ] }, @@ -19074,7 +18870,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "4f41c91db6fa49fb34a37bd99827858158d394648d8e61040a5d81f036192561", + "prepared_review_unit_hash": "43a487442a835d0c12a3c8dbcd5c49dc7ee0283551025700d3e6bf30defd843d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19096,18 +18892,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it adds tests.", + "summary": "Both pull requests address the same concrete bug in `_patch_mistral_regex`: accessing `tokenizer.backend_tokenizer.pre_tokenizer` causes an AttributeError, and both switch to `tokenizer.pre_tokenizer` on the same code path. The later PR also adds test coverage, making it the better representative of the fix.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it implements the same code fix as 45086 and also includes test coverage, making it the more complete representative of the change.", + "canonical_pr_reason": "PR 45317 is the clearest canonical representative because it fixes the same AttributeError on the same Mistral pre-tokenizer path as PR 45086, but also includes tests and a more explicit title/scope.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 best represents the underlying fix because it addresses the same exact bug with added validation in tests and the same target file.", + "best_pr_reason": "PR 45317 is the best overall PR in the cluster because it contains the same code fix as 45086 plus validation in tests, making it more complete and merge-ready.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug and same code path in `tokenization_utils_tokenizers.py`; the second PR is an extended version of the first with added tests, so they are duplicate-change candidates." + "reason": "Same underlying bug and same fix in `_patch_mistral_regex`; 45317 is essentially a superset of 45086 with added tests." } ] }, @@ -19137,7 +18933,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "1ad7f8c6482a39c025f5d2f27d38d7c7dd0bceb13f448e660f6eaf838347b362", + "prepared_review_unit_hash": "1fe33424b2526bead0494ec0ffce82eca6bb05d14808567ce7455d34efa49115", "component_budget": { "node_count": 2, "item_count": 2, @@ -19159,18 +18955,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH pull requests, but they are not the same change: PR 45115 is a narrow refactor around conversion mappings and inheritance cleanup, while PR 45569 is a broader architecture split that introduces NemotronHDense/NemotronHSparse, updates docs, auto-mappings, and tests. They should not be merged as duplicates.", - "confidence": 0.91, + "summary": "Two NemotronH PRs overlap on shared model files, but they address different changes: one is a conversion/refactor toward GraniteMoeHybrid-compatible naming, the other is a broader model split into NemotronH Dense/Sparse with docs and tests. They are related, but not the same underlying change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more user-visible change and includes the concrete model split and documentation/model registration work; 45115 is a smaller preparatory refactor focused on conversion mapping/internals.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the more complete, user-facing model change: it introduces the dense/sparse variants, updates auto/config/model plumbing, docs, and tests. PR #45115 is narrower and mostly about conversion/mapping refactors.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest standalone PR in the cluster: it defines the new NemotronH Dense/Sparse model structure and updates the surrounding integrations. PR 45115 is narrower and only overlaps on some shared NemotronH files.", + "best_pr_reason": "PR #45569 is the strongest representative of the cluster due to its broader scope and end-to-end implementation. PR #45115 is better treated as a separate, smaller refactor/conversion patch.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH internals, but 45115 is specifically about conversion-mapping renames and modular inheritance, whereas 45569 is a larger feature/refactor that adds distinct Dense/Sparse model packages and docs. Not the same concrete code-path change." + "reason": "Shared NemotronH internals do not make these the same fix. #45115 focuses on checkpoint conversion and structural renaming for GraniteMoeHybrid compatibility, while #45569 is a larger architectural split into NemotronHDense/Sparse with docs and tests. They could not realistically be merged as one identical PR." } ] }, @@ -19200,7 +18996,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "f44da4f4c5ae5f84a554206898934a0d79204d0684f07ac296e1f6db647bfebb", + "prepared_review_unit_hash": "148cc396aa7eb1c307a600fc1b8dad5947b04e62ee1b11e66492e79d2e68c29b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19222,18 +19018,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs for heterogeneous-model support, but they are not duplicates: one is broad modeling/runtime support and the other is config-layer plumbing only.", - "confidence": 0.87, + "summary": "Both PRs are part of the same heterogeneous-model feature area, but they are not duplicates: one adds per-layer config support while the other adds broader modeling/runtime support on top of that.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the more central umbrella change: it includes heterogeneous config handling plus cache, masking, and modeling updates, making it the best representative of the feature work.", + "canonical_pr_reason": "PR #45332 is the broader end-to-end change: it extends cache, masking, modeling, and gpt_oss paths for heterogeneous per-layer behavior, so it is the better canonical representative of the feature work.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the strongest standalone candidate because it covers the full concrete code-path support for heterogeneous models, not just config serialization/plumbing.", + "best_pr_reason": "PR #45332 is the strongest standalone PR because it covers the concrete runtime/modeling code paths rather than only the config layer, making it the most complete representative of the feature.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: 45333 is a narrower config-support PR, while 45332 is a broader implementation PR touching runtime/modeling paths. They share files because they build the same feature area, but they are not the same underlying change and would not be merged as one duplicate PR." + "reason": "These are related but distinct feature slices. #45333 focuses on heterogeneous config plumbing, while #45332 implements additional modeling/runtime changes in cache, masking, and model code. They do not look like the same concrete fix and would not naturally collapse into one duplicate PR." } ] }, @@ -19263,7 +19059,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "94119bd5ac0d7cabce61a1ce4292770ae9d6d630c4fb2e96a852790cea90fc29", + "prepared_review_unit_hash": "6f4956e52d7b5d71adbbe4bf27448c0db4bcf22af28d0088a04f5894c4260f1c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19285,18 +19081,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are both typing-related, but they are not the same underlying change: one is a broad typing sweep across many transformers files, while the other adds specific typing protocols/helpers for modeling_utils and related code paths.", - "confidence": 0.93, + "summary": "Both PRs are typing-focused, but they are not duplicates: #45415 is a broad project-wide type-checking sweep, while #45425 adds specific typing protocols/helpers for model-utils and PEFT-related code paths.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical representative because it is a focused typing change with a clear code-path target, whereas PR 45415 is a broad repository-wide type-checking sweep that bundles many unrelated edits.", + "canonical_pr_reason": "#45425 is the more focused, concrete change; #45415 is a wide cleanup across many files and a different scope of work.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best overall candidate for the cluster because it is more specific and coherent; PR 45415 is too broad and looks like a separate large-scale typing cleanup rather than the same fix.", + "best_pr_reason": "#45425 best represents a single underlying change because it targets specific typing contracts and integrations, whereas #45415 is a broad typing pass spanning many unrelated files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but 45415 is a broad type-checking cleanup across many files and 45425 is a targeted modeling_utils/typing-protocol change. They do not appear to fix the same concrete bug or change set, and they would not plausibly be merged as one PR." + "reason": "They share the general theme of type checking and a few filenames, but they fix different problems: one is a broad typing sweep, the other adds specific typing protocol support. They would not plausibly merge into one PR as the same concrete change." } ] }, @@ -19335,7 +19131,7 @@ "pull_request:45858|pull_request:45926", "pull_request:45890|pull_request:45926" ], - "prepared_review_unit_hash": "8e7d82a4aa76e8e4537727e8f81c4335aba15c3001c75a6338afcc01562ead3f", + "prepared_review_unit_hash": "07ab05a92ef35ac278b873972fee4dd13698e2452aada3b69761baadcc6dd335", "component_budget": { "node_count": 6, "item_count": 6, @@ -19357,48 +19153,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all about model-parallel/XPU-related work, but they target different models and different code paths. None of the soft pairs looks like the same underlying fix, so they should not be deduplicated.", - "confidence": 0.84, + "summary": "This cluster is a loose topical grouping around model-parallel fixes and XPU test expectations, but the PRs target different models and different concrete code paths. I do not see any true duplicates among them.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the most substantive representative because it changes model code and includes tests, but the cluster is not a single duplicate change set.", + "canonical_pr_reason": "PR 45817 is the clearest standalone fix: it directly addresses a concrete model-parallel device-placement bug in Gemma4 code and includes an accompanying test update.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative PR in this group since it contains an actual code-path fix rather than only test expectation updates.", + "best_pr_reason": "PR 45817 is the strongest representative of the cluster because it fixes an actual runtime path in model code rather than only updating expectations, and the change is specific and well-scoped.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Same broad theme, but different models and different failure paths (AltCLIP/ChineseCLIP vs DeimV2). Not the same bug." + "reason": "Both mention model-parallel problems, but they affect different models (AltCLIP/ChineseCLIP vs Deimv2) and the fixes are not the same code path or mergeable as one PR." }, { "left": "pull_request:45487", "right": "pull_request:45926", "accept": false, - "reason": "Different models and different changes; one fixes model-parallel placement, the other adds XPU test expectations. Not a duplicate." + "reason": "Different models and different changes: one fixes device placement in model code, the other adds XPU test expectations for HyperCLOVAX." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Both mention model-parallel bugs, but Gemma4 and DeimV2 are unrelated code paths with separate fixes." + "reason": "Both are model-parallel PRs, but they target different architectures and likely different failure modes; not the same underlying bug." }, { "left": "pull_request:45858", "right": "pull_request:45890", "accept": false, - "reason": "Both are test-only XPU expectation updates, but for different models and different test cases. Not the same underlying change." + "reason": "These are test-only expectation updates for different models, not the same bug or change." }, { "left": "pull_request:45858", "right": "pull_request:45926", "accept": false, - "reason": "Different model test expectations for different architectures; no shared concrete bug or mergeable single fix." + "reason": "Different model test expectations; same broad XPU theme is too weak to treat as a duplicate." }, { "left": "pull_request:45890", "right": "pull_request:45926", "accept": false, - "reason": "Both add XPU expectations, but for different models and distinct tests. Too broad to treat as one duplicate PR." + "reason": "Both are XPU expectation updates, but for unrelated models and separate test files, so they are not duplicates." } ] }, @@ -19428,7 +19224,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "359d45726ab2905d5850346fd28289f88084942fd4354abbb0ec2e6d8a0ec527", + "prepared_review_unit_hash": "cefd351ae40b9ade0812c3ef7ea6945c5a474c414349d749070d2df09281e9db", "component_budget": { "node_count": 2, "item_count": 2, @@ -19450,18 +19246,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs about expert-parallel loading behavior: one avoids serializing `distributed_config` and adds `has_ep`, the other prevents sharded expert weights from being overwritten during loading. They overlap in subsystem, not in the same concrete fix.", - "confidence": 0.91, + "summary": "Both PRs are about expert parallelism (EP) loading, but they fix different failure modes: PR #45548 preserves `distributed_config` and adds an EP-detection property for accelerate/ZeRO-3 loading, while PR #45662 fixes expert parameters being overwritten by rank-0 broadcast in FSDP2 loading. They share a subsystem, not the same underlying bug.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical duplicate PR here: 45548 targets EP/ZeRO-3 config serialization and EP detection during accelerate launch, while 45662 fixes a separate rank-0 broadcast/sharding overwrite bug in model loading.", + "canonical_pr_reason": "PR #45662 is the more concrete and self-contained code-path fix for a loading corruption bug, with changes centered on `core_model_loading.py` and EP tensor handling.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger standalone representative because its bug is concrete and narrowly defined\u2014expert weights being overwritten during sharded loading\u2014with a direct fix in the loading path.", + "best_pr_reason": "PR #45662 is the best representative of the cluster because it addresses a specific EP loading defect and has the strongest direct code-path alignment; PR #45548 is a separate, narrower loading-compatibility fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP loading, but they fix different failure modes and code paths: config serialization/EP detection vs. post-shard weight wrapping to stop overwrite during sharded loading." + "reason": "Different bugs and merge scopes: #45548 fixes missing `distributed_config` / EP detection for accelerate launch with ZeRO-3, while #45662 fixes expert parameters being overwritten during FSDP2 loading. Shared EP wording is not enough to treat them as duplicates." } ] }, @@ -19491,7 +19287,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "939e89560679f8c65682d44a7e91f3079ea20b9181c57192a4a0da81a1e133cd", + "prepared_review_unit_hash": "774b33fd03a90f79fc33ed227a246fe304a796834664abbe85e5004759f97673", "component_budget": { "node_count": 2, "item_count": 2, @@ -19513,18 +19309,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist captured_info collision bug in test debugging output. PR #45645 is the broader, more complete fix and includes the core testing_utils change from #45639 plus CI log aggregation updates.", - "confidence": 0.84, + "summary": "Both PRs target the same xdist collision in captured_info handling; #45645 is the broader superset and appears to subsume #45639.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the best canonical PR because it contains the xdist-safe captured_info fix and also updates CI/reporting to consume multiple worker files, making it the more complete implementation.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core testing_utils xdist-safe fix from #45639 and also updates CI/workflow log collection to consume the new per-worker artifacts.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest representative of the cluster: same underlying bug, broader coverage, and it addresses the artifact-handling side that #45639 leaves out.", + "best_pr_reason": "PR #45645 is the strongest representative of the cluster: it addresses the same captured_info collision problem end-to-end, with the additional workflow changes making it more complete than #45639.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete xdist collision in captured_info/debug logging. #45645 is essentially a superset of #45639, so they could plausibly be merged into one PR." + "reason": "Accept: both are about the same concrete bug in captured_info artifact handling under xdist, and #45645 clearly builds on the same fix rather than a different change." } ] }, @@ -19685,7 +19481,7 @@ "pull_request:45997|pull_request:46005", "pull_request:46005|pull_request:46010" ], - "prepared_review_unit_hash": "9f546072e34f1fabf2847508a27fcb39c43f3bb1139d183aa1d69cb503087ff1", + "prepared_review_unit_hash": "e73c2260ac249c73f1b4daabeda5d4097ca1adb436be7dbd33e0205e9dfc5175", "component_budget": { "node_count": 3, "item_count": 3, @@ -19707,34 +19503,34 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs relate to the `StaticLayer` cache-length bug, but only 45997 and 46005 are close enough to treat as the same fix; 46010 is adjacent but broader and includes extra code paths/tests, so it should not be merged with 46005 as a clear duplicate PR.", + "summary": "All three PRs revolve around the same cache sequence-length type bug in `StaticLayer/StaticCache.get_seq_length()`. Two are narrow variants of the same fix, and one is a broader patch with downstream adjustments and tests.", "confidence": 0.91, - "canonical_issue_reason": "Issue 45987 is the shared explicit target and matches the bug shown in the diffs: `StaticLayer.get_seq_length()` / `cumulative_length` type handling.", - "canonical_pr_reason": "PR 46005 is the best canonical PR because it directly fixes the return-type bug in `get_seq_length()` and also normalizes `cumulative_length`, while staying focused to the cache utility path.", - "best_issue_reason": "45987 is the actual tracked bug all relevant PRs point to.", - "best_pr_reason": "46005 is the cleanest representative fix: complete enough to capture the bug, but still narrower than 46010.", + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46010 is the most complete representative: it includes the core `get_seq_length()` int-return fix plus related downstream changes and tests, so it subsumes the narrower variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 46010 is the strongest standalone fix for the cluster because it addresses the same bug with broader coverage and validation, making it the best merge candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45997", "right": "pull_request:46005", "accept": true, - "reason": "Same underlying `StaticLayer` cache-length bug; 45997 is a partial subset of 46005\u2019s more complete fix, and both changes could plausibly live in one PR." + "reason": "Same underlying cache bug on the exact same code path; 45997 is a narrower subset of 46005's fix (scalar tensor + `.item()` return)." }, { "left": "pull_request:46005", "right": "pull_request:46010", - "accept": false, - "reason": "Only soft similarity: 46010 has no shared issue target and includes extra files/tests beyond the cache-length change, so it is not clearly the same concrete bugfix or safely mergeable into one PR." + "accept": true, + "reason": "Both target the same `StaticCache.get_seq_length()` tensor-vs-int bug; 46010 appears to be the broader, more complete version with downstream adjustments and tests, so they are the same change family." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but the soft-edge verdict for pull_request:46005 vs pull_request:46010 is too assertive. In the packet, that pair has only soft similarity and no shared issue target, and 46010 also includes extra files/tests beyond the cache-length change. A conservative verdict would avoid accepting that pair as clearly mergeable for the same bugfix." + "accept": true, + "feedback": "Grounded and conservative overall. The packet supports that 45997 is a narrower subset of the cache-length fix, and that 46005 and 46010 address the same bug with 46010 adding broader downstream changes/tests. The summary does not overstate beyond the diff evidence, and the paired PRs look mergeable as the same bugfix family." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a8d082498f8922ae5298b9dc187c414fff2c5071..4261b295e22c4718c26aa67ddc12a1e024ac778c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260518t000027z", + "analysis_id": "hybrid-model-20260518t060213z", "archived_artifacts": { - "hybrid": "snapshots/20260518T000027Z/analysis-runs/hybrid-model-20260518t000027z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260518T000027Z/analysis-runs/hybrid-model-20260518t000027z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-18T00:07:35Z", + "published_at": "2026-05-18T06:15:35Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260518T000027Z", + "snapshot_id": "20260518T060213Z", "variant": "hybrid" } diff --git a/snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/analysis-report-hybrid.json b/snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..329346e184eeb01201797026225ac926b681ec66 --- /dev/null +++ b/snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/analysis-report-hybrid.json @@ -0,0 +1,2448 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260518T060213Z", + "generated_at": "2026-05-18T06:15:33Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + 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"issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45823|issue:45874", + "issue:39290|issue:45081", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:45237|issue:46015", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44863|issue:46015", + "issue:44292|issue:46015", + "issue:43854|issue:43866", + "issue:41093|issue:43638" + ], + "prepared_review_unit_hash": "c601e7f24a975b98b03931622c9e9d9a69ae663ad75e646abebf4445223f996a", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 66, + "serialized_chars": 47558, + "estimated_input_tokens": 11890, + "estimated_eval_tokens": 24036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative triage: the ZeRO-3 index-0/out-of-bounds cluster is solid (43596/43638/41762), and the v5 AutoTokenizer wrong-token-ID regression cluster is also solid (45812/45920). The Qwen3_5Moe rotary/offload pair is too under-evidenced from titles alone and should remain tentative/separate rather than merged as a duplicate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43596 is the best anchor for the ZeRO-3 duplicate cluster: it names the shared index-0/out-of-bounds failure clearly and is broad enough to cover the Bert/Gemma3 load/init variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the clearest representative of the shared ZeRO-3 empty-tensor/index-0 OOB bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Missing config attribute vs streaming API failure; different bugs." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/model problems, not the same code path." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Only broad model/runtime similarity; failure modes differ." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime issues, but not the same underlying bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/backend errors." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model and failure mode." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug vs device-map CUDA assert; not the same issue." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated docs; unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both docs regressions, but they cover different removed features." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error vs GenerationMixin import error." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and code paths." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Shape/index errors in different contexts; not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 empty-tensor/OOB vs mask-shape mismatch; different bugs." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different runtime issues." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Embedding/trainer issue vs generic mask-shape mismatch." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Unrelated processor bug vs export bug." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the failure modes differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-index/index-0 out-of-bounds failure during load/init." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel loss-path issue vs GPT-OSS TP-only failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression vs LoRA save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the mask-shape error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors and code paths." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Related Qwen3_5Moe rotary/offload theme, but the titles describe different failures and there is not enough evidence they are the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and error types." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training API regressions." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated DeepSpeed load bug vs GPT-OSS TP issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific implementation bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different runtime/backend issues." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Loss/kernel issue vs SFT embedding unpacking issue." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor/index-0 out-of-bounds failure during load/init." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs removals, but they target different removed items." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal/model-processing failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS kernel missing; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different model/config issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility vs model runtime error." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both Gemma4-related, but one is device mismatch and the other is reverse-embedding overhead." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific bugs." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different runtime/backend issues." + }, + { + "left": "issue:44805", + "right": "issue:46015", + "accept": false, + "reason": "Mask-shape runtime error vs outdated docs; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend issues." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/backend problems." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different issues with no concrete overlap." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure vs device-map mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different model/runtime failures." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization regression vs docs cleanup." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer wrong-token-ID regression across model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs checkpoint-loading implementation bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model loading bug vs outdated docs." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading problems." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask index-shape mismatch vs ZeRO-3 empty-tensor/OOB error." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure during model init/load." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs issues." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/backend problems." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated runtime bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model-processing bug vs device-map mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the clustering is conservative and grounded, especially the ZeRO-3 index-0/OOB group and the AutoTokenizer regression group. However, one soft-edge accept is overstated: `issue:45859` vs `issue:45902` share a Qwen3_5Moe rotary/offload theme, but the packet only gives titles, and those titles describe different failure manifestations (`forward` CPU-offload incompatibility vs `inv_freq` uninitialized memory after materialization). That is not enough evidence to confidently mark them as the same duplicate bug. The summary should keep that relationship tentative or separate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "faf1d7764b93b6fc090d8e16244a74ef61d539d80ca540d8ed5f22be98a90715", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39065, + "estimated_input_tokens": 9767, + "estimated_eval_tokens": 19790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous regression reports across unrelated models, configs, and runtime paths. Only the custom-module loading/cache-path pair looks like the same underlying bug; the rest should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it identifies the cache/path collision for local models sharing a leaf directory name, which also explains the wrong custom-module symptom in issue:45698.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the best representative issue in this cluster because it states the underlying defect directly rather than just the downstream failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they affect different model families and code paths (Gemma3/vLLM vs Qwen3-MoE), so they do not look like the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks, models, and failure modes; no evidence they share a concrete code-path bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Both are version/regression complaints, but one is torch compatibility and the other is a pydantic PretrainedConfig field break; too broad to merge." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different errors and contexts: DeepSpeed ZeRO-3/BertModel loading versus a torch/transformers version incompatibility report." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated symptoms and subsystems; no shared bug is evident." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and PretrainedConfig/pydantic breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a transformers chat crash and the other is a streaming chat/completions API failure; the concrete failing paths differ." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime issues with no shared underlying defect." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific runtime regressions, but the models and failure modes are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug versus an Ovis2 checkpoint corruption report; not the same issue." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat API streaming failure and an MPS histogram/int issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and failures; one is torch dynamo/grouped_mm tracing on Mixtral, the other is an MPS integer histogram error." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype-like behavior in MoE models, but the concrete models, triggers, and failing operations are different." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to a template-node compilation error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a sliding_window_pattern regression are separate issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but they occur in different loading scenarios and model families; the titles do not point to one bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and a Gemma4 device-map forward mismatch are distinct problems." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different config regression from the pydantic PretrainedConfig field issue." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization memory/OOM regression and tied-weights translation-model issues are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both touch MoE models, but one is a torch dynamo tracing failure and the other is a tensor-parallel support issue for GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models, APIs, and failure modes; no concrete shared code-path problem." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to the PretrainedConfig pydantic field break." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference failures are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch version incompatibility are too broad and not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "A Qwen3-MoE sliding_window regression is unrelated to the PretrainedConfig/pydantic issue." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors during model setup, but the specific shapes, stacks, and affected models differ." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are different runtime bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 output quality, but one is about text embedding quality and the other about nonsensical pipeline results; not enough evidence of one concrete bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend detection and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "One is about unwrapping text_config for composite multimodal configs; the other is an uninitialized-memory issue after to_empty(cuda). Different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Extremely high perplexity on gpt-oss and a GLM5 issue do not appear to share the same underlying defect." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape failure and Qwen3.5 embedding unpacking under TRL SFT are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral3 image-preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "These look like the same custom-module loading bug: a cache/path collision causes from_pretrained to resolve the wrong custom module, and the second issue describes that symptom directly." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair is well supported by the titles (`trust_remote_code` cache/path collision vs. wrong custom module after `save_pretrained`), and the remaining pairs are reasonably rejected as distinct bugs or code paths. No obvious evidence overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "b1f01f172de00e66140a489508cf08431d1ddfdc209fa2f4519ced03c5355d76", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37200, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. The only clear duplicate cluster is the non-persistent-buffer regression around `from_pretrained()` in Transformers 5.x; a couple of SigLIP2 reports are related but not strong enough to merge confidently without more evidence.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest, most specific report of the non-persistent-buffer regression and best represents the duplicate cluster with 43644/44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest overall issue candidate: concrete symptom, clear regression framing, and directly captures the underlying bug class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs tied-weights handling in v5." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer/ReLU discussion vs a docs wording issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different code paths: NemotronH checkpoint loading vs tied-weights regression." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as removed CLI command docs." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: TRL SFT embedding unpacking vs GraniteMoE invalid method." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Distinct issues: detokenization bug vs Qwen-3 NVFP4 load/runtime error." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: `from_pretrained()`/v5 fills non-persistent buffers with junk or corrupts them." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model-specific runtime errors." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a model-quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer regression in Transformers 5.x; wording differs but the bug is the same." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: autocast dtype mismatch vs 3D position_ids/flash-attn crash." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Training API signature error is unrelated to Gemma3 ZeRO-3 loading failure." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import/export issue vs torch/transformers version compatibility problem; not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and load-time noise are distinct issues." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related class of buffer/materialization bugs, but 45902 is specifically `inv_freq` after `to_empty`, not the same regression as generic non-persistent-buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes constructor args vs missing float8 storage type." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality vs tokenization changes; different subsystems and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities and degraded text embeddings are not clearly the same underlying bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Tokenizer loading error message issue vs Molmo missing attribute during model loading." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Qwen3.5 flash-attn crash due to packed-sequence interpretation is not the same as CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model paths: Gemma4 shared_kv_state bug vs Qwen3_5Moe uninitialized `inv_freq` after materialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: Voxtral tokenizer loading error vs glm-4v loading failure." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related but one is gradient checkpointing/LoRA, the other is int4 reserved-memory/OOM regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both are about the same SigLIP2 implementation discrepancy/regression; the JAX-vs-HF mismatch plausibly explains the degraded embeddings." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs inability to load a specific checkpoint; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code field loss in `AutoConfig` is different from a broader version-breakage report." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug and Python 3.13 flash-attn import issue are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise on load is not the same as a specific model failing to load." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing inefficiency is not the same as Qwen3 MoE memory use." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are separate model-specific issues." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only load error is unrelated to GLM5." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different failure surfaces: glm-4v loading vs missing `all_tied_weights_keys` on Molmo." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS int histogram support issue is unrelated to Gemma4 device mismatch with `device_map=\"auto\"`." + }, + { + "left": "issue:45701", + "right": "issue:45823", + "accept": false, + "reason": "Tokenization differences and Gemma4 device placement bugs are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn packed-sequence crash and CPU-offload rotary embedding incompatibility are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and remains conservative overall. The non-persistent-buffer regression cluster is well supported, and the SigLIP2 linkage is stated cautiously enough. The accepted soft-edge pairs (43950/44534, 43644/43950, and 43054/43493) are plausible from the issue titles and do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44991|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "68937ac43f461e540dc12503b3842e2a45ed8849d48d98fff2e79ffe7700f8c4", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38123, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose similarity cluster of transformer loading/regression reports; only a few pairs look like true duplicates, with the strongest match in the docs cleanup subset.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest, clearest umbrella for the cluster\u2019s dominant theme of recent model/tokenizer loading regressions, especially remote_code-related breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative anchor for the cluster because it is broad, concrete, and plausibly subsumes several of the narrower loading-failure reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Related Qwen/LoRA wording, but one is a training incompatibility across branches and the other is a warning about `tie_word_embeddings`; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different failure modes: a Qwen2.5-VL import error vs a bitsandbytes constructor-kwarg incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code loading regressions vs a Gemma4 device-map forward mismatch; not the same code-path." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for one model vs flash-attn fallback gating; different subsystems and fixes." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Both involve model setup/loading, but one is a tokenizer-mapping edge case and the other is a broad remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime errors: autocast dtype mismatch vs device placement mismatch in Gemma4." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback selection; unrelated concrete bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both describe the same v5 docs regression: deprecated pipeline task names remain referenced and should be removed/updated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading breakage is broader and unrelated to the Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying in Mistral3 is a model-architecture bug, while non-persistent buffer corruption is a different `from_pretrained()` regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "A MobileLLM load/key error is unrelated to the flash-attn fallback path." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE + accelerate/deepspeed weight loading issue is much narrower than the general remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Different DeepSpeed and model-architecture failures; no shared underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Both are model-specific loading problems, but one is Qwen3 MoE weight conversion and the other is an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same Whisper frontend failure in `_torch_extract_fbank_features`, with one report surfaced through `whisper-large-v2`." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` constructor mismatch during meta/init-empty loading; one is a bitsandbytes manifestation of the same kwarg regression." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both touch loading, but one is Qwen3 MoE weight conversion and the other is a constructor incompatibility involving bitsandbytes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 load failures, but the affected model paths and missing-weight symptoms differ." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer load issues, but one is a bad error message for Voxtral and the other is an actual tokenizer failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "A unit-test model-loading problem and a NemotronH checkpoint compatibility issue are not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Both are trainer/runtime exceptions, but they involve different call sites and different root causes." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to gradient averaging under GAS with `model_accepts_loss_kwargs=True`." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to a missing `supports_gradient_checkpointing` flag on a different trust-remote-code model." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaNs from position-id/SDPA behavior are unrelated to the `s_aux=None` flash-attention crash." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Constructor kwarg incompatibility vs CLIPTokenizer max-length default; different issues entirely." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same broad error pattern, but the report details indicate different examples and likely different underlying causes." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but the affected models and reported failure mode are too different to treat as one bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input regressions, but one is a broader model-family input bug and the other is a specific Qwen3-VL embedding StopIteration case." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs segmentation-map processing failure; no shared underlying bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both concern Qwen-family internals, but one is a RoPE scaling issue and the other is uninitialized memory after meta-to-empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and autocast dtype mismatch are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is an FSDP2 shared-state bug and the other is a device-map placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately cautious about the cluster being loose. The accepted soft-edge matches are the ones that are most directly supported by the titles, and the rejected pairs are framed conservatively without 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": 17, + "review_unit_index": 5, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:44960|issue:44977", + "issue:42491|issue:43720", + "issue:45313|issue:45357", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:43708|issue:44075", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "891d64d76f162324b8ad66df1b8f80a67231a581142057fda2f26bf7b619f7a2", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and only a few soft pairs look like true duplicates. Clear duplicate groups are the transformers v5 non-persistent-buffer regression, the custom-model initialization regression, and the SigLIP2 output corruption reports. Most other pairs are merely same-subsystem or same-model-family false positives.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43644 is the clearest, broadest regression report in the cluster and is duplicated by issue:44534; it names the concrete transformers v5 buffer-corruption bug directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue because it captures the underlying regression at a general code-path level, making it the strongest anchor for deduping the related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-generation bugs, but they affect different models and different failure modes; not the same underlying issue." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen/GGUF-style model behavior, but the bug reports are unrelated and target different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent-buffer corruption and a Kosmos2.5 OCR index error are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both involve attention kernels, but the model, trigger, and failure mode differ too much to be the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a specific class and meta-device loading failures are distinct model-loading problems." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same Transformers 5 custom-model initialization regression, with one being a notebook-specific manifestation." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 failure and meta-device loading issues are different defects." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to the Float8 storage error." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a video StopIteration bug and the other is an SFT embedding-unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3d_parallel.py runtime issue is unrelated to GGUF model support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3MoE FP8 loading failure are separate issues." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping validation and Gemma4 device-mismatch behavior are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 model producing bad outputs; the later issue is the same underlying problem with a different description." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about non-persistent buffers; distinct root causes." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes, despite both being generation issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 weight loading for language_model, the other is save_pretrained key serialization for visual encoder; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3-related failures: device-mapping assert vs FP8 config failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but the reports are for different BERT models without evidence of a shared root cause." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same Transformers v5 non-persistent-buffer corruption regression, phrased as identical symptoms." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "A Qwen3.5 video-generation error and a mask-shape IndexError are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 training on non-pretrained BertModel and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel index error is unrelated to tokenizer mapping validation." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping validation and a tensor mask-shape IndexError are distinct defects." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config blocking granite_speech and glm4v config validation are separate config issues." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both concern loading/offload behavior, but one is dequantized-model offload and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both are SigLIP2 reports, but one is inference output corruption and the other is documentation/example errors with processor/model mismatch and quantization." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading errors, but for different models and different underlying mismatch conditions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are mostly conservative. The duplicate anchors around 43644/44534 and 43645/43646 are well supported by the titles, and the SigLIP2 pair is plausible from the packet alone. If anything, the narrative around the SigLIP2 group should stay slightly softer (e.g. \u201clikely duplicate\u201d rather than fully \u201cclear\u201d), but this does not warrant rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:43335|issue:45663", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44743|issue:44960", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "c04bdbe724f929fec665544ea8b20afd12f59dcf9973eb561a8152fb12bc7e12", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37770, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated closed issues spanning tokenizer, quantization, model-loading, and memory regressions. The only clear duplicate set is the resize_token_embeddings regression across Gemma/T5Gemma variants, centered on issue 45276.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45276 is the best representative because it describes the broader resize_token_embeddings failure and names multiple affected outputs (embed_tokens_per_layer and output_embeddings), which also subsumes the closely related Gemma/T5Gemma reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the strongest global issue for this cluster because it most completely captures the shared root bug behind the resize_token_embeddings duplicates, while the rest of the items are largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (pre-tokenizer override vs wrong token IDs)." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc example/quantization problem and the other is a bad inference result with AutoModel/pipeline; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different failure classes: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different checkpoints and do not show the same concrete code-path failure." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-related problems: LoRA compatibility across versions vs a weight-shape mismatch when loading a VL model." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is about junk non-persistent buffers and the other about notebook-defined custom models." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is MoE training efficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model/code paths: Qwen3.5 chat crashes vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 CUDA reserved-memory/OOM regression." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different triggers and different offending inputs." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/Qwen3 MoE version incompatibility is unrelated to resize_token_embeddings behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied/output embeddings across related model variants." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different save/load problems: extra_state handling vs init_empty_weights/_is_hf_initialized TypeError." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern untied lm_head weights, but they target different models and do not look like the same exact bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 batched track leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to the GLM5 issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is unrelated to meta-device model loading regressions." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/vocab issues affecting different models." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen composite config unwrapping are different failures." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior and CUDA reserved-memory/OOM are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 attention state rebuilding." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma issues with different execution paths (FSDP2 attention vs CPU offload rotary embedding)." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantized-model loading failures with different models and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes are different and not mergeable into one fix." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 loading and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3 recurrent-state cache reset and GLM5 are unrelated issues." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading regressions and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same root regression: resize_token_embeddings fails to update output embeddings/tied weights, with one report adding a model-specific detail." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but one is about permissions propagation and the other about loading the wrong module." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly isolates the resize_token_embeddings duplicates (45276/45292/45335) while treating the rest as mostly unrelated, and the soft-edge verdicts do not overclaim beyond the evidence in the issue titles/descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42947|issue:43381", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:39404|issue:44671", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:44671|issue:44991" + ], + "prepared_review_unit_hash": "22098e8bdff3ab091b11d80ad19f6878c719681cc84eb533e1172b389a1bb50f", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37672, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose Transformers v5 bug cluster with only two convincing duplicate pairs: resize_token_embeddings propagation and Qwen3-VL MoE load failures. The rest are same-subsystem or same-version reports but not the same concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45292 is the broader, cleaner statement of the resize_token_embeddings bug; issue:45335 is a model-specific manifestation of the same failure to update downstream embeddings.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue because it states the underlying API bug in a general way and cleanly subsumes the t5gemma-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: eval-mode gradient checkpointing vs RLHF NaNs from Qwen3.5 SDPA/BF16 behavior." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "One is save/from_pretrained extra_state handling; the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is eval-mode incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to granite_speech strict-config loading." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to Trainer max_steps resumption math." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention sink handling vs Gemma-4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied/output embeddings, with t5gemma as a specific case." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook-defined custom model initialization is not the same as extra_state save/load failure." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint-loading complaints, but they affect different model families and mechanisms." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model loading problems; shared symptom of load failure is too broad." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch is distinct from meta-device loading breakage." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenization-version changes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an earlier issue is not the same as the Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve v5 custom/loading breakage, but base_model_prefix loading and notebook-defined model init are different concrete failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue is unrelated to Mistral-3 dtype mismatch between image preprocessor and model." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the same as the template-node compilation TypeError." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they refer to different pipeline/task deprecations." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different failure from Perceiver interpolation resizing." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and generic mask-shape IndexError are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect model/pipeline outputs are unrelated to ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Same Qwen3-VL loading problem family; 43931 looks like a specific weight-shape manifestation of the broader MoE load failure." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression is unrelated to CamemBERT masked-LM prediction changes." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is not the same issue as Qwen3.5 input-embedding unpacking in TRL SFT." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template-node compilation failures are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-token method conflict is unrelated to gguf_file loading breakage in AutoTokenizer/AutoModel." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3 BertModel initialization failure is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the evidence in the packet: it identifies the two strongest duplicate pairs and treats the rest as related-but-distinct reports. The soft-edge rejections are conservative, and the accepted pairs are reasonably supported by the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43089", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:44464|issue:45987", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43089|issue:45987", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "0e84dd37745fb3a5504dc462073c89ee66adce156c4111ba4959201b9a32e24c", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36131, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are only superficially similar; several are Transformers v5 regressions, but they describe different code paths and failure modes. No soft pair looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the closest broad representative: it captures a Transformers v5 model-loading regression, which is the main recurring theme among the more similar items. Still, the overall set is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the strongest single anchor if one must pick one issue: it is broad, actionable, and closer to the repeated v5 loading breakages than the more model-specific reports. It is not a perfect cluster canonical, just the least bad representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different subsystems and failures: Trainer GPU broadcast NoneType vs Whisper pipeline return_language regression." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading/tokenizers, but one is a specific tokenizer loading regression and the other is a Mistral regex patch crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU device placement bug vs Qwen3_5Moe CPU offload incompatibility; unrelated code paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling and a video input regression are distinct problems." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are separate regressions." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures: one is a specific BERT load issue, the other is a tokenizer regex patch crash." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping extension failure vs compiled flex_attention failure on torch>=2.9; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b is not the same as runtime special-token post-processor updates." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they affect different models and appear to stem from different breakages." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model-loading/base_model_prefix and the other is non-persistent buffer serialization; different fixes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Different audio-processing bugs: unsupported center arg vs _torch_extract_fbank_features behavior." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to the template compilation TypeError." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache linear_attention crash are separate issues." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and iterable dataset multi-image fine-tuning are different bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is not the same as a model loading failure for a specific checkpoint." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty transcription after align_special_tokens are related to Whisper, but not the same failure." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization regressions share a release but not a concrete code path." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading reports with different failure signatures and targets." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF-related loading failures, but one is the gguf_file API path and the other is a Qwen2.5-GGUF v5 regression." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config and PagedAttentionCache invalid group type are distinct architectural failures." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo tracing failure in Mixtral grouped_mm and template-node compilation are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "gpu+cpu offload dequantized-model loading and Qwen2.5-GGUF loading are different loading paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are separate model-specific regressions." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization failure are not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer load failures, but they target different checkpoints and likely different regression points." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs StaticCache sequence-length contract bug; different problems." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weight in Mistral3 and inconsistent serialization by device are related to weights, but not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:42915|issue:45084", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:42915|issue:44291", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "69d09afdca9fd2fdaaf5045be1e69cce67a45c5aee6f3a960342455fc05bbbbd", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37272, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers bug reports; the only strong duplicate candidate is the pair about Qwen3.5 `save_pretrained` writing incorrect checkpoint/visual-encoder keys.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43611 is the best umbrella representative of the shared v5 model-loading regression theme: it is broad, concrete, and closer to the center of the cluster than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the strongest overall representative because it captures the widest and most central failure mode in the set: Transformers v5 breaking model loading for affected classes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different bug classes: audio chat-template sampling-rate defaulting vs MIMI batching/padding-mask mismatch." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: template compilation error vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is a missing tied-weights attribute and the other is tokenizer loading; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision model input/processor issues, but the models and failure mechanisms differ." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal models and different failure paths: segfault on Llava Next vs video-processing ValueError on Qwen3OmniMoe." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init regression is not the same as buffer initialization junk." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise issue vs a specific Mistral regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "One is padding-mask batching in MIMI; the other is DAC `from_latents` vs forward mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Torch export compiler checks and image-size processor mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure is unrelated to template-node compilation." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are the same Qwen3.5 `save_pretrained` serialization regression, with the second narrowing it to incorrect visual-encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model load failure for a specific checkpoint is not the same as a Mistral tokenizer regex crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading failure for one repo vs a specific Mistral regex patch bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature extraction and flex-attention compilation are different subsystems and different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config handling and `init_empty_weights` argument incompatibility are different regressions." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a missing `lm_head` tie and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "HF initialization flag handling is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer `AddedToken` keyword collision is not clearly the same concrete bug as the EMBIDDIA tokenizer load failure." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen-VL family, but one is a broad video-input regression and the other is still-image temporal position-id scaling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different load-time errors for different models: T5 tokenizer conflict vs MobileLLM key error." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are distinct low-level issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image training failure is unrelated to Qwen2.5-VL RoPE temporal scaling." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window bug are different models and code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is base-model-prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer conflict vs CUDA assert from auto device mapping are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to granite_speech config strictness." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as noisy transformer loading." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key assignment and Gemma4 FSDP2 shared-kv KeyError are distinct bugs." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on a language model is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "HF-initialization flag regression is distinct from junk-filled non-persistent buffers." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is an undefined backend error when only tensorboard is present." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen representative issue (43611) matches the broad v5 model-loading regression theme, and the only accepted soft pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained bug family. The remaining soft-edge rejections are cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43421|issue:44568", + "issue:43792|issue:44589", + "issue:43818|issue:45357", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:41720|issue:45081", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43531|issue:44291", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:43611|issue:43646", + "issue:42175|issue:43296" + ], + "prepared_review_unit_hash": "b3da27a5267265b1921e18bb0276d9a811c9ce8083a188f9c98eb7a4b503c7cb", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35637, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated or only broadly similar Transformer regressions; there are no convincing duplicate pairs to merge. The best representative issue is the core v5 initialization regression, but it still does not unify the rest into a single duplicate thread.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43632 is the most central umbrella for the set because it describes a core Transformers v5 initialization regression that overlaps several other loading/init failures more than any other candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43632 is the strongest cluster anchor: broad, high-impact, and closest to the recurring v5 model-loading/initialization breakages seen elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Voxtral tokenizer error and Apple Silicon allocator TypeError are unrelated subsystems and failure modes." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern token special handling, but one is runtime post-processor sync while the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA video_tower architecture bug and Qwen3.5 save_pretrained key regression are different code paths and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code model-loading regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen VL training, but multi-GPU training and iterable-dataset multi-image failure are different bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as tokenizer loading failure for a specific model." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but ignoring tokenizer.json and producing wrong Granite token IDs are distinct issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU/CPU offload loading failure and Qwen3 MoE training memory inefficiency are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max_length behavior are unrelated tokenizer/model problems." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and num_labels=1 zero-loss classification are different root causes." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are not the same bug." + }, + { + "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 failure." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug and non-persistent buffer junk regression are separate internal issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument error is unrelated to Float8 storage resolution." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are loading regressions in v5, but GGUF loading and missing pad_token_id on Llama4Config are different problems." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask discrepancy and Gemma3 sliding-window NaNs are different batching/masking bugs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL multi-image training failure and video vision_position_ids regression are different multimodal paths." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Both are v5 regressions, but non-persistent buffer corruption and ModelOutput key assignment are distinct behaviors." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/check failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video input positional handling; not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and different failure modes; only a broad image-resolution theme overlaps." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 model-init regressions, but base_model_prefix handling and custom model initialization are distinct enough that they should not be merged." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package backend selection and vLLM model-loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:43881|issue:44488", + "issue:44291|issue:44877", + "issue:40990|issue:45584", + "issue:44568|issue:45920", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "28eba6e828c993326e10d7f15b8a60962727597b1e0b83599814cbdf6e4ed10a", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35900, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster looks noisy and mostly consists of superficially similar but distinct issues across tokenization, offloading, multimodal loading, and model-specific regressions. I would use issue 43873 as the best umbrella representative because it is open, broad, and has the strongest offloading/quantization framing, but I do not see any PRs in the cluster.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43873 is the broadest open report with active discussion and inbound references, and its offloading/quantization framing makes it the most plausible umbrella issue in this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative because it is open, broadly scoped, and thematically central to one of the few recurring patterns in the cluster (offloading/quantization).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-specific failure to tie weights and the other is a device-dependent serialization inconsistency; related area, not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "These are different multimodal bugs: Qwen2.5-VL rope/index scaling vs Kosmos2.5 OCR long-input indexing. No concrete shared code-path is evident." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading regressions are different symptoms and likely different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5 GGUF loading failure are unrelated model-loading problems." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure and a torch-transformers version incompatibility are too broad and not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Reserved-memory OOM under int4 quantization and Sam3Video OOM are both memory issues, but the titles point to different failure modes and models." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the Qwen2.5-VL rope-position bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video input regression in Qwen VL models and Gemma4 PLE device mismatch are different model families and different failure mechanisms." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU offload device mismatch and torch.export failure on torch_compilable_check are unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate audio/model-loading problems." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b load failure and sleng-bert load failure are different models with no obvious shared root cause." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and strict config loading are both v5-loading regressions, but the concrete failures differ." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation are unrelated generation bugs." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both concern tokenization in v5, but one is a specific add_special_tokens/BOS-EOS regression and the other is broader wrong-token-ID behavior across multiple models." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization issues and tokenizer-version changes are different subsystems and different bug classes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and torch.export torch_compilable_check failures do not point to the same underlying defect." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "These are both generation/runtime issues, but one is about inputs_embeds/past_key_values and the other is a Qwen3 device-map CUDA assert." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload mismatch and DAC.from_latents vs forward missing-STE mismatch are distinct audio-model bugs." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 PLE forward device mismatch are different models and different device-placement failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight lm_head bug in AyaVision and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batch-vs-single padding-mask mismatch and OmDet-Turbo image-size mismatch are separate processor/model contract bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failure are different multimodal issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a device_map loading failure for a dequantized model and the other is a broader offloading regression; too little evidence they are the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and Perceiver non-default-resolution failure are unrelated input-handling bugs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weights not converted with accelerate+deepspeed and missing supports_gradient_checkpointing on a trust_remote_code model are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and AutoModelForCausalLM.from_config unwrapping text_config are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a language model and ineffective gradient checkpointing with PEFT LoRA 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": 17, + "review_unit_index": 12, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:43296|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:42617|issue:42915", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43404|issue:45357", + "issue:45632|issue:45684", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:44423|issue:45406", + "issue:43873|issue:44756", + "issue:36331|issue:42617", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:41720|issue:42617", + "issue:43550|issue:43606", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "3df6d4c613af69fd9f80f2135ccb5056e588253381b80cc78fdc19684b7f4f53", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37092, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: most items are distinct model-, processor-, quantization-, or trainer-specific bugs, not duplicates of one underlying defect. No soft-edge pair looks safe to merge into a single canonical artifact.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45701 is the broadest active report in the set and the best umbrella anchor for the cluster's recurring version/regression theme, with the most general user-facing symptom among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the strongest standalone issue to keep as the canonical reference because it is open, broadly phrased, and most likely to attract related regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different subsystems and symptoms: image label reduction bug vs missing tied-weights metadata on a causal LM." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained, but one is a device-dependent lm_head serialization issue and the other is incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different failure modes: tied lm_head weights on AyaVision vs packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are separate bugs with different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are load-time failures, but they affect different models and different errors (cuda assert vs segfault)." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated model loading vs tokenizer loading failures; no shared concrete code path." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and est-roberta tokenizer loading are unrelated issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but one is auto device-mapping load failure and the other is flash-attention generation regression." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma models and different bugs: variable-name collision in forward vs device mismatch in PLE." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS and tokenization changes are not the same bug without evidence tying the symptom to tokenizer regression." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both concern model serialization/tied weights, but they describe different models and different broken artifacts." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and permission propagation in save_pretrained are separate filesystem concerns." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer checkpoint step calculation are entirely different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization memory growth and an apex RMSNorm memory leak are different performance issues with different causes." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve/multimodal flows, but they fail on different missing attributes and different processor code paths." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload behavior and mmap OOM on Strix Halo are not the same underlying defect." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature break and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are distinct problems." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer kwargs regression and Qwen3Moe FP8 failure are unrelated trainer/model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and packed-weight loading failure in BitNet are different code paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video shape bug is unrelated to tokenization/version behavior." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size related, but they affect different processors/models and different normalization/resize logic." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "NER tokenizer crashes and OmDet-Turbo image size mismatch are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen models and SFT embedding unpacking are different issues." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different models and unrelated failures: CUDA assert during auto device mapping vs running 3d_parallel.py." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: compile/SDPA regression vs CPU-offload device mismatch." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy in Gemma3TextConfig and GPTNeoX rotary_pct reload bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and dequantized model offload failure are different loading paths." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression in multimodal custom code and generic tokenization-change report are not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping CUDA assert and TP-only GPT-OSS MoE issue are separate distributed/model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "ImageProcessorFast label reduction and glm-4v-9b load failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:45059", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:45081|issue:45812", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:33357|issue:35707", + "issue:43421|issue:45701", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "457a3b71e8f538d55a8247f428160c98327e2f98311d318ad541669fd00ffef7", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36688, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; only one pair is a clear duplicate. The rest share broad subsystem/theme similarity but describe different failure modes or code paths.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45812 is the strongest representative overall: it is open, has multiple inbound references, and describes a broad, high-impact tokenizer regression affecting all Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best global issue candidate because it appears central, user-impacting, and widely referenced; it is more representative than the narrow duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization-related regressions, but one is a Mistral regex patch crash and the other is Granite token ID corruption; different models and code paths." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset are unrelated bugs in different model families." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and StableLmConfig pad_token_idx regression are separate config/model issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is not the same as weight_only loading failure in Qwen3VL." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and failure to run a 3D parallel script are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processing update and Granite token ID regression are different tokenizer lifecycle bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and MLukeTokenizer AttributeError are distinct tokenizer issues." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segfault have different triggers and model paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Tuple-label metric gathering bug and SAM3 text/box weirdness are unrelated training/evaluation problems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is a server-side processor bug, not the Qwen3.5 streaming API failure." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different runtime failures." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization, but one is about special-token post-processing and the other is a broader version-dependent tokenization change." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech local checkpoint loading with PEFT adapters are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small and BitNet packed-weight unpacking during accelerate loading are different loading bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image Processor void segmentation maps and BarkProcessor voice_preset are unrelated processor issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 and BigBirdTokenizer mask token registration are different subsystems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and outdated docs mentioning removed pipeline tasks are not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex.FusedRMSNorm memory leak are separate issues." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same processor method, same batched padding=False crash; this is a clear duplicate pair." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning and undefined video-branch variables in multimodal token counting are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM config unwrapping for Qwen 3.5/3.6 multimodal configs are distinct." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation cache handling are different areas." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and zero-loss classification with num_labels=1 are not the same defect." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor update and DiaConfig custom token ID loss on save/load are related to token IDs but not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Tie-word-embeddings warning in Qwen3.5 fine-tuning and incorrect visual encoder keys on save_pretrained are different config persistence issues." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and qwen2.5-vl video vision_position_ids mismatch are different multimodal bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are separate inference issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The canonical issue choice is well supported by the title and inbound references for issue 45812, and the soft-edge verdicts mostly avoid overclaiming. The only accepted pair, 44514/44545, is clearly duplicate from the matching title/function/crash description." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:39692|issue:44610", + "issue:44062|issue:44451", + "issue:45704|issue:45923", + "issue:43421|issue:43653", + "issue:45588|issue:45759", + "issue:45663|issue:45923", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:45704|issue:45859", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:41720|issue:45704", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:43596|issue:44220", + "issue:42915|issue:43746", + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:30064|issue:36010", + "issue:43618|issue:43697", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "9d2c0141deffb3d9755e9ea96936de89a73b183d3155d4b47fe5a55a45331852", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: nearly all pairs are different model/config/tokenizer bugs with only superficial similarity. The only plausible duplicate subgroup is the Mistral/Kimi tokenizer regex patch area (_patch_mistral_regex / fix_mistral_regex).", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if a representative is needed, issue 45081 is the best anchor because it is the most concrete manifestation of the shared tokenizer-regex failure mode with 45356.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the best issue candidate because it describes a specific, reproducible tokenizer-loading crash in the shared fix_mistral_regex path, which is the only clearly duplicated theme here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but for different models and likely different root causes; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated model-specific config bugs: PatchTST post-init vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: loading a specific model vs PIL image processors incorrectly depending on torchvision." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen 3.5, but one is config unwrapping and the other is CPU-offload behavior in rotary embedding; distinct code paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding window vs Float8 storage loading; unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc/example mismatch in SigLIP2 vs OmDet-Turbo processor/model size mismatch; not the same issue." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken argument handling vs loading a specific tokenizer/model; too different to be duplicates." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor updating and the other is BigBird mask-token registration/decode behavior." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention crash on sink-less models vs Qwen composite config unwrapping; different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to the trust_remote_code gradient-checkpointing flag issue." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both are trainer-related, but one is input-embedding unpacking and the other is evaluate-after-train state handling; not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both concern offline tokenizer loading, but 44843 is specifically the mistral regex patch calling model_info(); 42886 is broader cache-loading failure." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation vs abnormal gradient growth under ZeRO-3; unrelated training issues." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "General TokenizersBackend post-processor/runtime special-token update bug vs LayoutLMv2Tokenizer crash on NER padding/truncation." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM regression." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak in T5 vs Qwen3.5 CPU-offload rotary embedding issue; not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4 pad_token_id attribute error vs Qwen3-MoE sliding_window issue; separate config/model bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": true, + "reason": "Both point to the same tokenizer regex patch path (_patch_mistral_regex / fix_mistral_regex) and appear to be variants of the same regression in tokenizer loading/codec handling." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT/local checkpoint loading for GraniteSpeech vs quantization offloading behavior; different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch vs quantization offloading; no shared root cause." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs GraniteSpeech PEFT local checkpoint loading; unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex regression vs list_repo_files revision forwarding in CI; different layers and symptoms." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs GraniteSpeech PEFT checkpoint loading; different bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading issue vs DAC.from_latents/STE mismatch; distinct code paths." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe vs Gemma 3n audio mask name collision; unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction vs add-new-model-like tokenizer mapping bug; no common underlying defect." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import error are entirely unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment vs RTDetrV2 output differences in v5; different model regressions." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs BitNet packed-weight loading; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:45081 with issue:45356, is plausibly the same Mistral/Kimi tokenizer-regex regression. The other pairwise rejections are appropriately cautious and do not overstate duplication from surface similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987" + ], + "soft_pairs": [ + "issue:45183|issue:45479", + "issue:43295|issue:45834", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43950|issue:45987", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:43421|issue:44811", + "issue:43643|issue:44877", + "issue:43577|issue:43818", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43531|issue:43643", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "c1f5c1e9a08c7c0a741fccae8e5f394592acf581dbd95bd959feb1316c69b006", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35296, + "estimated_input_tokens": 8824, + "estimated_eval_tokens": 17904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of mostly unrelated issue reports, with no clear duplicate pair. The best representative issue is the broad remote-code regression report, but the soft edges are not strong enough to merge any pair.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style report in the set; it summarizes a general regression affecting remote_code models, whereas the other issues are narrower, model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most suitable cluster representative because it is the most general and user-facing regression report. It is not a duplicate of the others, just the best umbrella issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: input/embedding validation vs. sequence-classification loss logic. Same broad area, but not the same concrete failure." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve multimodal processors, but one is a processor.tokenizer regression and the other is an OCR long-input index error. Not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated model internals: sparse-layer construction vs. RoPE layer count mismatch. No shared code-path bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different subsystems and failures: image preprocessor dtype mismatch vs. Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention model execution, but one is torch.compile/SDPA on Bamba and the other is bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel. Not mergeable." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Distinct problems: compile+SDPA failure vs. DAC from_latents/forward mismatch with missing STE." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "One is a from_pretrained buffer-loading regression; the other is a StaticCache return-type contract bug. Different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer construction TypeError vs. a specific model failing to load. The titles are tokenizer-related but not the same underlying defect." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault on Llava Next loading and an MPS histogram limitation in MoE are unrelated failures." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding versus image-classification resolution handling. Different components and symptoms." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline network call regression and the other is an AttributeError on backend_tokenizer. Related area, not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration issue is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor refresh on special-token edits vs. Whisper batch_decode skip_special_tokens handling. Similar tokenization surface, different bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech. Not the same defect." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation bug and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen video inputs, but the concrete failures differ: ValueError in Qwen3OmniMoe vs. wrong vision_position_ids in qwen2.5-vl." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are separate code paths." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are output regressions, but on different models and likely different causes. Not enough to treat as the same bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation failure and Kosmos2.5 OCR index error are different model-specific issues." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/example problems and quantization mismatch are unrelated to long OCR input indexing." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but 45020 is a broad umbrella regression while 44561 is a specific is_torch_fx_available removal breakage. Not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline translation-task messaging issue vs. SigLIP2 nonsensical outputs. Different failure modes and code paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and CustomTrainer loss-signature mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "A800 cudaErrorAssert with auto device mapping and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading AutoImageProcessor from URL and template-node compilation errors do not share an 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": 17, + "review_unit_index": 16, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45406", + "issue:45459", + "issue:45600", + "issue:45701", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:44186|issue:44442", + "issue:44485|issue:44509", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:44805|issue:44936", + "issue:34634|issue:36010", + "issue:44671|issue:45701", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:43582|issue:44857", + "issue:44060|issue:44368", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:45459|issue:45803", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "117e82d9fc6cec8357a07038c268bd98b9d340de03e930d785bb444139021311", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35610, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly false positives: they share broad Transformers themes (v5 regressions, loading, tokenizers, multimodal models) but describe different concrete bugs, code paths, or model families. No PRs are present. The most representative issue is the broad remote-code regression report, but the cluster is too heterogeneous to treat as one duplicate set.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45020 is the broadest issue in the set and best captures the recurring 'recent versions break loading/runtime behavior' theme, even though the overall cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best umbrella representative because it spans a wide class of version-induced breakages rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is junk non-persistent buffers and the other is FSDP CPU RAM efficient loading; different failure modes and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs on different models: LayoutLMv2 NER/padding crash vs FastSpeech2Conformer AutoTokenizer load failure." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "One is a GLM-5 RoPE implementation discussion, the other is docs still mentioning removed pipeline tasks; same area only at a very high level." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both concern multimodal inputs, but the concrete issues differ: Qwen video regression vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon caching allocator TypeError are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message wording bug, the other is stale docs referencing removed pipelines; related topic but not the same defect." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Both are trainer/runtime failures, but they affect different workflows and symptoms; no evidence of a shared root cause." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are separate issues in different subsystems." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regressions and tokenization changes across versions are not the same underlying bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and dtype mismatch bugs are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only load error and the other is a rope-index scaling bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure is a different code path from generic inference dtype mismatches." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend installation packaging and Mistral tokenizer regex patching are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading regressions, but FSDP RAM-efficient loading and init_empty_weights argument handling are distinct problems." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer backend-tokenizer access and Gemma4Processor missing _tokenizer are separate processor/tokenizer failures." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One is a nonsensical/abnormal issue title, the other is a reproduction for a specific upstream bug; no duplicate relation." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA float16 AMP crash are different platform-specific issues." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve tied-weights warnings, but one reports an incorrect tying bug and the other a user warning about tie_word_embeddings configuration." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC from_latents/forward mismatch are unrelated audio bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different vision-processing bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer compute_loss signature mismatch do not share a code path." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are in different functions and solve different error-hiding problems." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM key error is not the same as broad remote_code breakage." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video-token counting bug in multimodal processors and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization loading are separate CI/runtime regressions." + } + ] + }, + "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": 17, + "review_unit_index": 17, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:45084|issue:45538", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43454|issue:43577", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:34567|issue:40990", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:44568|issue:45488", + "issue:43606|issue:45859", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "56ab62806ed466e72188a1b627140b671d19eb7ab183687abd632854301d171f", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly noisy and spans several unrelated bug classes. The safest anchor remains the broad tokenizer/version-regression issue, while the video pair should not be merged as the same bug without stronger evidence.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenizer/version-regression portion of the cluster, which is the most coherent subgroup here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best global issue anchor because it is the most general report and can loosely cover several tokenizer-regression variants, even though the cluster also contains unrelated loading, multimodal, and runtime bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different failure modes: compiler/template-node error vs. CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "A deepspeed zero3 Bert training crash is not the same bug as evaluate-after-train failure." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading and a tokenizer regression for a specific model are different code paths." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local-checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and distinct problems: zero probabilities vs. image-size mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the PIL backend processor torchvision dependency issue." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific inference issues, but the titles point to separate regressions with different models and symptoms." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID loss are unrelated bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and custom-model initialization in Jupyter are separate API breakages." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs errors and gpt-oss MXFP4 fallback are unrelated model-specific issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/conversion and multimodal token counting are different problems." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight handling during accelerate loading is unrelated to the OmDet-Turbo size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying failure and dtype propagation are distinct multimodal-loading issues." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/conversion and GPT-oss OOM are not the same underlying issue." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and Whisper special-token handling are separate processor behaviors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "They are related to video processing, but 43329 is a specific undefined-name bug in the video token-count branch while 44479 is a broader video-input regression across multiple Qwen VL variants; the linkage is not strong enough to treat as the same mergeable fix." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model loading warnings and Qwen3 MoE conversion are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and compute_loss keyword mismatch are separate API regressions." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are both memory-related but not the same concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token insertion and Kimi-K2.5 codec/warning regression are different tokenizer problems." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated training/metric issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code config field loss and unwrapping text_config for composite multimodal configs are different config-loading bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video processors, but one is an undefined-name token-count bug and the other is a batched-shape issue." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Accelerate/deepspeed conversion failure and Qwen3-VL weight-shape mismatch are different loading errors." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different mechanisms." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch in Bark and Qwen3_5MoE rotary embedding incompatibility are unrelated runtime bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and the broad tokenization-version regression are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is plausible, but the one accepted soft pair is too strongly asserted from the packet alone. `issue:43329` is about undefined names in `_get_num_multimodal_tokens`' video branch, while `issue:44479` is a broader video-input regression across several Qwen VL variants; the titles support related video-processing failures, but not clearly the same underlying bug or a single mergeable fix. Because the positive linkage is overstated, I can\u2019t accept the summary as fully conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:43697|issue:45357", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:33357|issue:34567", + "issue:43452|issue:43582", + "issue:44479|issue:45381", + "issue:44987|issue:45538", + "issue:41720|issue:43540", + "issue:42915|issue:44821", + "issue:44987|issue:45907", + "issue:43257|issue:43756", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:43540|issue:44479", + "issue:42175|issue:43824", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:38175|issue:44898", + "issue:43404|issue:45987", + "issue:45137|issue:45405", + "issue:28282|issue:34689", + "issue:42175|issue:44488", + "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:43742|issue:44291", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:28282|issue:29127", + "issue:43526|issue:45479" + ], + "prepared_review_unit_hash": "6199b3d04228fe5d9f95c7ed9e7be38dcb5f030d9bf5f36c32544d506c4a451c", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37408, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous; the soft pairs mostly share broad vocabulary but do not look like the same underlying bug/change. I\u2019d use the broad Qwen 5.3.0 video-input regression issue as the best representative issue, but confidence is only moderate because the cluster has several unrelated subthemes.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 44479 is the broadest and most explicit concrete regression report among the few Qwen/video-input candidates, so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 has the clearest versioned regression framing and spans multiple affected Qwen VL variants, making it the strongest representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failure modes: RTDetrV2 output drift vs Qwen3.5 visual-encoder save_pretrained regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading related, but they describe different models and distinct root causes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/gguf loading and AppleSilicon allocator warmup are unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen video input, but one is a broad multi-model regression and the other is a specific vision_position_ids issue; not enough evidence they are the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast and CLIPTokenizer max_length are unrelated issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "cudaErrorAssert with auto device mapping is unrelated to Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are different code paths and failures." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are different bugs." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video inputs, but the titles point to different models and different symptoms; too little evidence for one duplicate." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input bugs, but the failures differ and there is no clear sign of a single shared defect." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map/offload loading failure is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype propagation and SwitchTransformers/TimmWrapperModel bf16 mismatch are separate model-specific dtype issues." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication and tokenizer loading for EMBEDDIA/est-roberta are not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 import failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and Perceiver non-default-resolution failure are different image-model issues." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying and StaticCache seq-length return type are unrelated code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch ImportError and Llama 3.2 Vision loading regression are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and model-loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of another issue and a Qwen2.5-VL video-position regression are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are different loading paths with different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM-125M key error and init_empty_weights _is_hf_initialized TypeError are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-device inefficiency and flash_attention sink-less AttributeError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-missing ImportError and LayoutLMv3 box-information error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss degeneration 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": 17, + "review_unit_index": 19, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45920" + ], + "soft_pairs": [ + "issue:43582|issue:43782", + "issue:43493|issue:43994", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:44514|issue:45381", + "issue:43688|issue:43749", + "issue:43720|issue:44898", + "issue:44484|issue:44704", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44625|issue:44877", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:43452|issue:43577", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "ad58a6ee9988efa233db3550a8e6f1e02f66c23fa7ed9967b5725b70f7279db0", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35283, + "estimated_input_tokens": 8821, + "estimated_eval_tokens": 17898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative cluster overall: most soft edges are false positives, and the `apply_chat_template` pair should not be treated as an exact duplicate because the triggers differ. Real duplicate-like matches remain limited to the clearly same-model/same-regression pairs, while the Qwen/VL chat-template issues are related but distinct crash modes.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45290 is the cleaner anchor for the `apply_chat_template` crash family because it states a concrete failure mode, but it is not an exact duplicate of 44514.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45290 is the best issue anchor for the cluster\u2019s main `apply_chat_template` branch, but only as a related report; 44514 should remain separate because its batched `padding=False` trigger is different.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Different failure modes and code paths: Apple Silicon allocator TypeError vs Qwen3VL weight_only loading error." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both reports point to the same SigLIP2 correctness regression for the same model family." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Related vision/position-id themes, but different models and distinct RoPE/position encoding bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature incompatibility are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but the concrete bugs differ: AddedToken kwarg duplication vs mistral regex backend_tokenizer crash." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and symptoms: init_empty_weights/_is_hf_initialized vs AutoImageProcessor URL loading." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "save_pretrained visual-encoder key regression and tokenizer ID regression are different code-path bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config fields, but one is a generic trust_remote_code AutoConfig omission and the other is a specific strict-field drop." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures with no shared concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different loading regressions: gguf_file/autoload breakage vs a model-specific load failure." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated bugs: image processor torchvision dependency vs tokenizer regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different model-loading errors with no shared concrete code path." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump and removed auto_mappings references are separate maintenance issues." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained regression affect different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen/VL-related, but one is a chat-template/tool-call crash and the other is a vision_position_ids bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation are different problems." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained sharding-size question is unrelated to AutoProcessor cached_file kwargs handling." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-shape training error and LayoutLMv3 error-message clarity are different issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate after train are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config bugs: num_labels propagation vs strict config loading for granite_speech." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Related `apply_chat_template` crashes, but the triggers differ (`padding=False` batched input vs assistant tool-call messages with no content), so there is no exact-duplicate evidence." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and HF_HUB_OFFLINE mistral-regex behavior are different regressions." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Model loading via gguf_file is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights serialization regression in v5, centered on lm_head/translation-model weight handling." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is mostly conservative, but one soft-edge verdict overstates the evidence: treating issue:44514 and issue:45290 as an exact duplicate is not grounded in the packet. Their titles describe related `apply_chat_template` failures, but with different triggers (`padding=False` batched input vs assistant messages with tool calls and no content), and the packet provides no direct evidence they are the same bug. Because the canonical anchor and summary lean on that stronger claim, I can\u2019t accept this review." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002" + ], + "soft_pairs": [ + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:30064|issue:33666", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:43653|issue:44568", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43688|issue:45704", + "issue:43688|issue:45440", + "issue:45491|issue:46002", + "issue:43577|issue:43697", + "issue:28282|issue:35141", + "issue:43643|issue:44561", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43577|issue:44554", + "issue:43577|issue:45588", + "issue:43122|issue:43906", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720" + ], + "prepared_review_unit_hash": "3b6677e02867faea7ea7c0a4134e811d72ae4de2f036f52eb713957a9c6564ab", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37929, + "estimated_input_tokens": 9483, + "estimated_eval_tokens": 19222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broad and heterogeneous, with many unrelated regression reports. None of the soft-edge pairs look like the same underlying bug/change, though several share surface-level themes like tokenization or model loading. The broadest representative issue is the tokenizer-regression umbrella report.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45701 is the broadest, most umbrella-like report in the set and has inbound references, so it is the best anchor for this loosely related cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most representative issue overall because it is broad, version-related, and closest to the recurring tokenizer-regression theme seen in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about custom model code/processor.tokenizer handling and the other is a Kimi tokenizer codec/regression issue; different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents vs Whisper batch_decode special-token handling are unrelated code paths and symptoms." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure after train() is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-passing regression are different model behaviors and failure modes." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map parsing and Qwen2-VL multi-GPU training are unrelated issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer failures." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are unrelated bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Qwen3.5 recurrent-state reset are different generation-path problems." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert and an isolated reproduction of issue 38071 do not match the same concrete failure." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but the models and defects differ: BigBird mask token registration vs mDeBERTa BOS/EOS insertion." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-missing ImportError and Trainer _gpu_broadcast_one NoneType TypeError are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing ImportError and Mac bus error on CLIP are different environments and root causes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and apex.FusedRMSNorm memory leak in T5 are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both touch MoE models, but auxiliary-loss normalization and native DeepseekV3MoE divergence are different bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 mixed-length sliding-window NaNs and classification-head NaNs after checkout/init are different contexts and mechanisms." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype-casting issue and RTDetrV2 output-difference regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to output-embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and removal of is_torch_fx_available are separate v5 breakages." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "HF_HUB_OFFLINE breakage in _patch_mistral_regex and tokenizer loading failure for est-roberta are different tokenizer-path bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 and FSDP_CPU_RAM_EFFICIENT_LOADING failure are not the same issue." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization is not the same as the broad tokenization-change regression." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig losing custom token IDs are different serialization/tokenizer bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load key error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different inference bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile SDPA failure and DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models and Qwen3.5 num_labels propagation are different defects." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype persistence and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype persistence and flash_attention.py s_aux=None crash are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer-output changes across versions and an isolated reproduction of issue 38071 do not demonstrate the same bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and num_input_tokens_seen not updating are different Trainer-state issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and compiled-forward chunked generation inconsistency are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field load failure and Bamba torch.compile SDPA failure are different model-loading/runtime bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading issue and BitNet packed-weight unpacking failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45803", + "issue:45812", + "issue:45987", + "issue:46002" + ], + "soft_pairs": [ + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:43278|issue:43688", + "issue:33666|issue:36010", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43493|issue:43825", + "issue:43720|issue:43927", + "issue:44849|issue:45357", + "issue:43756|issue:44913", + "issue:44625|issue:46002", + "issue:44568|issue:45812", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:28218|issue:33357", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:45803|issue:45987", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:43334|issue:43572", + "issue:45200|issue:45229", + "issue:44488|issue:44843" + ], + "prepared_review_unit_hash": "90d95324be902be1df5af617c0098a76343e846991e8eae14a6b86fff0de85c3", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36496, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bugs/regressions across unrelated models and code paths. None of the suggested soft pairs look like true same-bug duplicates, so I would not merge any of them. The strongest single issue here is the Granite tokenizer regression, but there is no safe canonical duplicate anchor for the whole cluster.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical issue: the cluster spans unrelated failures, and the soft pairs do not indicate a single underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest representative issue because it is an open, high-signal tokenizer regression with multiple inbound references; however, it still does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Both are model-loading/processor failures, but they concern different models and different bugs: legacy field loading vs image size mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error and Qwen2-VL multi-GPU training are unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "One is a gguf_file loading regression; the other is a specific model-loading failure. Same broad area, not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError loading MobileLLM and AutoImageProcessor URL loading are different code paths and different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval and auxiliary loss normalization are unrelated training issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training and GenerationMixin import failure are completely different problems." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processors, but one is an audio sampling-rate default and the other is a regression in processor.tokenizer/image handling." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and DiaConfig token ID loss are unrelated bugs." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation error messaging are different issues." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and DiaConfig token ID persistence are different model-loading bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior and visual encoder key saving are separate regressions." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and GPTNeoX rotary_pct reload are both config-related but not the same defect." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are different symptoms with different likely causes." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS handling for mdeberta and the other is Granite token IDs; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id and missing pad_token_idx are similar in theme, but they affect different configs and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added token and a MacOS CLIP bus error are clearly unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training and unexpected num_items_in_batch in compute_loss are different trainer issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc example problem and the other is an implementation discrepancy; not the same fix." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and MIN_PEFT_VERSION packaging issue are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except in FuyuBatchFeature and StaticCache return-type mismatch are unrelated bugs." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy and ZeRO-3 gradient growth are unrelated training/model issues." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype regression and ZeRO-3 gradient abnormality do not share the same underlying cause." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3-family loading regressions, but the affected models and failure modes differ enough that they should not be merged." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and qwen3_omni_moe helper-length behavior are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different model-specific regressions." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Zero-default token type IDs and CUDA OOM in multi-GPU inference are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for sleng-bert and unconditional model_info() patching for offline mode are different tokenizer-loading 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": 17, + "review_unit_index": 22, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:44423|issue:44734", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43994|issue:44493", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:44521|issue:45290", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:43540|issue:45200" + ], + "prepared_review_unit_hash": "a5517783574e88c1f190601e157fa2e84270973dc2c679fee8df8220e8a1acf8", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35511, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of unrelated issue reports; none of the soft candidate pairs look like the same underlying bug or change, so all proposed duplicate edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue is appropriate here: the items cover many different models, APIs, and failure modes, so there is no single representative duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication: the cluster is not centered on one concrete problem, and the candidates do not form a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal loading/configuration, but one is a missing pad_token_id error and the other is AutoModelForCausalLM config unwrapping; different concrete failures." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "One is a SigLIP2 documentation example issue, the other is a regression in processor/tokenizer image handling; unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different code paths and symptoms." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is CUDA OOM in multi-GPU inference and the other is a device mismatch during forward; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and a Float8 storage TypeError are unrelated failures." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT pretrained loading with a legacy field and bark-small CPU offload device mismatch are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are different models, environments, and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and init_empty_weights unexpected argument are distinct initialization issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and Python 3.13 flash_attn KeyError are unrelated import/runtime problems." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token ID persistence and MLukeTokenizer task AttributeError are different tokenizer/config bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and whisper empty-transcription failure after align_special_tokens are different paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but one is multimodal input handling and the other is KV-cache continuation indexing; not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload device mismatch and a stale GraniteSpeech test failure are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and a PEFT version bump problem are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different model/config issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift between train/eval and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing Janus image-generation test and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both concern apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages; distinct bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path trailing-slash import warning and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are different issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token and TrainerState num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue and a PyTorch version check bug in flex_attention are different code paths." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError and Qwen3.5 flash-attention generation problems are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaulting are different multimodal 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": 17, + "review_unit_index": 23, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823" + ], + "soft_pairs": [ + "issue:15354|issue:38175", + "issue:45084|issue:45520", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:44315|issue:44849", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:45200|issue:45325", + "issue:43572|issue:43957", + "issue:43295|issue:43450", + "issue:43844|issue:44936", + "issue:43295|issue:43873", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:38175|issue:45412", + "issue:38175|issue:43493", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42490|issue:43493" + ], + "prepared_review_unit_hash": "f9b574db28ade7620fb6718d3367457d5a8871d82f296b3feb628ecc662e46ba", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36667, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a similarity bucket of unrelated bug reports, not a true duplicate set. A few issues share surface-level themes (tokenizers, multimodal processors, config fields, model loading), but none look like the same concrete bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the reports are heterogeneous; if forced to pick a local hub, issue 43295 is the closest anchor among the processor-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best representative only in the narrow sense that it has the strongest local connectivity to other processor-related reports, but it still does not unify the cluster into one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Different failures in different areas: TorchScript export of a ViT model vs SigLIP2 output-probability behavior." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Both mention import-related problems, but one is a template-node compilation error and the other is a Python 3.13 flash_attn import warning/key lookup issue." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated model paths and symptoms: dtype mismatch during bfloat16 inference vs save_pretrained/tokenization failure in Wav2Vec2." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is missing/default mm_token_type_ids and the other is a device-map forward mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different concrete bugs: missing import symbol in flash attention utils vs model loading with torch.device(\"meta\")." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation-kwargs update after sync_gpus is unrelated to the Qwen3.5 hidden-states output bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied in model_init is a training/integration issue, not the same as Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation parity is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model integration regressions, but one is a processor-tokenizer API break and the other is an image-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness is unrelated to the Kimi-K2.5 tokenizer codec/regression issue." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are different bugs with different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is device-dependent lm_head serialization and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as loading the physical-intelligence/fast model." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention import symbol removal is unrelated to importing Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." + }, + { + "left": "issue:43572", + "right": "issue:43824", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to the Qwen2_5_VL import error." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Custom processor/tokenizer regression and batched video processor shape bug are different failures." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient explosion and trainer.evaluate-after-train are distinct training issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to offloading/quantization behavior." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and are not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus test failure and a stale warning for num_return_sequences are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a model class is unrelated to the DeepSeek coder detokenization regression." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "These are different label-handling bugs in different utilities (gather_for_metrics vs BeitImageProcessorFast)." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2_5_VL import error are different model-loading problems." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one reports zero probabilities and the other an implementation-vs-JAX discrepancy; not the same concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are Qwen2_5_VLProcessor chat-template issues, but one is a batched padding crash and the other is all-zero assistant masks; different failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after an added token is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy 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": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43450|issue:43575", + "issue:43827|issue:43901", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:43262|issue:43450", + "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:44857|issue:45593", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:44360|issue:44561", + "issue:43335|issue:43653", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45310|issue:45478", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:45588|issue:45859", + "issue:44448|issue:44779", + "issue:38175|issue:44493" + ], + "prepared_review_unit_hash": "6fa737c7b0bf021caf5d4e422f2691e3c91e92c942d618be152a2dc7ddd65d9c", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38289, + "estimated_input_tokens": 9573, + "estimated_eval_tokens": 19402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft-edge pair looks like a true duplicate: the two Qwen3.5 MoE from_pretrained regression reports. The rest are related only at a broad subsystem/theme level or have clearly different failure modes.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the earlier, more specific report of the same transformers>=5.4.0 / Qwen3.5 MoE from_pretrained failure, while issue:45478 reads like a later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it cleanly identifies the concrete regression and is the only clear duplicate anchor in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: tokenizer special-token registration vs a GraniteSpeech CI stale device override test." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different failures: batched video processor shape vs tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipelines and different behavior changes." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated audio issues: unsupported feature-extractor arg vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Different code paths entirely: LoRA merge with tied embeddings vs a category-count limit error." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different modalities and symptoms: audio chat-template sampling rate vs video batch shape." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model areas: DAC latent reconstruction mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "No concrete overlap beyond both being bugs; the model/audio paths are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "One is an image processor size mismatch, the other is an AMP/CUDA crash in a loss function." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for one helper is not the same as broad Torch 2.10 incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config bug vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different problems in different models: tool-call template crash vs qwen2.5-vl vision_position_ids issue." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are v4/v5 regression reports, but the affected model behavior is different." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Detection-loss AMP crash is not the same as missing auxiliary losses when denoising is off." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type-id handling and flash_attention sink-less auxiliary-state handling are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "A dtype regression in training/eval is unrelated to a pipeline error-message bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer broadcast NoneType error are different issues." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different breakages." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Generic model-loading breakage versus a specific Qwen3-VL weight-shape mismatch are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device-related problems, but they affect different models and different execution paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer discussion is unrelated to trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different models and failures: SwitchTransformers sparse-layer creation vs BigBirdTokenizer decode/special-token bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch is unrelated to position-id/key warnings across many models." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to the GraniteSpeech CI device-override test." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "A config bug in SwitchTransformers is not the same as Beit semantic-segmentation legacy-field loading failure." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 indentation/parsing failure in DebertaV2 is unrelated to qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: both report the Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-content error handling and Trainer GPU broadcast NoneType are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug does not match qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch is unrelated to the generic position-id warning issue." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention auxiliary-state handling and Qwen3_5Moe rotary embedding CPU-offload compatibility are different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output divergence and DeepSeek tokenizer regression are separate model-specific issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 are unrelated to the position-id/key warning issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: 45310 and 45478 have the same title and clearly read as the same Qwen3.5 MoE from_pretrained regression, with 45310 earlier, so the canonical choice is reasonable. The other soft-edge verdicts are conservative and mostly rely on distinct model/subsystem and failure-mode differences visible in the titles. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43854", + "issue:43873", + "issue:43927", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803" + ], + "soft_pairs": [ + "issue:43335|issue:45072", + "issue:44292|issue:45520", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:42490|issue:43854", + "issue:44977|issue:45229", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44448|issue:44977", + "issue:44857|issue:45072", + "issue:43723|issue:44554", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43927|issue:45698", + "issue:44568|issue:45491", + "issue:43550|issue:45083", + "issue:45198|issue:45803", + "issue:37428|issue:44987", + "issue:43873|issue:44493", + "issue:29942|issue:35141", + "issue:32090|issue:33357", + "issue:45372|issue:45588", + "issue:43873|issue:45229", + "issue:45459|issue:45712", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "181b5188160d4b143559e20803e5d3ac10384d7533bc4158a5c15da2029d2c1c", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36911, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than duplicate-heavy: the soft pairs span unrelated tokenizer, loading, attention, training, quantization, CI, and model-specific regressions. I reject all soft-edge merges.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a safe canonical here; the items describe unrelated bugs across different code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable, because even the broadest-looking reports do not cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA inference failure; different model and failure mode." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error vs a Python 3.13 flash_attn import-utils KeyError; unrelated causes." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer construction bug vs D-FINE auxiliary-loss behavior; no shared code path." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs GraniteSpeech CI device-override test flake; not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning vs GLM-4.7 test loading failure; different loader problems." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM; different failure class." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removed helper breaking trust_remote_code vs Deepseek tokenizer regression; different components and symptoms." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json precedence bug vs v5 helper removal breakage; not the same underlying defect." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image failure vs BEiT fast processor label reduction bug; unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading breakage vs embedding reinitialization after resize; different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss; unrelated bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure; not mergeable as one fix." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "LwDetrImageLoss AMP crash vs SwitchTransformers dtype mismatch; different subsystem and symptom." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression in v5 vs MPS attention correctness issue; no shared bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token vs Trainer _gpu_broadcast_one NoneType error; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs qwen3_omni_moe length helper bug; different areas." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module; not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Special-token insertion regression vs Gemma3 NaN embeddings with sliding-window attention; unrelated failures." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure vs feature-extraction length helper bug; different code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs bare except swallowing errors in FuyuBatchFeature; not duplicates." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash_attention_utils symbol vs model loading failure for a specific repo; too different to merge." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offloading issue vs unexpected position-id keys; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs output embedding reinit on resize; different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error vs MacOS bus error on CLIP loading; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor import breakage vs flash_attention.py crash on s_aux=None; different components." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent vs leftover dummy classes; not the same underlying issue." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug vs stale paged-generate warning; one is behavioral, the other is warning cleanup." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export / erfinv support problem vs flash_attention.py AttributeError; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Eval/training dtype drift vs undefined video-branch variables in multimodal token counting; 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": 17, + "review_unit_index": 26, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43653", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:41720|issue:45229", + "issue:10000|issue:15354", + "issue:43976|issue:45440", + "issue:42490|issue:43575", + "issue:45372|issue:45406", + "issue:28218|issue:29127", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:43065|issue:45412", + "issue:44448|issue:44466", + "issue:45245|issue:45563", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43994|issue:45412", + "issue:43066|issue:44462", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44451|issue:45520", + "issue:42915|issue:42994", + "issue:44265|issue:45198", + "issue:43421|issue:45491", + "issue:43756|issue:45440", + "issue:29942|issue:30064" + ], + "prepared_review_unit_hash": "a5cdefd389b4d392eb7bb73de36fe3739d6699ea42d849a43fec5a5ab4a14539", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "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": "No soft pair looks like a true duplicate or same fix; most are only loosely related by subsystem (tokenization, Gemma, CUDA, etc.) but differ in concrete failure mode and code path. No PRs are present in the cluster, so triage is issue-only.", + "confidence": 0.91, + "canonical_issue_reason": "issue:28218 is the clearest, high-signal user bug report in the set: a specific tokenizer regression with a reproducible output change and active discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best representative issue because it is specific, still open, and describes a concrete behavioral regression rather than a vague environment or model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are CUDA-related, but one is a Qwen3 device-mapping assert and the other is a Gemma4 multi-GPU OOM; different models and failure modes." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely unrelated model/runtime failures: DistilBERT init issue vs a torch.jit scripting/export GeneratorExp limitation." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "One is a Python-version compatibility issue, the other is a model implementation divergence for DeepSeekV3MoE; no shared underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2 tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma4 processor loading, but one is a missing ReasoningEffort import and the other is a missing _tokenizer attribute in serve; different root causes." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing regression vs a LayoutLMv3 error-message clarity issue; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs SigLIP2 bad outputs are separate model issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are different tokenizer/loading paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different components and bugs: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py AttributeError on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Model architecture placeholder layer vs RT-DETR memory release/leak issue; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern output/serialization behavior, but one is generation output drift and the other is lm_head weight serialization depending on device." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and stale generate warning are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs Gemma4 PLE device mismatch; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs Qwen3.5 recurrent-state reset bug; not the same issue." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and gradient checkpointing in eval mode are distinct training/eval concerns." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output-shape change vs Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and failures: LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature-extractor center-arg regression and Qwen video-input regression are separate regressions." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 incorrect outputs and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 vs AutoTokenizer ignoring tokenizer.json are different tokenizer-loading bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization fail do not share the same failure path." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id config mismatch vs Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure and Python 3.13 flash_attn import KeyError are separate compatibility/import problems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a FineGrainedFP8Config load failure and the other is quantized model saving failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained failure." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update bug and Gemma3 NaN embeddings with mixed-length batching are different problems." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "RoPE-layer count mismatch in Smollm3 and DeepSeekV3MoE implementation divergence are not the same change." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing 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": 17, + "review_unit_index": 27, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44610", + "issue:44625", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:33357|issue:39692", + "issue:43257|issue:43278", + "issue:29127|issue:34567", + "issue:42490|issue:43873", + "issue:32090|issue:33290", + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:29127|issue:33357", + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:43575|issue:43701", + "issue:44062|issue:45907" + ], + "prepared_review_unit_hash": "fbfe63df3c14708dac9246e9521ae2bc91ce91563b8d30666dc81f171037c1ed", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35468, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set spans many unrelated bugs, regressions, and loader/model-specific issues across different components. None of the soft-edge pairs look like the same underlying problem, so all candidate duplicates are rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the strongest standalone report here: a concrete import regression with clear impact and multiple inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different problems: a MacOS bus error in CLIP loading vs documentation example mistakes for SigLIP2." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Unrelated bugs: Qwen3 MoE weight conversion under accelerate+deepspeed vs embedding dtype drift in eval." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different areas: LayoutLMv3 error messaging vs TrainerState token-count tracking." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A local-path import warning is not the same as quantization/offloading behavior." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast failure and deepspeed Adafactor OOM are distinct distributed-training issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor/model input-size mismatch is unrelated to RT-DETR memory being retained after deletion." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing export/import for Qwen2_5_VL is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but different tokenizers and failure modes; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and checkpoint key mismatch are separate training-flow issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction bug vs Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility affect different code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/processor reports, but they concern different models and different failure modes." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as a GenerationMixin import error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity issue is unrelated to the CLIP MacOS bus error." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are different regressions." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a missing pad_token_id and the other is a sliding_window bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings are different generation-path bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct model-loading issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch in inference are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are different processor bugs." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label reduction and LwDetr float16 AMP crash are unrelated vision issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning on local paths is unrelated to gradient-checkpointing restrictions in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B and resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API 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": 17, + "review_unit_index": 28, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:44743|issue:44811", + "issue:43232|issue:43388", + "issue:43575|issue:44387", + "issue:43646|issue:44077", + "issue:43761|issue:44079", + "issue:43441|issue:45588", + "issue:45003|issue:45440", + "issue:44442|issue:45803", + "issue:43723|issue:45479", + "issue:43761|issue:44188", + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:42907|issue:45698", + "issue:42490|issue:44743", + "issue:34689|issue:43611", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:33290|issue:36331" + ], + "prepared_review_unit_hash": "e058929b7a4e0b4ab837a2b89f5d493ed652a24d2c8f6835744ac9daf73f2ff9", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37235, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct framework regressions or model-specific bugs, not duplicates. I found no soft pair that looks safe to merge, and there are no PRs in the set.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 43646 is the broadest framework-level regression in the set, but the cluster is too mixed to treat it as a true umbrella duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the closest thing to a general representative because it concerns core model initialization behavior rather than a single model or peripheral API surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: Qwen3.5 recurrent-state caching vs Whisper processor decoding options." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "One is generation bookkeeping after sync_gpus; the other is metric gathering dropping tuple labels." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes differ: tensor-parallel loading vs extra CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression vs a patchtsmixer post_init API constraint; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states output bug and ModelOutput key assignment bug are unrelated internals." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Ministral FlashAttention failure and the other is an s_aux=None crash in a different integration path." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are unrelated issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs a broad exception swallowing errors in Fuyu batch feature conversion." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to a sequence-classification zero-loss bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile are different problems." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs chat template crashes on tool-call messages." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config mismatches: Gemma3TextConfig API discrepancy vs Llama4 missing pad_token_id." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer loading failure and Perceiver positional interpolation failure do not share a bug path." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in deepspeed Adafactor training vs TrainerState token-count not updating." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Save/dequantization behavior and wrong custom-module reload after save_pretrained are related only broadly, not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash local-model import warning is unrelated to Qwen recurrent-state reset behavior." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 vision loading breakage and base_model_prefix handling are distinct loading regressions." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM with Adafactor is unrelated to output embedding reinitialization in post_init." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in optimizer use vs model-loading breakage for Llama 3.2 Vision are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading failure are separate runtime behaviors." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect checkpoint save_pretrained behavior are different failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and stale docs referencing pipeline() are not duplicates." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video regression affect different models and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and AutoTokenizer loading are unrelated subsystems." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config APIs, but Gemma3TextConfig discrepancy and Qwen multimodal text_config unwrapping are different concrete bugs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import error and mistral_common ReasoningEffort import error are separate missing-symbol issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reset are different config serialization problems." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are not the same defect." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression for Llama 3.2 vision vs GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading memory growth and Gemma-3 eos_token_id inconsistency do not share a code path." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Adafactor OOM in deepspeed and CustomTrainer.compute_loss signature mismatch are unrelated training 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": 17, + "review_unit_index": 29, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:41950", + "issue:42175", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45406", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43065|issue:44617", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43404|issue:43441", + "issue:43673|issue:44743", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:41950|issue:43475", + "issue:43761|issue:44479", + "issue:43295|issue:44871", + "issue:45127|issue:45200", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:44734|issue:45406", + "issue:44617|issue:45584" + ], + "prepared_review_unit_hash": "1fdb33ab47704883292917ebc42b40d45668f4b03157b55424017d9ca4c5c38d", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36029, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues that only share broad subsystem overlap (generation, processors, configs, multimodal models). None of the proposed soft edges look like true duplicates or mergeable same-bug reports.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s common theme: a Transformers 5.0.0 regression that breaks custom model initialization. It\u2019s general enough to serve as the best anchor, even though the surrounding items are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to represent the cluster because it captures the most general, cross-cutting v5 breakage among the set. It is clearer and broader than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: local dataset loading in a training script vs model config missing model_type during AutoModel resolution." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely different code paths: torch.jit parsing on Python 3.13 vs DeepSpeed ZeRO3 deque handling." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal, but they target different models and different bugs: video input validation vs batched chat-template padding behavior." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Config API inconsistency for Gemma3TextConfig is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging extras/backend dependency issue is unrelated to a model config API discrepancy." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d placeholder in one SAM3 component is not the same bug as CUDA OOM in Sam3Video." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and a missing transformers.onnx import are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is different from an error-message issue about translation tasks in v5." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failures in Ministral-3 are distinct model bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked_prefill and the other is recurrent state reset in modular_qwen3_5.py." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus image-generation test failure are different model-specific regressions." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering dropping tuple labels is unrelated to auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA OOM and resume_from_checkpoint key mismatch are unrelated training/runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different failure mode from checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Token ID config inconsistency for Gemma-3 is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor selection and a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are separate model-family issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as an eos_token_id configuration mismatch." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to missing mm_token_type_ids defaulting." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A 3d_parallel script failure is not the same bug as tensor-parallel OOM loading a large model." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tp load and a key error loading MobileLLM-125M are different issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is not the same as an unrecognized model_type in config.json." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct not persisting on reload are related only at a very broad config level." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field rejection for Beit preset loading is distinct from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve and a missing _tokenizer on Gemma4Processor are different server/runtime bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription generation failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43388", + "issue:43582", + "issue:43644", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + 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404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated across different models, configs, and runtime paths; none of the soft links look like true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most active/central item in the set (open and referenced), but it is still only a weak cluster anchor rather than a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: one is CLIPVisionModel hidden_states output regression, the other is MoE load-balancing loss handling when router logits are disabled." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are unrelated code paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both touch Qwen3 loading, but one is a weight-shape mismatch and the other is a tied-weights warning bug; not the same underlying issue." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but stale num_return_sequences warning and Whisper empty-transcription failure are distinct bugs." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and KV-cache continuation indexing crash are different failures in different execution paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor image-size mismatch are unrelated vision-model issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation bug are different model-specific problems." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but all-zero assistant masks in chat templating and wrong vision_position_ids in Qwen2.5-VL are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing pipeline() after removals and SigLIP2 producing bad outputs are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation behavior, but compiled-forward inconsistency and a stale warning are separate issues." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig rotary_pct reload loss are different persistence/config bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "One is an isolated reproduction of a linked issue; the other is a crash on assistant tool-call messages. The relationship is too weak to treat as the same bug." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading a specific multimodal model are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash do not share an underlying code-path." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and stale auto_mappings references are different CI breakages." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/parsing failure in DebertaV2 and flash_attention AttributeError on sink-less models are unrelated." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and slash-suffixed local model import warning are different issues." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Metric gathering truncation and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different model-save bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU arange device bug in XLNet and bare except swallowing errors in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files missing revision forwarding are different repository/API issues." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init support in patchtsmixer and ModelOutput None-key assignment are separate logic bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 Python 3.13 import failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and config reload reverting rotary_pct are different state-handling problems." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and missing TensorFlow backend when only tensorboard is installed 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": 17, + "review_unit_index": 31, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:45276|issue:45584", + "issue:44496|issue:45803", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:36246|issue:38617", + "issue:38175|issue:43065", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:44466|issue:44913", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43643|issue:44496", + "issue:42490|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:43976|issue:44987", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "65d26110ffc8216a6a80d45bf030cbc435743b81f035fd6bfeac5a1a354983a9", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37692, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a loose set of unrelated Transformers issues centered around import/load regressions, config bugs, pipeline failures, and model-specific breakages. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.76, + "canonical_issue_reason": "issue:41628 is the most generic, core-API-facing failure in the set (a direct transformers import/export regression) and is a reasonable anchor for this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 has the clearest, broadest user impact and the most canonical failure signature among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python/version-related failures, but one is a Transformers 5.1.0 compatibility problem and the other is a DebertaV2 import parsing error on Python 3.13; different code paths and fixes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA model failure vs local dataset loading in an example script; unrelated subsystems and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is Qwen3OmniMoe video input validation, the other is serve KV-cache continuation tensor indexing; both multimodal, but not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI failures, but one is a GraniteSpeech test regression and the other is stale auto_mappings references; different root causes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Generic placeholder issue vs a specific fbank feature extraction bug; no shared code-path." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading failure in an example script; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing bug vs Whisper empty-transcription generation failure; different models and mechanics." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Config/model-type loading error vs a bare-except bug in FuyuBatchFeature tensor conversion; unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc example errors vs example-script local dataset loading; only a vague documentation/example overlap." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit error vs Whisper generation on empty transcription; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs Gemma4 token embedding resizing; different APIs and failure modes." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug vs notebook syntax error; completely different issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both involve multimodal config fields, but one is default-initialization with None and the other is a missing deepstack field being dropped by strict serialization." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors for processor-related symbols, but they concern different names, models, and likely different export points." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash vs serve KV-cache continuation indexing bug; unrelated tokenization vs serving code." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Two different missing imports from different modules; same symptom class only, not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs a dummy Conv2d in Sam3PixelDecoder; no concrete overlap." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package/backend dependency complaint vs generic dependency issue; too broad and not the same failure." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention/PyTorch versioning, but one is compiled flex_attention failing on torch>=2.9 and the other is an import version check bug; not the same code-path problem." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction bug; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of tied lm_head weights vs GPTNeoX rotary_pct reload persistence; different config/state issues." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model weight handling, but one is tied lm_head weights in Mistral3 and the other is a Qwen3.5 save_pretrained regression; not mergeable as one fix." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown vs unsafe sys.modules access; related only at a very high level." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve tensor indexing bug vs local model cache-path collision with trust_remote_code; different layers of the stack." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models vs cache-path collision for local models; unrelated regressions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs unrecognized model_type/config.json issue; both config-loading failures, but not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash import warning vs leaf-directory cache collision; both path-related, but distinct causes and fixes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading regression vs stale Sam3LiteText auto_mappings references; different targets." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure in GraniteSpeech vs model-loading failure for Phi-4 multimodal; no shared code-path." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash load issue vs Phi-4 multimodal load issue; same broad area, but different model-specific problems." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save failure vs Ministral-3 FlashAttention runtime failure; unrelated model operations." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility issue vs loading a specific model on transformers>=5.1.0; different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embedding/tokenizer-related behavior, but one is a processor/tokenizer regression and the other is Gemma4 decoder embedding resize propagation; 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": 17, + "review_unit_index": 32, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:44016|issue:44062", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:38175|issue:44617", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:41950|issue:43650" + ], + "prepared_review_unit_hash": "0cc9d57d95913c6f3bbafb632bafadaca5ab15b60e5c2b6c9edfd0c5ce3a3c5f", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36020, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: issues span unrelated model-loading, tokenizer, config, pipeline, docs, and environment regressions across many different models/subsystems. No soft duplicate edges look safe to merge.", + "confidence": 0.96, + "canonical_issue_reason": "If forced to pick a representative issue, 44521 is the most central/active, but there is no true canonical because the cluster is not a single bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the best overall issue to represent the cluster only by activity and breadth; however, the set is too mixed for a meaningful duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword conflict; unrelated failures." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug vs ANSI coloring in loading_report; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs auto_mappings cleanup/CI breakage; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image processor label reduction bug vs docs mention return_all_scores; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config loading error vs PIL/torchvision dependency issue; different problems." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import symbols/modules and likely different root causes." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression vs Qwen3.5 save_pretrained regression; not the same code path." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args ignored vs tie_word_embeddings warning; unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug vs Whisper empty transcription failure after align_special_tokens; different issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility vs vague dependency issue; too different and underspecified." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Eval/gradient-checkpointing incompatibility vs auxiliary-loss omission in D-FINE; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch vs model config loading failure; no shared bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Loading regression vs save_pretrained visual-key regression; different failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config vs AutoModelForCausalLM text_config unwrapping; different model init paths." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks vs still-image RoPE position scaling; both multimodal but different mechanisms." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss bug vs Gemma4 mm_token_type_ids defaulting; unrelated training-path issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific HybridCache import error vs broad import-errors-after-upgrade report; too coarse to treat as the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility vs PEFT minimum-version bump; different dependency problems." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug vs remote_code breakage across versions; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Multimodal config default initialization bug vs missing pad_token_id on Llama4Config; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "DeepSeek tokenizer regression vs Granite tokenizer regression; same broad area, but different model-specific code paths." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 probability issue vs Sam3Video CUDA OOM; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor selection bug vs Gemma4 device-map mismatch; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 checkpoint-saving regression; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compile failure vs tensorboard/TensorFlow backend issue; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example/model mismatch vs text-classification docs stale option; both docs-related but different topics." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic transformers dependency issue vs specific PEFT version pin problem; different package constraints." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test load failure; different model families and code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression vs DeepSeek tokenizer output regression; both tokenizer-related but not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor bug vs low-signal issue title with no clear technical overlap." + } + ] + }, + "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": 17, + "review_unit_index": 33, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:45081|issue:45907", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:43450|issue:44279", + "issue:45600|issue:45712", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43441|issue:44683", + "issue:43653|issue:45593", + "issue:43262|issue:44521", + "issue:44016|issue:45823", + "issue:43723|issue:44162", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:42175|issue:43976", + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:44987|issue:45542", + "issue:43122|issue:43650" + ], + "prepared_review_unit_hash": "57062d95c9f0543a65dab0719a0f41df8e8b10a66a78b4d4b1cdeb3f43f5fe52", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping of unrelated Transformers issues sharing broad language around tokenizers, loading, processors, and model regressions. I found no soft-edge pair that looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical duplicate emerges because the items are heterogeneous. If one representative must be chosen, issue #44521 is the most active and broadly described, but it is not a true umbrella for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44521 is the best single representative only by discussion/references, not by duplicate semantics. Overall the cluster is too diverse for a meaningful canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex/backend_tokenizer crash; different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer patch crash and list_repo_files revision forwarding are unrelated subsystems and failure modes." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is a save/load serialization bug, not the same as AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights unexpected argument are completely different problems." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Adafactor OOM and the other is optimizer.step being called twice; not the same underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batched-shape bug and a generic dependency issue do not describe the same defect." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "One is stale auto_mappings references to removed configs; the other is leftover dummy classes leaking into dir(transformers). Different cleanup issues." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated vision-model bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and Gemma4 resize_token_embeddings propagation are both weight-related, but they affect different mechanisms and paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with gpu/cpu offload are distinct quantization lifecycle bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm precision error and GlmMoeDsaIndexer torch.split return values are unrelated implementation bugs." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "The placeholder-style 'ADD THE DATA' issue is not the same as an apply_chat_template crash on tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different save-vs-load issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save artifacts and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but one is a model-specific FlashAttention incompatibility and the other is a compiled flex_attention torch-version failure." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is default audio sampling rate and the other is all-zero assistant masks for multimodal inputs; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading issue and ESM2 model breakage are not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are separate model/tokenizer failures." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are different API regressions." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow extra installation packaging and Python-version compatibility are different dependency/environment issues." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation drift for return_all_scores and SigLIP2 nonsensical outputs are not the same underlying problem." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and missing TensorFlow backend behavior are different missing-dependency problems." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and tensorboard/TensorFlow packaging are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer version drift and the malformed placeholder issue have no substantive overlap." + } + ] + }, + "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": 17, + "review_unit_index": 34, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:43352|issue:45250", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:44779|issue:45292", + "issue:44877|issue:45375" + ], + "prepared_review_unit_hash": "6d0a312b87210891297844274858a7d039e598e9d56b4d0255e9e9f2f823f7d6", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "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": "All candidate pairs look like distinct bugs or regressions rather than duplicates. The set is broadly related to Transformers regressions, but the concrete failures span different symbols, models, configs, and subsystems, so I rejected every soft edge.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43824 is the clearest concrete user-facing regression here: a specific missing model export causing an ImportError, with strong discussion and inbound-reference signal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the strongest issue to anchor this cluster because it is specific, well-scoped, and has the most evidence of impact and reuse.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Different failures: a missing model export vs a Python-version compatibility problem." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug and CUDA OOM are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is not the same as GLM-4V loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-related, but one is a missing attribute and the other is trust_remote_code dropping fields." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch for return_all_scores does not match a slow import regression." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to the Python 3.9/3.10 support issue." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE, but one is a LoRA compatibility issue and the other is a model-loading regression." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output in a report utility is unrelated to a docstring bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing router loss and D-FINE auxiliary-loss behavior are different model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and fbank feature extraction are different failures." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Slow import timing is unrelated to eos_token_id configuration inconsistency." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction logic and sys.modules access are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they affect different packages and symbols." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific Flash Attention 2 unsupported error is not the same as a generic flash-attention issue." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VL export and missing HybridCache export are distinct import regressions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access does not match a pytest-xdist captured-info race." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and trust_remote_code breakage are different mechanisms." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing auxiliary loss and AMP CUDA crash are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer reading bug is unrelated to a tokenizer/filtering slowdown regression." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are different model bugs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VL image processor import failure is unrelated to Deepspeed/Bert index errors." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict granite_speech config loading and Qwen3_5MoeVisionConfig field dropping are related in theme but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:45292|issue:45584", + "issue:43901|issue:45003", + "issue:45292|issue:45701", + "issue:44496|issue:45003", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:42886|issue:45229", + "issue:43257|issue:45137", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:44869|issue:45356", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:44361|issue:44749", + "issue:43646|issue:44162" + ], + "prepared_review_unit_hash": "4bc168c530fc3a498564d51ffcc81c32984a630eb485323d5bd866ee5e2bd4b6", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36457, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the titles span unrelated bugs in tokenization, generation cache handling, model loading, Deepspeed, SAM, and docs. There are a few superficial overlaps, but no soft pair looks like the same concrete bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43673 is the closest representative because it is a concrete generation/cache regression and the only item with a nearby cache-related soft match; the rest of the cluster is too broad and unrelated to share one canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43673 is the best issue to anchor the cluster because it is specific, actionable, and sits closest to the small generation/cache subgroup, even though the overall cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: token embedding resize/output embeddings vs Whisper empty transcription generation failure." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch in text-classification pipeline vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Different scope: resize_token_embeddings bug vs broad tokenization behavior changes across versions." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading error vs sys.modules import handling issue." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs ANSI coloring in loading_report; unrelated subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both touch tokenizer errors, but one is model loading and the other is protobuf exception masking; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs import time performance regression." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in strict deserialization vs from_config not unwrapping composite text_config." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU OOM; unrelated failures." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs ZeRO3 deque underflow; different code paths." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type warning for sam3_video/sam3_tracker mismatch." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass vs required mm_token_type_ids for text-only fine-tuning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing vision encoder attribute vs video input ValueError in Qwen3OmniMoe; not the same failure." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy change; different issues." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied lm_head weights vs resize_token_embeddings not affecting decoder.embed_tokens." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading problem vs double optimizer.step under deepspeed." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs ESM2 broken model workflow; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-embeddings warning during LoRA fine-tuning vs flash-attention generation failure; different concrete bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tied-embeddings warning vs stale num_return_sequences warning in paged generate(); not duplicates." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs stale auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache, but one is missing cache in chunked prefill and the other is wrong tensor indexing in serve continuation; too different to merge." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs a tied-weights warning; unrelated symptoms." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character decode crash vs Kimi-K2.5 codec handling regression; similar area, different bug." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing image_utils import vs tokenizer exception masking when protobuf is absent." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch vs processor.save_pretrained missing files; different save paths and artifacts." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but one is sync_gpus kwargs updating and the other is cache availability; not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks vs a performance regression after upgrading transformers." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in v5 vs ESM2 model breakage; different root causes and surfaces." + } + ] + }, + "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": 17, + "review_unit_index": 36, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:44038", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45656", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:42222|issue:45200", + "issue:43377|issue:44242", + "issue:44964|issue:45137" + ], + "prepared_review_unit_hash": "ef0c9b42a9d76300252855e7979ebb20fac481ea73e222b732c01162d55b3c54", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "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 unrelated issue reports, but the packet contains at least two clear exact-duplicate pairs: 42673/43704 and 45310/45478. The soft-edge candidates are still conservatively rejected, and the earlier summary was too strong in implying the VRAM-leak pair was the only obvious duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "42673 is still the best canonical pick for the VRAM-leak pair because it is the more detailed and higher-activity report, and 43704 repeats the exact same title and bug.", + "canonical_pr_reason": null, + "best_issue_reason": "42673 is a strong global issue representative because it is a concrete, clearly duplicated bug report with good detail and activity. That said, the set also includes another exact duplicate pair (45310/45478), so this cluster is not uniquely centered on only one duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Different failure modes: generation cache regression vs broad import errors after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file handling is unrelated to a deepspeed double optimizer step." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown during filtering is not the same bug as duplicate optimizer stepping." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated problems: filtering slowdown versus Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is unrelated to GGUF loading failure in v5." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus a specific Gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Torch ImportError for AutoModel is unrelated to a Sentence Transformers loading hang." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API warning is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and symptoms: SAM 3 attribute error vs Qwen2.5-VL position IDs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A model output attribute bug is unrelated to missing AutoConfig fields with trust_remote_code." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols/modules and lack a concrete same-bug match." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation crash are unrelated code paths." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "A model output attribute bug is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 family, but one is a missing config field and the other is a from_pretrained regression; not the same concrete bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "From_pretrained error versus silently dropped vision config field are different failures." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to torch.compile attention kernel divergence." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading issue is unrelated to incorrect pipeline-parallel outputs." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same bug/title: Qwen3ForCausalLM VRAM leak across multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus HybridCache." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression is not the same as FP8 save_pretrained failure." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output mismatch is unrelated to a specific-image infinite loop in Qwen3_5." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained moe and Qwen3.5 MoE from_pretrained are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache regression and attention-kernel branching under torch.compile are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different regressions." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized model saving failure is not the same as extra_state handling in save/from_pretrained." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/extra dependency behavior differs from leftover dummy class cleanup." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync_gpus bug is unrelated to a Janus image-generation test failure." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen variants and different symptoms; not enough to treat as the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage is unrelated to Gemma-4 token type ID defaults." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency is unrelated to MoE load-balancing loss omission." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque error are different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical duplicate call on 42673/43704 is grounded, but the summary is too strong: the packet also contains another obvious duplicate pair with the exact same title, issue 45310 and issue 45478 ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'). So it is not accurate to say the only clear duplicate is the Qwen3ForCausalLM VRAM leak report. The soft-edge verdicts themselves are mostly conservative, but the overall summary overstates uniqueness." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36331", + "issue:42175", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43278", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45656", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:43526|issue:45561", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44188|issue:44373", + "issue:42898|issue:45812", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:43116|issue:44190", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:30333|issue:36331" + ], + "prepared_review_unit_hash": "92571dd94164bdeb7035931fcccda64b26d24c031abb770dc0ccc7ba751e7020", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37203, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose bag of unrelated bugs; I found no soft-edge pairs that look like the same underlying issue. The best representative issue is the broad, user-impacting Granite tokenizer regression.", + "confidence": 0.51, + "canonical_issue_reason": "issue:45812 is the most broadly scoped and severe user-facing regression in the set: a silent v4\u2192v5 tokenizer bug affecting all Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest anchor for the cluster because it describes a concrete, high-impact tokenizer regression with wide model coverage and clear reproduction scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: BEiT label reduction bug vs pytest-xdist file-race in testing utils." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model auto-loading/config error vs test artifact race condition." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different code paths and symptoms: BEiT pretrained loading legacy field vs testing utility race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated backend packaging issue vs missing image_utils import." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different subsystems: multimodal config default initialization vs Whisper timestamp decoding crash." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "No shared underlying bug: sentence-transformer loading hang vs embedding reinit on resize." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated: Python version compatibility vs missing import symbol." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Both mention None/default handling, but in different classes and unrelated failures." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same concrete problem." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different packages/models; no common code-path bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated training/eval dtype regression vs DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence vs docstring typo; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they are distinct failures on different APIs/models." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash vs auto-docstring annotation crash; different subsystems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on training failure vs DeepSpeed/Adafactor OOM; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "General tokenizer loading issue vs missing BOS/EOS addition; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions with different model-specific root causes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal model-loading failures and different causes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Unrelated Qwen3-Next tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but the reported regressions and affected models differ." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version pin issue vs leftover dummy classes/check-repo problem." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import vs dummy-class cleanup; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer read/write bug vs optimizer step duplication under DeepSpeed; different symptoms and layers." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained MoE issue vs tokenizer_class mismatch in tokenizer_config; unrelated save paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch vs DeepSpeed optimizer stepping bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config defaulting bug vs non-persistent buffer junk; not the same underlying issue." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: multi-label output handling vs local dataset loading." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument regression vs auto-docstring annotation crash." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other processor file output." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 vs missing processor files; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Different components and failures; no shared code-path." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failure reporting vs custom trainer loss-signature breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45834", + "issue:46002" + ], + "soft_pairs": [ + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:28282|issue:30333", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:30333|issue:35141", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:44483|issue:45406", + "issue:44373|issue:44485", + "issue:44263|issue:44360", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:30990|issue:38175", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43756|issue:44060" + ], + "prepared_review_unit_hash": "e111f0bc865c656e2f204667317589284546f4e181dfb4adbbafd3146d23e65e", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37049, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by superficially similar Transformers import/tokenizer/model-loading regressions, but the pairwise evidence does not show a shared underlying defect. The soft matches mostly span different code paths, different models, or different failure modes, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43723 is the broadest and most central issue here: a generic v5 tokenizer-loading failure that also sits in the middle of several tokenizer-related soft matches. It is still only a loose umbrella, not a true duplicate hub for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best representative issue because it is the most generic, recurring tokenizer-loading regression among the candidates. That said, the cluster is too heterogeneous for a strong canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is AutoImageProcessor and the other is is_offline_mode from huggingface_hub; different symbols and likely different fixes." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to AutoModel requiring PyTorch; they concern different missing dependencies." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "One is tokenizer_config save metadata mismatch, the other is a Qwen3.5 MoE from_pretrained load failure; different bug surfaces." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained for MoE and max_shard_size behavior are both save-related, but they are different issues with different root causes." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch-not-found import error and MLFlow job reporting are unrelated failures." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to a long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading in v5 and Qwen3.5 flash-attention generation problems are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLFlow reporting is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in a DSA indexer is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are distinct processor/model-save bugs." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "A Qwen2_5_VLProcessor batched padding crash is unrelated to an auto-docstring AttributeError from future annotations." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request handling and Gemma4Processor missing _tokenizer are different failures despite both involving serving." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same defect." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta initialization incompatibility and incorrect visual encoder keys in save_pretrained are separate issues." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and Gemma-3 eos_token_id inconsistency are different tokenizer/model-config problems." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load problems, but the affected model and failure mode differ; not the same underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stalling and siglip2 zero probabilities are unrelated model behavior reports." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 training degeneration and NaNs in classification heads after init/checkpointing are different numerical issues." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer failing to load FastSpeech2ConformerTokenizer is a specific tokenizer registration problem, not the same as the broader v5 tokenizer-loading issue." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal default config initialization and GPTNeoX rotary_pct reload behavior are both config-related but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy concerns are unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer torch.split behavior and a position_ids docstring issue have no shared defect." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3-VL-Moe bugs are separate problems." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping errors and mdeberta-v3 add_special_tokens/BOS-EOS behavior are different tokenizer bugs." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "is_offline_mode import failure is one specific breakage; many import errors after upgrade is a broader report, not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache loading offline and quantized model saving are unrelated issues." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are different architecture/config 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": 17, + "review_unit_index": 39, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:42831|issue:45753", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:22355|issue:28218", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:44261|issue:44373", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:29127|issue:30990", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:42907|issue:43452" + ], + "prepared_review_unit_hash": "76cb8dbc1b226a3d4a7160ef4873fbb92947b4ca9da1ea060f9014028f336a74", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36519, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of mostly unrelated Transformers issues spanning tokenization, multimodal/chat templates, model loading, generation, config plumbing, and a few model-specific bugs. None of the soft-similarity pairs look like the same underlying bug or change, so I would reject all soft edges.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the closest thing to a representative issue because it is a broad tokenizer regression report and overlaps thematically with several nearby tokenization-related complaints, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different problems: FP8 accuracy regression vs Qwen3_5 image infinite loop." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage is unrelated to sentence-transformers import NameError." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is separate from v5 decoder-type mismatch." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs multimodal assistant_mask generation bug; different code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error for transformers.onnx vs added-space tokenization issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Mapping fallback bug is unrelated to AutoProcessor cached_file kwargs forwarding." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and torch.split behavior are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage differs from NaNs in classification heads." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang and Mac bus error are distinct failure modes." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer access bug is unrelated to tokenizer_class saved in config." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading kwargs vs chat template crash with tool-call messages." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs update bug is different from recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Model save failure is unrelated to incorrect pipeline-parallel output." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General tokenization change vs batched Qwen2_5_VL chat-template crash." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import is not the same as broad import errors after upgrade." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue is unrelated to pipeline-parallel inference output." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug and sleng-bert loading failure are different models/issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings references." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Layernorm precision/config bug is unrelated to a wrong docstring." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning is not the same as missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug and all-zero assistant masks are separate tokenizer/multimodal issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label behavior is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation bug does not match flash_attention_3 training degeneration." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug is unrelated to tokenizer save_pretrained class mismatch." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are different failures." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization, but they are different model/version regressions with different symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug is unrelated to position_ids buffer read error." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model save failure and gguf_file load-path breakage are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43122|issue:44977", + "issue:43784|issue:45446", + "issue:43493|issue:45753", + "issue:42907|issue:44222", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43064|issue:43673", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44117|issue:45588" + ], + "prepared_review_unit_hash": "8c89a348e3f1981b1d845368f1b519ebb000b3b262b6e6cb8a60c759780eadf7", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35394, + "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 heterogeneous: it groups many Transformers v5 regressions and model-specific bugs, but the soft edges are mostly broad thematic similarities rather than true duplicates. I do not see any pair that is clearly the same underlying bug or mergeable into one PR.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('Many import errors after update from 4.57.0 to 5.5.0'), so it is the most plausible representative issue for the cluster even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best represents the cluster because it captures the widest version-regression/import-error pattern; the other issues are narrower, model-specific, or unrelated symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training failure vs. multi-label example-script output bug; different code paths and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/classes and different API surfaces." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe runtime bug vs. FP8 save_pretrained bug; different failure modes and likely different fixes." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 save/from_pretrained regressions, but one is about incorrect checkpoint saving and the other about a from_pretrained load error; not the same concrete bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; same broad class of breakage but not the same underlying issue." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype change between train/evaluate vs. incorrect output under pipeline parallelism; unrelated behavior." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer output drift across versions vs. flash-attention generation bug; too different to merge." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration vs. a PyTorch version check bug for AuxRequest; different root causes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs. Qwen3.5 infinite loop on one image; both model-related but not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs. FP8 save_pretrained moe; both serialization-related but clearly different model families and mechanics." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on UMT5Encoder load vs. AutoProcessor not forwarding kwargs; unrelated loader paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type bug vs. Deepseek tokenization regression; both tokenizer issues but not the same failure." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import errors, but one is a single missing symbol and the other is a broad version-upgrade report; not the same concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM with multi-threaded dataloaders vs. dtype mismatch in CI inference; different runtime problems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error for GLM-5 vs. RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module vs. LayoutLMv3 box-validation error message; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression vs. NaNs in classification heads after checkout/init; different symptoms and code paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior/settings issue vs. missing get_number_of_image_patches on an image processor; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility problem vs. PyTorch version gate bug; both version-related but not the same issue." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose models broken vs. Ministral-3 FlashAttention failure; different models and failure mechanisms." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state corruption with FSDP2+PEFT+cpu_ram_efficient_loading vs. GenerationMixin cache missing in chunked_prefill; unrelated training vs. generation bugs." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label output bug vs. SigLIP2 implementation discrepancy; no shared code path." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args ignored during optimization vs. evaluate() failing after train(); both trainer-related but different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual encoder key regression vs. Qwen3.5 Moe from_pretrained load error; closely related family, but not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3-VL-Moe failures with different entry points (general bug vs. load error)." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script classification output bug vs. pipeline translation-task error messaging; unrelated behavior." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper output-length calculation in qwen3_omni_moe vs. PyTorch version check for AuxRequest; different layers." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 GenerationConfig invalid vs. stale warning for paged generate(); unrelated generation issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs. flash_attention crash on s_aux=None; different modules and failure modes." + } + ] + }, + "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": 17, + "review_unit_index": 41, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45561", + "issue:46002" + ], + "soft_pairs": [ + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:42673|issue:43906", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:39401|issue:43421", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:42673|issue:43582", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:42490|issue:42673", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:42371|issue:42831", + "issue:44483|issue:45464", + "issue:43066|issue:43122" + ], + "prepared_review_unit_hash": "6020e0895fcc683fdbec86cc2fbf67cb27e290e17b02c9006691d2bd787fc97f", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35620, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of distinct Transformers bug reports. The tokenizer-v5 issues are related at the theme level, but there isn\u2019t enough evidence here to treat issue:43066 and issue:43122 as the same concrete bug or a mergeable duplicate pair.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer regression report in the cluster, framing the 4.57.3\u21925.0 behavior change generically and making it the best representative for the shared tokenizer-v5 topic.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best cluster representative because it captures the cross-version tokenizer behavior change in the broadest terms, which is more useful than the narrower decoder-type symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "The titles indicate related tokenizer regressions in v5, but that is not enough to conservatively conclude the same underlying bug or one PR-fixable change without body-level evidence tying the failure modes together." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overreaches on the lone accepted soft pair. From the packet we only have titles for issue:43066 and issue:43122, which show related tokenizer regressions in v5, but not enough evidence to conservatively mark them as the same bug/mergeable fix. The rest of the soft-edge refusals look appropriately cautious. I\u2019d keep the overall summary, but change the 43066\u219443122 verdict to a non-accept unless more body-level evidence ties them together." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:43976|issue:45071", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873" + ], + "prepared_review_unit_hash": "b89557839026f3c5b47676b25e3d2719d2251367128402e8f240ec57d7bdc91a", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39104, + "estimated_input_tokens": 9776, + "estimated_eval_tokens": 19808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers issues: import errors, model-specific load/config bugs, optimizer/training regressions, and warning/behavior changes. None of the soft pairs look like the same underlying bug, so I would not consolidate them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43097 is the broadest, most umbrella-like regression report in the set (v5 breaking change, multiple references, general impact), so it is the best single representative if one must be chosen. That said, the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43097 is the best global issue candidate because it is the most generally applicable and externally referenced report among otherwise disparate bugs. It is still only a loose representative, not a real duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both are optimizer-related, but one is about SGD args being ignored while the other is a double optimizer.step with deepspeed; different code-paths and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Cache handling during generation/chunked prefill is unrelated to a testing_utils.py bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A bfloat16 compilation warning and Blip2 dtype remaining float32 are different symptoms with different causes." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained max shard size discussion is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor and a missing rms_norm_eps config field are different model/component bugs." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "These affect different Qwen variants and different failures: missing projections vs a load error in from_pretrained." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder is a separate API change from unexpected position_id key warnings." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling in GLM-MoE is unrelated to a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A precision warning during bfloat16 compilation is not the same as a sam3_video/sam3_tracker model-type mismatch warning." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and tokenizer protobuf error hiding are unrelated subsystems." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 load failure and the other is degenerate training behavior; different bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "A PretrainedConfig typing regression is unrelated to a tf-backend error caused by tensorboard-only installation." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "These are different Qwen model families with different load failures, not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and config type-checking are unrelated regressions." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils.py bug do not share the same underlying issue." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings removal and gguf_file loading failures are separate API/load-path problems." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Missing torchvision support in AutoProcessor is unrelated to a testing_utils.py bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A TOKENIZER_MAPPING_NAMES None-handling bug and a physical-intelligence/fast load failure are distinct tokenizer/model-loading issues." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "These concern different areas entirely: video processor dependencies vs save_pretrained shard sizing." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch counting and torch.split return values are different bugs in different GLM components." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "A sam3 model-type warning and a tie_word_embeddings warning in Qwen fine-tuning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version support breakage is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision and missing ReasoningEffort imports are different dependency/import problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window issue is unrelated to a testing_utils.py bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing rms_norm_eps config field and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states under FSDP2+PEFT and Liger Kernel not being applied with model_init are different training-stack problems." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attn projections in qwen3next and a missing deepstack_visual_indexes config field are different model/config regressions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal and a flash_attention crash on sink-less models are unrelated bugs." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer mapping None are different tokenizer issues." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "layer_type_validation and HybridCache are different missing imports from different parts of the package." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "These are different Qwen-family bugs with different symptoms; not one underlying defect." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and an auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Unexpected network access with local_files_only and a missing embed_tokens.weight in UMT5Encoder 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": 17, + "review_unit_index": 43, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45479", + "issue:45753" + ], + "soft_pairs": [ + "issue:43986|issue:44016", + "issue:43066|issue:43906", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43352|issue:44380", + "issue:42886|issue:43381", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:42490|issue:43012", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:43299|issue:45753", + "issue:36683|issue:43475", + "issue:42994|issue:44655" + ], + "prepared_review_unit_hash": "47bd11a5af625aaaacc642ff52e08c0dccd69ff5b573817862b6a03c4a6c61b5", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37648, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like mostly unrelated Transformers bug reports that only share superficial regression/import-error wording. I don\u2019t see any soft pair that clearly describes the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44483 is the best single anchor if one must be chosen: it is a broad, user-facing regression with concrete API impact and clear discussion, while the other issues are narrower, model-specific, or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44483 is the strongest representative issue in this set because it is well-scoped, high-impact, and more central than the rest; however, it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Different problems: a video-model AutoProcessor crash vs a notebook syntax error." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Different bugs: tokenizer decoder-type regression vs an isolated reproduction of another issue." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed API behavior vs documentation mismatch for an unrelated pipeline flag." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different code paths: pipeline task messaging vs saving Pipeline objects." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight-loading bug vs save_pretrained shard-size default question." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated: xLSTM training issues vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision warning during compile is not the same as the SDPA compile failure." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different concrete issues: unsupported Flash Attention 2 for Nemotron vs GPT2 attention scaling being ignored." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline tokenizer cache failure and eval-mode gradient checkpointing are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 precision warning is not the same as the tie_word_embeddings warning." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model saving bug vs an infinite-loop inference bug on a specific image." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend behavior and sequence-classification loss degeneration are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific Flash Attention support issue vs Python version compatibility problem." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state mismatch is unrelated to attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection vs batched chat-template crash with tool calls." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained issue vs Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local-path warning vs a compile-time bfloat16 warning." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other missing hidden_states; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about precision is not the same as compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing hub import and missing model-class import are different import errors." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration import vs network requests despite local_files_only=True are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs FP8 inference support request." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-related failures: endpoint request rejection vs assistant tool-call template crash." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression vs generic sorted-state_dict load error." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs a GLM-5 RoPE implementation discussion; not the same issue." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions API rejection is unrelated to Qwen2.5-VL video position-id bugs." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation about return_all_scores vs saving Pipeline objects are different concerns." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3.5 MoE loading regression vs an image-specific infinite loop." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43352", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45850" + ], + "soft_pairs": [ + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:43867|issue:45216", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:36683|issue:44242", + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:43352|issue:43931", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:44360|issue:45440" + ], + "prepared_review_unit_hash": "cc79cace4c28c120ccbd3497f26ee409508297b8729ab6fa9a2726b97d229845", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37367, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers regressions and import/load bugs rather than true duplicates. None of the soft pairs look safe to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report here, covering many import failures after a version upgrade, so it is the closest representative issue even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general and representative issue in the set, but it should be treated as a loose umbrella rather than a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different bugs: Flash Attention support error vs invalid GenerationConfig validation." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated optimizer-argument handling vs GPT-2 attention scaling bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading/serialization failures with no shared concrete code path." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import-time errors for different symbols." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs wrong decoder type, not the same defect." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma config attribute bug vs patchtsmixer post-init policy change." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different serialization/loading problems in different APIs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version compatibility regressions, but on different versions and failure modes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-Attention support error vs auxiliary-loss bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes on different models." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression vs Qwen save_pretrained regression." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different tensor-parallel/model-implementation bugs." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different model/config issues, not the same load path." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "torch.compile branching bug vs GPT-2 attention scaling bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state bug vs cache strategy typo." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash-Attention support error vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different from_pretrained failures on different models." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad bug vs broad version-wide import-breakage report." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file loading issue vs Python 3.13 decorator parsing failure." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict ordering bug vs missing visual-index config field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-time performance regression vs xdist file race." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different issues about model config attributes vs distributed optimizer state." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test seeding flakiness vs xdist captured-info file race." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different Python-version regressions affecting different code paths." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict ordering bug vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache update bug vs vague broad breakage complaint." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen2.5 load failures, not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad bug vs Python 3.10 compatibility regression." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 load failure vs Qwen2.5-VL video-position-id bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP output regression vs patchtsmixer post-init gating; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Trailing-slash import warning vs SGD optimizer args not being used." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM on model load." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error vs tokenizer loading regression." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU absence vs DeepSeekV3MoE implementation divergence." + } + ] + }, + "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": 17, + "review_unit_index": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:41628|issue:42548" + ], + "prepared_review_unit_hash": "1a200e183498bece84c061ee41cb00dfd23599c09c81eae439d5b79ac4ab0f4f", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38135, + "estimated_input_tokens": 9534, + "estimated_eval_tokens": 19324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a mix of unrelated Transformers issues that share a loose v5/regression flavor (loading, imports, tensor parallelism, FP8, tests), but they do not look like true duplicates of one underlying bug or change. No PRs are present. I selected one broad loading-regression issue as the best cluster representative, but the overall cluster is heterogeneous.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44556 is the broadest representative of the recurring v5 loading/regression theme, covering a generic checkpoint reload failure after upgrading versions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 best fits the cluster header because it is a general upgrade/reload breakage and is closer to the common theme than the narrower import/test/model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Different bugs: a state_dict ordering load failure versus a question about save_pretrained shard size." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated symptoms: CLIPOutput attentions regression versus a float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model paths and failures: CLIP output fields versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a Phi-4 multimodal model-loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "One is a CI test seeding issue; the other is a stale device override test in GraniteSpeech." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different test-related problems: missing set_seed versus broken auto_mappings entries for removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to the AddedToken special-argument collision." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is generic checkpoint reload after version upgrade; not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different FP8/tensor-parallel areas: save_pretrained support versus missing _tp_plan for TP inference." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A SamHQ integration-test seeding problem is not the same as a general bug in testing_utils.py." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory growth is a performance/OOM regression, not a checkpoint reload compatibility issue." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different code paths: no_grad decoration for cache/layer updates versus a dummy Conv2d choice in Sam3PixelDecoder." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and do not look like one concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network access with local_files_only is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors are unrelated to the reported data-filtering slowdown after upgrading Transformers." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tensor-parallel metadata is different from the Qwen3.5 Moe from_pretrained regression." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation bugs: no_grad on update methods versus post-sync_gpus _update_model_kwargs_for_generation behavior." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformers loading hang is unrelated to a documentation wording issue in model.forward." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel support and a missing deepstack_visual_indexes config field are different issues." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-status reporting failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 loading breakage, but they affect different model families and likely different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network calls with local_files_only do not match FP8 save_pretrained support for MoE models." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "An FP8 accuracy issue is unrelated to a missing image-processor method causing token-count errors." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer ReLU discussion." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A filesystem/network policy bug is unrelated to the nonspecific 'racoon' issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking regressions are different problems." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tensor parallel training behavior." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors do not match the inability to save Pipeline objects." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() are unrelated to the 'racoon' issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8-related, but one is save_pretrained support and the other is inference support for Qwen3-VL/Qwen3.5 MoE." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 multimodal model-loading failure are different concrete bugs." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub is unrelated to the broken transformers env command." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken CLI/env command is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env command failure and the Qwen2_5_VL import error are different regressions." + }, + { + "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:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import failures, but they concern different classes and do not appear to be the same underlying breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44938", + "issue:44945", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43976|issue:45850", + "issue:44393|issue:45478" + ], + "prepared_review_unit_hash": "47e7b70cc6d9894855886dc6f6b620e5ab4fb43f648aa735854a1b84357c1621", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38856, + "estimated_input_tokens": 9714, + "estimated_eval_tokens": 19684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers issues. A few cluster around v5 upgrade regressions, import/loading failures, or model-specific breakages, but none of the soft pairs look like the same concrete bug or a safe duplicate merge.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it clearly captures the broad v5 upgrade regression theme around import failures, which recurs across several nearby reports more cleanly than the highly model-specific or vague issues.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most representative issue for triage because it describes the shared user-visible symptom at the right abstraction level and is specific enough to anchor the broader v5 compatibility/import-breakage theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated: one is a nonsensical titled issue, the other is a Gemma-4 audio positional encoding bug; no shared code path." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Both mention v5 breakage, but one is a specific ImportError and the other is a broken CLI command; too different to be the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: broken env command vs Python 3.14 import/load failure; no evidence of one underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-related wording is superficial only; one is a GenerationMixin cache regression, the other is a typo in cache strategies." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Completely unrelated scheduler kwargs bug vs nonsensical titled issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "No overlap in subsystem or failure mode; RoPE implementation discussion is unrelated to the other issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and pipeline docs mismatch are different areas and different bug classes." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Both are import/loading complaints, but one is a missing export and the other is about running compiled Python files; not the same defect." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific chat crash for Qwen3.5-35B; the other is a broad complaint that many models break in v5. Not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Different model/math bugs: RMS norm epsilon precision issue vs DSA indexer ReLU omission." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Too generic to match; missing processor save files is a concrete serialization bug, while the other issue has no identifying detail." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and TF backend undefined error are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe sys.modules access are not the same failure mode." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL-ish behavior, but one is 2D box output errors and the other is an infinite loop on a specific image; not enough to merge." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3 MoE models, but one is a broad v5 incompatibility and the other is a missing tensor-parallel plan; different concrete fixes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output bug vs core PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-upgrade regressions, but one is a broken CLI command and the other is checkpoint reload compatibility; too broad to be duplicates." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4 pad_token_id AttributeError vs a vague umbrella complaint about many models breaking." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star slowdown and missing GenerationMixin cache are different code paths and different bugs." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 loading incompatibilities, but the former is general checkpoint reload failure and the latter is a specific remote-code/meta-init incompatibility; not the same issue." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as a broad report that many models break in v5." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig missing pad_token_idx vs a vague multi-model regression complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings/API behavior is unrelated to cache-strategy typo." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both involve kwargs handling, but in different APIs and subsystems; no shared concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Integration-test seed flakiness and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is specifically import errors after upgrade and the other is a generic complaint that many models break; not the same underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import is slow sometimes vs lazy loading broken; related theme, but not the same defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 type mismatch warning and Liger Kernel application with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs a model output hallucination/box error; no overlap." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error and Qwen3-VL box output bug are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch does not match the generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is a specific tensor/buffer bug; the other issue is too generic." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regression and HybridCache import failure are different import-related issues, not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import-star slowdown vs a small testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallel LLM output correctness are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9/3.10 compatibility issue is not the same as a generic many-models-broken report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5-related failures: one is 2D box output error, the other is a from_pretrained error on Qwen3.5 MoE." + } + ] + }, + "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": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:44077", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "931f54afddf7a3b4461342b5940e8d082f0ad5035a89ab32746b889e1c4842d4", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779569, + "estimated_input_tokens": 194893, + "estimated_eval_tokens": 390042 + }, + "budget": { + "node_count": 44, + "item_count": 44, + "soft_pair_count": 42, + "serialized_chars": 37280, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs are superficially similar only because they mention v5 regressions, loading, or model-specific bugs, but they target different code paths and fixes. No soft edge is strong enough to merge as a duplicate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:41669 is the best canonical issue anchor: it is concrete, regression-focused, and has enough discussion/inbound linkage to serve as a representative high-impact issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the strongest standalone issue overall because it describes a specific, measurable regression with broader impact than the more vague or one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: optional post_init validation vs AttributeError in tied-weight key handling." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward docs confusion and tokenizer loading regression are different problems." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-* performance regression is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training affect different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command and lazy loading failure are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _get_tied_weight_keys crash are distinct save/load path bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU omission and Gemma-4 audio positional encoding are unrelated model components." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not identify the same from_pretrained error in Qwen3.5 MoE." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs being dropped." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math in a processor and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 vision model loading regression are not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star slowdown and VRAM leak in multithreaded inference are different regressions." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs wording issue and flash_attention_utils import error are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both touch model initialization, but one is kernel application with model_init and the other is remote-code/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE logic and Gemma-4 audio positional encoding are different implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only being ignored and timestamp calculation are separate issues." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API guidance is unrelated to the VRAM leak report." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug does not match the VRAM leak in multiple threads." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in the DSA indexer and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer changes in v5, but one is broad behavior drift and the other is a specific decoder-type bug; not clearly the same fix." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs loss and an unrelated low-signal issue titled unemployment are not the same." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the unrelated unemployment issue do not match." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError and chat-template crashes on tool-call messages are different failures." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A nonsense unemployment issue is not the same as a broad v5 regression complaint." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unemployment issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment and a testing_utils bug are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and tied-weight-key handling are different config/path bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx removal and tied-weight-key crash are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and import error for layer_type_validation are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL/MoE support and processor.save_pretrained file omission are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training failure and slow from_pretrained checkpoint loading have no shared code path." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor parallel training bug are distinct problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Pretrained loading performance and forward-doc confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3.5 MoE FP8 support request and from_pretrained loading error are not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowdown and tokenizer loading regression are different failure modes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching not supporting audio models and FP8 Qwen support 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": 17, + "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": "d81e87497b382c778b6b53d98246672fd0dff0489e51094430927e0852d68115", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not appear to be duplicates of one another. Two are about model-loading/authentication behavior, while one is about Tapas tokenization differences; the overlap is too superficial to treat them as the same underlying bug.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical duplicate exists because the cluster mixes unrelated reports. If one issue must anchor the cluster, #16618 is the broadest model-loading report.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative only in the sense that it is the most general and central-sounding of the three, but it still does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different bugs: Tapas tokenization mismatch vs. inability to load bert-base-uncased. They involve different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention loading models, but one is specifically a bad auth/error message for private-model downloads while the other reports a general failure loading a public model. Not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "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": "ce45d12a1b19f95ec399fab591896c5d576aaed59fadf569a7feb183ad25837a", + "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": "These are not duplicates: one tracks Flash Attention 2 support for more architectures, the other tracks GGUF support for more architectures. They share a community-contribution framing but not the same feature work.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical duplicate here; the issues describe different feature requests and should not be merged into one tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better duplicate representative of the other. If forced to pick a cluster representative, 26350 is older and more discussed, but it is still a distinct request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different targets: Flash Attention 2 support vs GGUF support. Same broad 'community contribution' framing, but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "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-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "6708a0640a08936e4c9eeb7e42546312cf15800676fe534ea1671ccfeb4a8108", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains two distinct language-specific docs translation requests (Turkish and Spanish) plus three near-identical generic template issues. The generic placeholder issues look like true duplicates of the same request, but the Turkish and Spanish issues are separate language targets and should stay distinct.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43834 is the best representative of the duplicate generic-template subgroup: it matches the other two almost exactly, is already closed, and predates the other near-identical copies.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest global issue representative because it is part of the only clear duplicate set in the cluster and is the earliest/most established instance of that identical template issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language request; Turkish docs translation is not the same underlying issue as the generic template entry." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language request; Turkish and generic placeholder translation issues are not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different target language request; Turkish docs translation is separate from the generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish are different translation requests, so they are not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish docs translation is distinct from the generic template issue and should not be merged as a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish docs translation is a different language-specific request than the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish docs translation is not the same underlying issue as the generic template entry." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "These two issues are near-identical generic template entries with almost the same content, indicating the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-perfect similarity and identical template-style content make these clear duplicates of the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These are effectively the same generic template issue with nearly identical bodies and titles." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "" + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "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:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "77f6da0403a04d7e6bdf6bfa76887ed87126bea1cd87f723dbcf9df66c4521df", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20703, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20703, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it contains many independent model-addition requests across different architectures, modalities, and vendor/model families. The shared wording is generic (\u201cadd/support model\u201d), but the underlying change requests are distinct.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert vs DEIMv2 are unrelated model requests; same broad feature area, not the same underlying addition." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support target different model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config support and RF-DETR are distinct model additions with different code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision-model requests, not a duplicate bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and different modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are distinct model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests; only the generic add-support wording overlaps." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the sparse transformer request are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are separate model families with different functionality." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests, not one concrete code-path fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-like model requests with different targets." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture support and the sparse transformer request are not the same underlying change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture support and ModernVBERT models are separate additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support and Voxtral TTS support are different modalities and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests with no shared concrete fix." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS support are different requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only at a broad theme, not the same model implementation." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated beyond being model requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are separate sibling models, but they are different support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are distinct TTS-model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and different code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse transformer request are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated; one is speech recognition, the other is a perception encoder." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the sparse transformer request are not the same concrete model change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model families and tasks." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "The weight-sparse transformer request and EUPE are distinct model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementation areas." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-7", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "d3c4100e5d9165a8b735249fe995a001f962604ed6dc5607e34c7220f1a77830", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the issues cover unrelated models, configs, tokenizer warnings, and a typo, with no pair describing the same concrete bug.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are about different subsystems and different failure modes, so none can safely represent the whole cluster as a duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "#42936 is the most concrete standalone bug report (specific model, specific behavior, plausible fix), but it is not a good duplicate anchor for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS-norm question for Llama4TextL2Norm and a ModernBERT type-hint issue are unrelated model/config problems." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value handling and missing kwargs in loss calculation are different bugs in different code paths." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former loss-argument behavior and DeepSeek-V4 gating are unrelated model-specific issues." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "A model ignore_value bug is not the same as a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former loss handling and a quantization-typo issue do not share the same underlying defect." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "A runtime model bug and a config type-hint mistake are distinct issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and ModernBERT norm_eps typing concern different code and different symptoms." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig is unrelated to tokenizer regex warnings after 4.57.3." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT config typing and a typo in orig_conversion.quantization_operation are unrelated changes." + } + ] + }, + "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": 17, + "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": "697a8ef0af6fe70431794fb8ea963d80c387767583b4a03dcafd9fcab1bb5ff4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not appear to describe the same underlying problem: one is about block decoding, the other is a request for DeepSeek v3.2 support. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items are about different features/problems and should not be merged as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more specific and actionable request, but it is not a duplicate of #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different code paths: block decoding vs model support. The shared similarity is only superficial." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "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": "b5c487d7e8c60f860577c99a135c1dd976963e434b66877f3abf2f91d2f7e053", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically related to custom trainers and Trainer internals, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. I do not see evidence that they are the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the broader Trainer customization request and is the better cluster representative, but it should not be treated as a duplicate of 43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related subsystem, but different concrete concerns and no shared bug path; one is about `remove_unused_column`, the other about FLOPS accounting 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": 9, + "component_count": 17, + "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": "4a769f8b2979ea000db9ee21021fdc9f16adb7ca9e358e6b6a7f9592959732c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues both concern AutoModel support for Qwen variants, but they request different registrations for different model classes and tasks. They are not the same underlying bug or change request.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43684 is the broader model-registration request and is a better representative of this cluster than the more specific sequence-classification support request in #44405.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the better canonical issue because it covers a general AutoModel/AutoModelForConditionalGeneration registration gap, whereas #44405 is a separate task-specific support request for AutoModelForSequenceClassification on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different target models and APIs: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. They are related only at a broad subsystem level, 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": 17, + "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": "766a5057ca8c34151fbd60c49da1feda0776f49de5216859517edefb71d03114", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issues 43845, 43846, and 43859 have the same title, so they are likely duplicates of one another; 43835 (\u201cFett\u201d) looks separate. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43845 is the earliest of the identical-title \u201chuggingface \u201d reports and is a reasonable representative of that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best cluster anchor because it is the earliest matching-title report and has the clearest tie to the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no shared concrete details; this does not look like the same report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared concrete details; this does not look like the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no shared concrete details; this does not look like the same report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title and closely matching metadata, so these are likely duplicate reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and broadly similar issue metadata, so these are likely duplicate reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and broadly similar issue metadata, so these are likely duplicate reports." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly grounded, but it overstates the evidence in a few places. The packet supports that 43845/43846/43859 share the exact title and have soft similarity, so they are plausibly related, but calling them duplicate reports of the same \"underlying placeholder issue\" goes beyond what is shown. Similarly, \"very similar metadata\" is a bit strong for 43859 given the differing body length and activity. 43835 being separate is a reasonable conservative call, but the cluster summary should stay closer to \"likely duplicate by identical title\" rather than asserting a specific placeholder/root-cause interpretation." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "75b98ae52c45c0c5061ad4b5e5ffdba295788261a31b23c1c176020ef525e98e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like unrelated low-signal issues (mostly spam/generic titles) rather than a true duplicate set. The only somewhat substantive item is the documentation enhancement, but it does not match the spam-like reports.", + "confidence": 0.14, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue #44418 is the only non-spam, potentially actionable report; the others are generic/spam titles with no concrete bug details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no concrete bug/change description; no evidence they refer to the same underlying issue beyond generic similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders and lack any shared technical problem statement." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a documentation enhancement are not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. an unrelated titled issue; no shared bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement suggestion does not match a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement vs. spam placeholder; no duplicate signal." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam titles, but there is no concrete bug or request to confirm they are the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated issue title; insufficient evidence of a duplicate." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated issue title; not the same problem." + } + ] + }, + "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": 17, + "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": "5595e119a7401bd51faa31f6e8c9339ba51eb947465168ac094319dae6b4883e", + "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": "Two closed issues share the exact same title and have moderately high soft-similarity evidence, so they are likely duplicates of the same energy-optimization request. The evidence supports grouping them, but the body-text similarity should be described conservatively since only lengths and similarity metrics are available.", + "confidence": 0.89, + "canonical_issue_reason": "issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the more established thread for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45145 is the strongest representative for the cluster: it is earlier, has the same title as the other issue, and has slightly more discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Exact same title plus moderately high soft-similarity and no conflicting targets or filenames suggests the same underlying request; this is a reasonable duplicate edge, though the evidence is softer than text-level comparison." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster evidence supports that these issues share the exact same title and are likely related, but the analyst overstates the packet by claiming the bodies are \"highly similar\" and \"near-identical\"\u2014the packet only provides body lengths, not body text. The soft-edge accept is a bit too strong for soft-similarity-only evidence, so the verdict should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "29ddf7fdfb94af5e5ad37c6aa9bd3b6e94b1001887906be121a7eef83c860e07", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two separate 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module uint8-weight `torch.finfo()` TypeError, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate here; if a representative is needed, issue #45674 is slightly cleaner because it describes a specific BitsAndBytesConfig regression with a clearer configuration-level fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the better cluster representative only in the sense that it is more narrowly scoped and actionable, but it is not the same bug as #45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure modes and code paths: Gemma4 audio modules hit a `torch.finfo()` TypeError on uint8 weights, while BitsAndBytesConfig loses the default `lm_head` exclusion and asserts in 4-bit inference. Same broad area, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "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": "4183987cdaeb3358fbe2eaedba375396d59c8db057bb6f85b20fe1ff29f28fb8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts look like unrelated personal-name posts with no bug report content, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "If one must be chosen, issue 45762 is marginally earlier, but neither issue is a meaningful canonical bug report; both are unrelated personal-data-style posts.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is suitable as a canonical issue for triage because neither describes a reproducible problem or actionable feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and birth dates; no shared bug, feature, or code context. This looks like unrelated spam/personal posts rather than duplicate issues." + } + ] + }, + "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": 17, + "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": "b9885288196eb89a5cc38a3f1a9d9a399c378602564dcf9c97ba386466193352", + "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": "Both items look like unrelated low-information spam/personal-name issues, not duplicates of the same bug report.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue has substantive bug content; if forced to keep one, either would be equally non-canonical because both are just name/date placeholders.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different personal-name/date strings with no shared problem description, code path, or issue context; this does not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "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": "4d08cb7dc8da087a78757f572f0d903a71ecea0ba0cddefdc64ce15b31703fab", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5720, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not one single duplicate set: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated financial dataset promo issue (45869). Only the identical-title pairs should be merged; 45869 should stand alone.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the clearest representative of the legitimate duplicate set 45870/45871 and is the earliest of that pair; 45872/45873 is a separate request/topic, and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue to keep as a representative because it is an exact-duplicate pair member, cleanly worded, and the unrelated promo issue should not influence canonical selection.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial dataset promo vs. a DataForge example request. Shared finance wording is too broad to indicate the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a financial dataset promo vs. a DataForge example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title match and same DataForge financial time-series example request; these look like duplicates of the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are DataForge/financial-time-series themed, but one is an example request and the other is a scraping-service request; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: related wording, but different concrete request and code path/topic." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests: example prediction vs. scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests: example prediction vs. scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title match and same DataForge financial time-series + scraping service request; these are duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is only soft-similar and clearly a different topic. The canonical choice of 45870 as the representative of the earlier duplicate pair is conservative, and the soft-edge verdicts do not overstate the weaker matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "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-39895-12", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "74eb2728e044b6185e9c8fb4cd9ba105080c315bd84207d4b24aa467ab49b1b9", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32876, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32876, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous PRs spanning unrelated model additions, docs, tests, refactors, and bug fixes. The only clear duplicate-like pair is the two `fixed_cross_entropy` patches (`#43251` and `#43254`), which target the same code path and same tracked issue.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the best canonical PR for the only true duplicate pair: it is issue-linked, touches the same `fixed_cross_entropy` path as `#43254`, and is the more concrete/complete fix. The rest of the cluster is not one cohesive duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the strongest representative artifact in the cluster because it has an explicit issue target and matches the only accepted duplicate-like change; most other PRs are unrelated and should not be merged into a single canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs Executorch dynamic-shape test. Different subsystems and no shared bug/change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer missing-methods patch vs adding MobileLLM model support. Same broad area of model code, but not the same underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer helper methods vs Executorch export test; no shared code path or fix." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes vs MobileLLM model addition. Different concrete changes and no same bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy utility fix vs MobileLLM model addition. Completely different functionality." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs fix vs Mistral4 test/model changes. Not the same code path or issue." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 test/model fix. Both are tests-heavy, but they are not the same underlying bug/change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs MobileLLM model addition. No concrete overlap beyond general framework work." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Model addition PR vs config resolution-order fix. Different layers and unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-interface refactor. No same bug or mergeable combined change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor vs Mistral4 test/model changes. Same broad modeling area, but not the same concrete problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill scaffolding. Unrelated artifacts." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes vs `layrnorm`\u2192`layernorm` renaming across CLIP-like models. Different bugs and different model families." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work vs config resolution-order fix. No shared code-path issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "MobileLLM model addition vs Mistral4 fixes. Both are model PRs, but not the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs model-creation skill repository changes. Not the same artifact type or bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs model-creation skill. Unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same `fixed_cross_entropy` function for the same issue (`#43240`) and add support for the same kwargs (`weight`/`label_smoothing`). They are direct alternate implementations of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only explicitly supported duplicate-like pair is pull_request:43251 / pull_request:43254, which share the same file and issue target (43240). The verdicts are conservative, and no unsupported mergeability claims were made for unrelated PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "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-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "940ae0013b39d8bffa99e4bd7d20e09d1ef22c0c35fed567cda66bc32fd3d051", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs for VibeVoice, but they are different changes: one adds the base VibeVoice integration, the other adds a realtime/acoustic-tokenizer extension. They overlap on shared model-family plumbing, but they are not the same concrete fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the foundational VibeVoice implementation and the broader base integration for the model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative of the cluster because it is the core implementation PR rather than a follow-on realtime extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: #40546 implements baseline VibeVoice support, while #42781 adds realtime support plus an acoustic tokenizer and generation changes. They touch related files but solve different underlying feature sets and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "ddafc6f6cd107079cd47312bd5e28854b2bac91ef7951a57c0919b51d6bd845c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated model-feature additions in different areas: TimesFM covariate forecasting vs. DINOv3 image-classification support. They do not look like the same underlying change and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate cluster is justified here; the PRs target different models and different code paths. If one must be chosen, PR 41224 is the more self-contained and narrowly scoped change.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the better standalone PR candidate because it is tightly focused on one concrete capability (DINOv3ViT image classification) with a smaller, cleaner scope. PR 40755 is broader and touches more files for a different feature area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and different user-facing features: TimesFM covariate forecasting versus DINOv3 image classification. They do not fix the same bug or implement the same change, so this is not a duplicate or mergeable soft match." + } + ] + }, + "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": 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-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 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-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "ea0e68b68a54c8c6f5085bc5891d6ed73ca3b142e34038aeb96674340886fe12", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated model-addition PRs that only overlap on boilerplate registration/docs changes. They do not describe the same underlying bug or the same concrete code-path fix, so none should be deduplicated together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the strongest standalone anchor only because it has the broadest model-integration surface and highest review activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and distinct integrations: DeepSeek OCR vs Isaac. Shared auto-registration/docs scaffolding is generic template overlap, not the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are different model additions with different files and code paths. Similar repository plumbing is expected and does not indicate 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": 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-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "393ee4b59c15f17ccf3e954bba5e0dbe4c18416e974d88ccb50ccc459ffa791d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two independent workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps Docker build actions and a few related workflow actions. They overlap in CI workflows but do not fix the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the clearer representative because its scope and intent are explicit: updating major GitHub Actions versions to keep workflows Node 24 compatible across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best cluster representative since it captures the broader, more clearly stated workflow runtime-compatibility upgrade rather than a narrower action-version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different actions and different operational paths (checkout/cache/upload-artifact vs docker/build-push-action). They are similar maintenance, not the same concrete fix and not mergeable as one single PR without conflating distinct upgrades." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 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-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "1fef83008e319e38db4e846806164ac4714ced274232cf677a28c3c411ac25b6", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23541, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23541, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated model-add or infrastructure PRs that only overlap on generic Transformers plumbing (docs, auto mappings, model registration). No pair looks like the same underlying bug/change, so none of the soft edges should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Add Molmo2 is the strongest standalone PR in this set: it has the broadest model/processor/video coverage and the highest review activity, so it is the best representative if one PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "Add Molmo2 is the most complete and actively reviewed of the unrelated PRs, making it the best overall PR candidate in this cluster even though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different models with different code paths; shared docs/auto-registration files are generic model-add boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2 is a different model family and a different implementation, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions; overlap is only in common Transformers registration/docs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model additions with different files, processors, and tests; similar naming is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM target different model architectures/tasks and do not fix the same concrete code-path problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model integrations; they only share generic auto/model registration changes." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 Audio and PP-OCRv6 text recognition are different model domains and code paths; no same-bug/same-change evidence." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Native pipeline-parallel loading support is infrastructure work, while PP-OCRv6 is a model-support PR; they are not the same concrete change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are different model additions with different targets and implementations, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "c2376e88fa5d99d5f6c880c873529fbac0f69a4448383fb84d21d81ad6f4d549", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are not duplicates: one is Whisper tokenizer/test work, one is unrelated test-only noise in CLIP/ViT, and one is an FP8 dequant/loading fix. There is no single underlying bug or change tying them together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "44815 is the most substantive standalone fix and the clearest anchor, but the cluster is heterogeneous rather than a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "44815 is the best representative because it contains the real implementation change; 43291 is narrow Whisper test/decoder work and 43665 is only test assertions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/decoder changes with tests vs. unrelated CLIP/ViT test assertions; no shared concrete bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/test fix vs. FP8 dequant/model-loading changes; different subsystems and unrelated fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT PR vs. dequantization/loading implementation fix; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "799f70126c7021e3fb9a7cb5da26b2cc50cfa1aec2c9c2117e5dedec456c7918", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: they share only a Vit test file, but one is a small setup/version/dependency change while the other rewires CI/workflow and testing utility code.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43488 is the more self-contained change, centered on setup/version and dependency-table edits; PR 43532 is a broader CI/testing refactor and not the same concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43488 is the closest thing to a canonical representative because it has a single, focused code-path change; PR 43532 spans workflows, utilities, and tests and is not a good duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared Vit test filename alone is not enough; 43488 changes setup.py/version and dependency metadata, while 43532 changes CI workflows, testing utilities, and reporting code. They do not fix the same bug or belong in one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "97f8eb91b7fd34be160335d2606f7572c567fcb55000d5f1ffa3cac392fb585e", + "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": "Two open PRs add different new pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation/registry plumbing, but they target different models, files, and task semantics, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader feature addition and touches more of the segmentation/model integration surface, so it is the better representative of this cluster, but it is not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features: concept segmentation vs visual segmentation. Shared docs/registry changes are infrastructure overlap, not the same underlying code-path fix, and they 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": 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-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "e1a98475f0b3741056a828e3c7352e84c7290122103281b2860cf76e28295d44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate Trainer extension-point PRs: one changes gradient-accumulation loss scaling, the other changes signature-column filtering for custom trainers. They share a file but not the same bug or mergeable 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 a duplicate cluster here; they address different code paths and should be triaged independently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: loss scaling in training_step vs. signature-column extraction for data filtering. Same file only, not 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": 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-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "7e5c74b169175b4502aaebc13b6aafb2e4a5b243ef991dfc0ac656cc7a6a7017", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs target the same CLI serve.py TypeAdapter annotation failure, with 43842 being the most focused fix and the best representative of the cluster.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 most directly addresses the concrete import/type-annotation failure in `src/transformers/cli/serve.py` with the smallest, most focused change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the clearest standalone fix for the `TypeAdapter` NameError in the CLI serve code path and is the best canonical representative for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both are fixes for the same `TypeAdapter` NameError in `src/transformers/cli/serve.py`; 43656 is broader, but the core bug and code path overlap enough that they could plausibly be merged into one PR." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs address the same `TypeAdapter` annotation/runtime-name-resolution problem in the CLI serve path, with 43836 being a broader variant of the same fix rather than a separate issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster is grounded in the packet: all three PRs modify `src/transformers/cli/serve.py` around the same annotation/runtime-name-resolution area, and 43842 is the most focused representative. The pairwise accepts are plausible as mergeable fixes for the same bug family, with 43842 being the narrowest change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "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-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "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:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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The clearest duplicate slices are the GPT-J/CodeGen edits and the GPT-Neo edits; the other PRs are mostly same-pattern changes in different model implementations and should stay separate unless they touch the exact same code path.", + "confidence": 0.84, + "canonical_issue_reason": "#43979 is the shared tracking issue for this output-tracing refactor family and is explicitly linked by many of the PRs across the cluster.", + "canonical_pr_reason": "PR 44722 is the best single representative PR for the strongest duplicate slice: it covers the GPT-J/CodeGen output-tracing path, links to #43979, and is broad enough to subsume the narrower GPT-J variants.", + "best_issue_reason": "Issue #43979 is the best cluster anchor because it cleanly unifies the repeated standardized-output-tracing work across many model-specific PRs, not just the GPT-J/CodeGen and GPT-Neo slices.", + "best_pr_reason": "PR 44722 is the best global PR representative because it captures the most complete GPT-J/CodeGen 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"pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are separate model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are not the same underlying fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViLT are separate model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing variants on the same underlying code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the GPT-J standardized output-tracing path; the scope differs, but the fix is the same family." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are not the same concrete change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViLT are different underlying fixes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The anchor/PR choices are mostly grounded, but the summary is too narrow for the packet and a couple of soft-edge accepts are a bit too assertive. In particular, the packet contains other strong shared-issue/soft-similarity pairs beyond GPT-J/CodeGen and GPT-Neo (e.g. CVT/FNet with RegNet/ResNet/SpeechT5/DeBERTa variants), so saying those two are the only strong duplicate groups is not fully supported. Also, the accepted duplicate verdicts rely on model-family similarity and shared issue links more than clearly identical bugfix scope, so they read a little less conservative than requested." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "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:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "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": "cab1ebbe6b520533bcb6c9c050df375b52d5c53e3c5ff33c86be827f1ee526ea", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture_outputs across different architectures, not the same underlying bug or change. They should not be merged as duplicates just because they share the same refactor theme.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44129 is the best representative because it has an explicit issue target, a clear output-tracing refactor, and appears more complete than the others.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44129 is the strongest standalone PR for the cluster: it is explicitly linked to an issue and cleanly implements the standardized output-capture migration for SpeechT5.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different models and different code paths (FocalNet vs ImageGPT); same refactor style, but not the same concrete change and not mergeable as one PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with distinct forward/output logic; this is a shared pattern, not a duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet output tracing and VisualBert output tracing are unrelated model-specific migrations; no evidence of the same underlying bug." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet touch different architectures and code paths, so this is not the same change despite similar decorator usage." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different models with different forward signatures and output handling; too broad to treat as duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are distinct model refactors in different modules; they share a library-wide pattern but not the same concrete 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": 15, + "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-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": "46a54b6bf120c340aaa3c4bd6685b77a4e066fff240cc9c69936b43a19c60984", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A set of similarly titled but mostly independent model-specific PRs that apply the output-tracing refactor pattern to different architectures. They share theme and implementation style, but not the same concrete bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR: these are separate model-specific refactors, not duplicates of one code change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest representative because it spans two related model files and has the broadest concrete output-tracing update among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and outputs (`timm_backbone` vs `vision_text_dual_encoder`); only the refactor pattern matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations (`timm_backbone` vs `univnet`), so not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and paths (`timm_backbone` vs `mamba/falcon_mamba`); not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are output-tracing refactors, but for different model internals (`timm_backbone` vs `codegen`)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `rwkv`); no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `univnet`) and different output plumbing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; same refactor style is not enough to duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate implementations with no single shared fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper/model code (`mobilenet_v1` vs `vision_encoder_decoder`)." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`)." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different tasks and architectures (`vision_text_dual_encoder` vs `univnet`)." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model code paths; only the tracing refactor motif is shared." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct subsystems (`vision_text_dual_encoder` vs `mamba/falcon_mamba`) and unrelated fixes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations (`vision_text_dual_encoder` vs `codegen`)." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; not the same concrete behavior change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated model paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and output structures; not a duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model implementations (`univnet` vs `dpr`) with different call signatures." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (`upernet` vs `mamba/falcon_mamba`) and no shared code-path bug." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Both are refactors, but `falcon_mamba/mamba` and `superpoint` are unrelated code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model internals (`mamba/falcon_mamba` vs `codegen`) and not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths; same output-tracing pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder wrappers and model stacks; not one fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families (`depth_anything` vs `superpoint`)." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (`depth_anything` vs `rwkv`); not mergeable as a single PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model code paths (`depth_anything` vs `dpr`)." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they fix different model files and behaviors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families (`vision_encoder_decoder` vs `superpoint`)." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated architectures (`vision_encoder_decoder` vs `rwkv`)." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations (`vision_encoder_decoder` vs `dpr`)." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate architectures (`speech_encoder_decoder` vs `rwkv`)." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model stacks (`speech_encoder_decoder` vs `dpr`)." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`superpoint` vs `rwkv`) and no shared concrete bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations (`superpoint` vs `dpr`)." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model families (`rwkv` vs `dpr`); not 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": 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-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "7b641df278a9a025a2c431d73819bd5fff31f35239997232e8bbfa3631ca6abc", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only common Transformers boilerplate around auto mappings, docs, and package wiring, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45075 is the strongest representative: it\u2019s a full model integration with the most extensive implementation/test surface and higher review activity, making it the best cluster anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR #45075 is the best overall PR candidate in this set because it is a substantive end-to-end model addition, appears more complete than the draft Voxtral PR, and is more clearly packaged as a standalone integration than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions for different products/domains (PenguinVL vs Voxtral TTS). 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Shared files are generic framework wiring, but the concrete implementations, processors, and tests are for different models." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model integrations with different architectures and targets; shared auto-mapping/docs changes are boilerplate, not a common 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": 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-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "31c75df0207bae5e38ce1d541bb779ed71431a429c3564baa377644d6337e10d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to model/kernel fusion infrastructure, but they are not the same change. #44979 introduces a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and integrates it through model loading paths.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present. As a PR representative, #45363 is the broader, more end-to-end fusion feature because it wires KernelConfig through the core loading/integration path, whereas #44979 is the lower-level module-fusion API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best cluster representative because it is the more complete user-facing fusion implementation and touches the main integration points, while #44979 is a narrower API foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different underlying changes: #44979 adds a generic module fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration. They share the fusion theme but do not appear 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": 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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "43a487442a835d0c12a3c8dbcd5c49dc7ee0283551025700d3e6bf30defd843d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same concrete bug in `_patch_mistral_regex`: accessing `tokenizer.backend_tokenizer.pre_tokenizer` causes an AttributeError, and both switch to `tokenizer.pre_tokenizer` on the same code path. The later PR also adds test coverage, making it the better representative of the fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the clearest canonical representative because it fixes the same AttributeError on the same Mistral pre-tokenizer path as PR 45086, but also includes tests and a more explicit title/scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR in the cluster because it contains the same code fix as 45086 plus validation in tests, making it more complete and merge-ready.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in `_patch_mistral_regex`; 45317 is essentially a superset of 45086 with added tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "1fe33424b2526bead0494ec0ffce82eca6bb05d14808567ce7455d34efa49115", + "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 PRs overlap on shared model files, but they address different changes: one is a conversion/refactor toward GraniteMoeHybrid-compatible naming, the other is a broader model split into NemotronH Dense/Sparse with docs and tests. They are related, but not the same underlying change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the more complete, user-facing model change: it introduces the dense/sparse variants, updates auto/config/model plumbing, docs, and tests. PR #45115 is narrower and mostly about conversion/mapping refactors.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest representative of the cluster due to its broader scope and end-to-end implementation. PR #45115 is better treated as a separate, smaller refactor/conversion patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH internals do not make these the same fix. #45115 focuses on checkpoint conversion and structural renaming for GraniteMoeHybrid compatibility, while #45569 is a larger architectural split into NemotronHDense/Sparse with docs and tests. They could not realistically be merged as one identical 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": 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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "148cc396aa7eb1c307a600fc1b8dad5947b04e62ee1b11e66492e79d2e68c29b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are part of the same heterogeneous-model feature area, but they are not duplicates: one adds per-layer config support while the other adds broader modeling/runtime support on top of that.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader end-to-end change: it extends cache, masking, modeling, and gpt_oss paths for heterogeneous per-layer behavior, so it is the better canonical representative of the feature work.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest standalone PR because it covers the concrete runtime/modeling code paths rather than only the config layer, making it the most complete representative of the feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "These are related but distinct feature slices. #45333 focuses on heterogeneous config plumbing, while #45332 implements additional modeling/runtime changes in cache, masking, and model code. They do not look like the same concrete fix and would not naturally collapse into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "6f4956e52d7b5d71adbbe4bf27448c0db4bcf22af28d0088a04f5894c4260f1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-focused, but they are not duplicates: #45415 is a broad project-wide type-checking sweep, while #45425 adds specific typing protocols/helpers for model-utils and PEFT-related code paths.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the more focused, concrete change; #45415 is a wide cleanup across many files and a different scope of work.", + "best_issue_reason": null, + "best_pr_reason": "#45425 best represents a single underlying change because it targets specific typing contracts and integrations, whereas #45415 is a broad typing pass spanning many unrelated files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They share the general theme of type checking and a few filenames, but they fix different problems: one is a broad typing sweep, the other adds specific typing protocol support. They would not plausibly merge into one PR as 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": 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-45487-6", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843", + "pull_request:45858", + "pull_request:45890", + "pull_request:45926" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45926", + "pull_request:45817|pull_request:45843", + "pull_request:45858|pull_request:45890", + "pull_request:45858|pull_request:45926", + "pull_request:45890|pull_request:45926" + ], + "prepared_review_unit_hash": "07ab05a92ef35ac278b873972fee4dd13698e2452aada3b69761baadcc6dd335", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14718, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14718, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose topical grouping around model-parallel fixes and XPU test expectations, but the PRs target different models and different concrete code paths. I do not see any true duplicates among them.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45817 is the clearest standalone fix: it directly addresses a concrete model-parallel device-placement bug in Gemma4 code and includes an accompanying test update.", + "best_issue_reason": null, + "best_pr_reason": "PR 45817 is the strongest representative of the cluster because it fixes an actual runtime path in model code rather than only updating expectations, and the change is specific and well-scoped.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both mention model-parallel problems, but they affect different models (AltCLIP/ChineseCLIP vs Deimv2) and the fixes are not the same code path or mergeable as one PR." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45926", + "accept": false, + "reason": "Different models and different changes: one fixes device placement in model code, the other adds XPU test expectations for HyperCLOVAX." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel PRs, but they target different architectures and likely different failure modes; not the same underlying bug." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "These are test-only expectation updates for different models, not the same bug or change." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45926", + "accept": false, + "reason": "Different model test expectations; same broad XPU theme is too weak to treat as a duplicate." + }, + { + "left": "pull_request:45890", + "right": "pull_request:45926", + "accept": false, + "reason": "Both are XPU expectation updates, but for unrelated models and separate test files, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "cefd351ae40b9ade0812c3ef7ea6945c5a474c414349d749070d2df09281e9db", + "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": "Both PRs are about expert parallelism (EP) loading, but they fix different failure modes: PR #45548 preserves `distributed_config` and adds an EP-detection property for accelerate/ZeRO-3 loading, while PR #45662 fixes expert parameters being overwritten by rank-0 broadcast in FSDP2 loading. They share a subsystem, not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete and self-contained code-path fix for a loading corruption bug, with changes centered on `core_model_loading.py` and EP tensor handling.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best representative of the cluster because it addresses a specific EP loading defect and has the strongest direct code-path alignment; PR #45548 is a separate, narrower loading-compatibility fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different bugs and merge scopes: #45548 fixes missing `distributed_config` / EP detection for accelerate launch with ZeRO-3, while #45662 fixes expert parameters being overwritten during FSDP2 loading. Shared EP wording is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "774b33fd03a90f79fc33ed227a246fe304a796834664abbe85e5004759f97673", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision in captured_info handling; #45645 is the broader superset and appears to subsume #45639.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core testing_utils xdist-safe fix from #45639 and also updates CI/workflow log collection to consume the new per-worker artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the cluster: it addresses the same captured_info collision problem end-to-end, with the additional workflow changes making it more complete than #45639.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both are about the same concrete bug in captured_info artifact handling under xdist, and #45645 clearly builds on the same fix rather than a different 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": 25, + "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-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 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-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": 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-45997-3", + "nodes": [ + "pull_request:45997", + "pull_request:46005", + "pull_request:46010" + ], + "soft_pairs": [ + "pull_request:45997|pull_request:46005", + "pull_request:46005|pull_request:46010" + ], + "prepared_review_unit_hash": "e73c2260ac249c73f1b4daabeda5d4097ca1adb436be7dbd33e0205e9dfc5175", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6650, + "estimated_input_tokens": 1663, + "estimated_eval_tokens": 3582 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6650, + "estimated_input_tokens": 1663, + "estimated_eval_tokens": 3582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs revolve around the same cache sequence-length type bug in `StaticLayer/StaticCache.get_seq_length()`. Two are narrow variants of the same fix, and one is a broader patch with downstream adjustments and tests.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46010 is the most complete representative: it includes the core `get_seq_length()` int-return fix plus related downstream changes and tests, so it subsumes the narrower variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 46010 is the strongest standalone fix for the cluster because it addresses the same bug with broader coverage and validation, making it the best merge candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45997", + "right": "pull_request:46005", + "accept": true, + "reason": "Same underlying cache bug on the exact same code path; 45997 is a narrower subset of 46005's fix (scalar tensor + `.item()` return)." + }, + { + "left": "pull_request:46005", + "right": "pull_request:46010", + "accept": true, + "reason": "Both target the same `StaticCache.get_seq_length()` tensor-vs-int bug; 46010 appears to be the broader, more complete version with downstream adjustments and tests, so they are the same change family." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The packet supports that 45997 is a narrower subset of the cache-length fix, and that 46005 and 46010 address the same bug with 46010 adding broader downstream changes/tests. The summary does not overstate beyond the diff evidence, and the paired PRs look mergeable as the same bugfix family." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/manifest.json b/snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5d5ba4f9419b89ac7f102b663f6505b71aadfb1c --- /dev/null +++ b/snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260518t060213z", + "artifacts": { + "hybrid": "snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-18T06:15:35Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260518T060213Z", + "variant": "hybrid" +} diff --git a/snapshots/20260518T060213Z/manifest.json b/snapshots/20260518T060213Z/manifest.json index ef9ba46a4ac19436b3849c4b4ce80fffc740c6ed..13087682abc7d800080e1343058abd8c091ffedb 100644 --- a/snapshots/20260518T060213Z/manifest.json +++ b/snapshots/20260518T060213Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1384 }, "extracted_at": "2026-05-18T06:02:13Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260518t060213z", + "runs": { + "hybrid-model-20260518t060213z": { + "analysis_id": "hybrid-model-20260518t060213z", + "artifacts": { + "hybrid": "snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260518T060213Z/analysis-runs/hybrid-model-20260518t060213z/manifest.json", + "model": null, + "published_at": "2026-05-18T06:15:35Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260518T060213Z", "watermark": {